{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TWINGAN_manu.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mrm8488/shared_colab_notebooks/blob/master/TWINGAN_manu.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9v6EmFtLh_1J",
        "colab_type": "text"
      },
      "source": [
        "# Colab Noteboot to play with [TwinGAN](https://github.com/jerryli27/TwinGAN)\n",
        "### Unsupervised Image Translation for Human Portraits\n",
        "\n",
        "> by Manuel Romero\n",
        "\n",
        "[Webpage](https://mrm8488.github.io)\n",
        "\n",
        "[Twitter @mrm8488](https://twitter.com/mrm8488)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CF02ZhtbFKid",
        "colab_type": "code",
        "outputId": "32c00126-e108-4c51-d385-f8726f7f5e35",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145
        }
      },
      "source": [
        "!git clone https://github.com/mrm8488/TwinGAN.git"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'TwinGAN'...\n",
            "remote: Enumerating objects: 10, done.\u001b[K\n",
            "remote: Counting objects: 100% (10/10), done.\u001b[K\n",
            "remote: Compressing objects: 100% (10/10), done.\u001b[K\n",
            "remote: Total 394 (delta 2), reused 0 (delta 0), pack-reused 384\u001b[K\n",
            "Receiving objects: 100% (394/394), 56.21 MiB | 25.50 MiB/s, done.\n",
            "Resolving deltas: 100% (118/118), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "waLSG8PuJlH5",
        "colab_type": "code",
        "outputId": "ff933ad7-2bd4-478f-e147-72e7c3b012a6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 163
        }
      },
      "source": [
        "!pip install gdown"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: gdown in /usr/local/lib/python3.6/dist-packages (3.6.4)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from gdown) (4.28.1)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from gdown) (2.21.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from gdown) (1.12.0)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (2019.9.11)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (1.24.3)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->gdown) (2.8)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0-FuzdcZKJSw",
        "colab_type": "code",
        "outputId": "7f71a149-8959-485f-98c4-7cf5396280e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 163
        }
      },
      "source": [
        "model1_id = \"1dXfqAODQxB2uNhyQANtZICAjwhNMWnbl\"\n",
        "model2_id = \"1UJEqlH_1sfdmWs6MXKV4H69NGad0rdUB\"\n",
        "!gdown https://drive.google.com/uc?id=$model1_id\n",
        "!gdown https://drive.google.com/uc?id=$model2_id\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1dXfqAODQxB2uNhyQANtZICAjwhNMWnbl\n",
            "To: /content/twingan_256.zip\n",
            "240MB [00:01, 158MB/s]\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1UJEqlH_1sfdmWs6MXKV4H69NGad0rdUB\n",
            "To: /content/human_to_cat_128.zip\n",
            "239MB [00:02, 80.1MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gkgav3FdLZun",
        "colab_type": "code",
        "outputId": "525b0d33-fdd3-4529-bcb9-87cbc1c28a8e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        }
      },
      "source": [
        "!unzip \"/content/twingan_256.zip\"\n",
        "!unzip \"/content/human_to_cat_128.zip\"\n",
        "!rm -rf \"/content/twingan_256.zip\"\n",
        "!rm -rf \"/content/human_to_cat_128.zip\""
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  /content/twingan_256.zip\n",
            "   creating: 256/\n",
            "  inflating: 256/checkpoint          \n",
            "  inflating: 256/flags.txt           \n",
            "  inflating: 256/graph.pbtxt         \n",
            "  inflating: 256/model.ckpt-100000.data-00000-of-00001  \n",
            "  inflating: 256/model.ckpt-100000.index  \n",
            "  inflating: 256/model.ckpt-100000.meta  \n",
            "Archive:  /content/human_to_cat_128.zip\n",
            "   creating: 128/\n",
            "  inflating: 128/checkpoint          \n",
            "  inflating: 128/flags.txt           \n",
            "  inflating: 128/graph.pbtxt         \n",
            "  inflating: 128/model.ckpt-741475.data-00000-of-00001  \n",
            "  inflating: 128/model.ckpt-741475.index  \n",
            "  inflating: 128/model.ckpt-741475.meta  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pY-r4hMZUWfo",
        "colab_type": "code",
        "outputId": "fd5436e8-a57d-48fb-e280-7c7d9cb49094",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "cd TwinGAN"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/TwinGAN\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j26AUF8eML_7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!rm -rf /content/TwinGAN/demo/inference_input/cropped/*\n",
        "!rm -rf /content/TwinGAN/demo/inference_output/anime/*\n",
        "!rm -rf /content/TwinGAN/demo/inference_output/cat/*"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ObsJu96Hx8KK",
        "colab_type": "code",
        "outputId": "cf457c47-2cdb-4592-b5ab-2079af9afd5e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        }
      },
      "source": [
        "#@title Choose a mode\n",
        "\n",
        "model = 'human2cat' #@param [\"human2anime\", \"human2cat\"]\n",
        "\n",
        "models = {'human2anime': '/content/256/', 'human2cat': '/content/128/'}\n",
        "model_path = models[model]\n",
        "image_hw = model_path.split(\"/\")[2]\n",
        "output_folder = \"anime\" if image_hw == \"256\" else \"cat\"\n",
        "print(model_path)\n",
        "print(image_hw)\n",
        "print(output_folder)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/128/\n",
            "128\n",
            "cat\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KYM4TDc-PDme",
        "colab_type": "text"
      },
      "source": [
        "## Choose a picture form your local filesystem:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Eh9amFXCNb7w",
        "colab_type": "code",
        "outputId": "111d887d-52db-4484-a5fb-41798b1df35c",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "[encoded data, 7324 characters]",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 75
        }
      },
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-593a951f-5ab5-4475-a5a7-adb90abbf046\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-593a951f-5ab5-4475-a5a7-adb90abbf046\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving selfie1.png to selfie1.png\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3RkkTZtCOLED",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "uploaded_file = \"\"\n",
        "for filename in uploaded.keys():\n",
        "  uploaded_file = filename\n",
        "  !mv ./$filename ./demo/inference_input/cropped/$filename"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wGTb40PGVYYC",
        "colab_type": "code",
        "outputId": "c77a258c-ee12-483e-da0b-612a1ca7c79c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "%time !python inference/image_translation_infer.py --model_path=$model_path --image_hw=$image_hw --input_tensor_name=\"sources_ph\" --output_tensor_name=\"custom_generated_t_style_source:0\" --input_image_path=\"./demo/inference_input/cropped/\" --output_image_path=\"./demo/inference_output/$output_folder/\" > /dev/null\n",
        "print(\"DONE!\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/absl/flags/_validators.py:359: UserWarning: Flag --model_path has a non-None default value; therefore, mark_flag_as_required will pass even if flag is not specified in the command line!\n",
            "  'command line!' % flag_name)\n",
            "WARNING:tensorflow:From inference/image_translation_infer.py:128: The name tf.app.run is deprecated. Please use tf.compat.v1.app.run instead.\n",
            "\n",
            "WARNING:tensorflow:From inference/image_translation_infer.py:50: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
            "\n",
            "W1027 08:52:28.198196 140700139816832 module_wrapper.py:139] From inference/image_translation_infer.py:50: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
            "\n",
            "WARNING:tensorflow:From inference/image_translation_infer.py:51: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "W1027 08:52:28.198484 140700139816832 module_wrapper.py:139] From inference/image_translation_infer.py:51: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "2019-10-27 08:52:28.199116: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX512F\n",
            "2019-10-27 08:52:28.203498: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2000175000 Hz\n",
            "2019-10-27 08:52:28.203703: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1a8b800 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
            "2019-10-27 08:52:28.203734: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n",
            "WARNING:tensorflow:From inference/image_translation_infer.py:55: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "W1027 08:52:28.204126 140700139816832 module_wrapper.py:139] From inference/image_translation_infer.py:55: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "WARNING:tensorflow:From inference/image_translation_infer.py:57: The name tf.image.resize_images is deprecated. Please use tf.image.resize instead.\n",
            "\n",
            "W1027 08:52:28.211158 140700139816832 module_wrapper.py:139] From inference/image_translation_infer.py:57: The name tf.image.resize_images is deprecated. Please use tf.image.resize instead.\n",
            "\n",
            "WARNING:tensorflow:From ./util_io.py:169: The name tf.train.import_meta_graph is deprecated. Please use tf.compat.v1.train.import_meta_graph instead.\n",
            "\n",
            "W1027 08:52:28.217574 140700139816832 module_wrapper.py:139] From ./util_io.py:169: The name tf.train.import_meta_graph is deprecated. Please use tf.compat.v1.train.import_meta_graph instead.\n",
            "\n",
            "2019-10-27 08:52:31.072801: W tensorflow/core/graph/graph_constructor.cc:1491] Importing a graph with a lower producer version 26 into an existing graph with producer version 134. Shape inference will have run different parts of the graph with different producer versions.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow_core/python/training/queue_runner_impl.py:391: QueueRunner.__init__ (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "To construct input pipelines, use the `tf.data` module.\n",
            "W1027 08:52:40.636554 140700139816832 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow_core/python/training/queue_runner_impl.py:391: QueueRunner.__init__ (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "To construct input pipelines, use the `tf.data` module.\n",
            "WARNING:tensorflow:From ./util_io.py:170: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
            "\n",
            "W1027 08:52:40.661239 140700139816832 module_wrapper.py:139] From ./util_io.py:170: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
            "\n",
            "INFO:tensorflow:Restoring parameters from /content/128/model.ckpt-741475\n",
            "I1027 08:52:40.662696 140700139816832 saver.py:1284] Restoring parameters from /content/128/model.ckpt-741475\n",
            "2019-10-27 08:52:42.107174: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_536 (Assign) /device:GPU:0\n",
            "  save/Assign_537 (Assign) /device:GPU:0\n",
            "  save/Assign_538 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_1 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_508 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_509 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.111568: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_512 (Assign) /device:GPU:0\n",
            "  save/Assign_513 (Assign) /device:GPU:0\n",
            "  save/Assign_514 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_2 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_510 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_511 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.115877: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_518 (Assign) /device:GPU:0\n",
            "  save/Assign_519 (Assign) /device:GPU:0\n",
            "  save/Assign_520 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_3 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_512 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_513 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.120201: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_524 (Assign) /device:GPU:0\n",
            "  save/Assign_528 (Assign) /device:GPU:0\n",
            "  save/Assign_530 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_4 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_6 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_7 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.124680: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_526 (Assign) /device:GPU:0\n",
            "  save/Assign_532 (Assign) /device:GPU:0\n",
            "  save/Assign_534 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_5 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_8 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_9 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.182800: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_194 (Assign) /device:GPU:0\n",
            "  save/Assign_195 (Assign) /device:GPU:0\n",
            "  save/Assign_196 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_10 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_514 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_515 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.187333: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "Mul: CPU XLA_CPU \n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Switch: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  cond_2/beta1_power/initial_value (Const) /device:GPU:0\n",
            "  cond_2/beta1_power (VariableV2) /device:GPU:0\n",
            "  cond_2/beta1_power/Assign (Assign) /device:GPU:0\n",
            "  cond_2/beta1_power/read (Identity) /device:GPU:0\n",
            "  cond_2/beta2_power/initial_value (Const) /device:GPU:0\n",
            "  cond_2/beta2_power (VariableV2) /device:GPU:0\n",
            "  cond_2/beta2_power/Assign (Assign) /device:GPU:0\n",
            "  cond_2/beta2_power/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_3 (Switch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_4 (Switch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  cond_2/Adam/mul (Mul) /device:GPU:0\n",
            "  cond_2/Adam/Assign/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/Assign (Assign) /device:GPU:0\n",
            "  cond_2/Adam/mul_1 (Mul) /device:GPU:0\n",
            "  cond_2/Adam/Assign_1/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/Assign_1 (Assign) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_3 (Switch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_4 (Switch) /device:GPU:0\n",
            "  cond_2/Adam_1/mul (Mul) /device:GPU:0\n",
            "  cond_2/Adam_1/Assign/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  cond_2/Adam_1/mul_1 (Mul) /device:GPU:0\n",
            "  cond_2/Adam_1/Assign_1/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/Assign_1 (Assign) /device:GPU:0\n",
            "  save/Assign (Assign) /device:GPU:0\n",
            "  save/Assign_1 (Assign) /device:GPU:0\n",
            "  save/Assign_170 (Assign) /device:GPU:0\n",
            "  save/Assign_171 (Assign) /device:GPU:0\n",
            "  save/Assign_172 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_11 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_506 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_507 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_516 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_517 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.191740: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_176 (Assign) /device:GPU:0\n",
            "  save/Assign_177 (Assign) /device:GPU:0\n",
            "  save/Assign_178 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_12 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_518 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_519 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.196102: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_182 (Assign) /device:GPU:0\n",
            "  save/Assign_186 (Assign) /device:GPU:0\n",
            "  save/Assign_188 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_13 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_15 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_16 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.285271: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_184 (Assign) /device:GPU:0\n",
            "  save/Assign_190 (Assign) /device:GPU:0\n",
            "  save/Assign_192 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_14 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_17 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_18 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.289898: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_221 (Assign) /device:GPU:0\n",
            "  save/Assign_222 (Assign) /device:GPU:0\n",
            "  save/Assign_223 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_19 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_520 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_521 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.294282: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_197 (Assign) /device:GPU:0\n",
            "  save/Assign_198 (Assign) /device:GPU:0\n",
            "  save/Assign_199 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_20 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_522 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_523 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.393372: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_203 (Assign) /device:GPU:0\n",
            "  save/Assign_204 (Assign) /device:GPU:0\n",
            "  save/Assign_205 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_21 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_524 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_525 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.397921: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_209 (Assign) /device:GPU:0\n",
            "  save/Assign_213 (Assign) /device:GPU:0\n",
            "  save/Assign_215 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_22 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_24 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_25 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.402217: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_211 (Assign) /device:GPU:0\n",
            "  save/Assign_217 (Assign) /device:GPU:0\n",
            "  save/Assign_219 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_23 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_26 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_27 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.496732: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_356 (Assign) /device:GPU:0\n",
            "  save/Assign_357 (Assign) /device:GPU:0\n",
            "  save/Assign_358 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_28 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_526 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_527 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.501133: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_332 (Assign) /device:GPU:0\n",
            "  save/Assign_333 (Assign) /device:GPU:0\n",
            "  save/Assign_334 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_29 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_528 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_529 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.505519: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_338 (Assign) /device:GPU:0\n",
            "  save/Assign_339 (Assign) /device:GPU:0\n",
            "  save/Assign_340 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_30 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_530 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_531 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.509871: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_344 (Assign) /device:GPU:0\n",
            "  save/Assign_348 (Assign) /device:GPU:0\n",
            "  save/Assign_350 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_31 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_33 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_34 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.514227: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_346 (Assign) /device:GPU:0\n",
            "  save/Assign_352 (Assign) /device:GPU:0\n",
            "  save/Assign_354 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_32 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_35 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_36 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.604218: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_383 (Assign) /device:GPU:0\n",
            "  save/Assign_384 (Assign) /device:GPU:0\n",
            "  save/Assign_385 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_37 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_532 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_533 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.608792: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_359 (Assign) /device:GPU:0\n",
            "  save/Assign_360 (Assign) /device:GPU:0\n",
            "  save/Assign_361 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_38 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_534 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_535 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.613325: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_365 (Assign) /device:GPU:0\n",
            "  save/Assign_366 (Assign) /device:GPU:0\n",
            "  save/Assign_367 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_39 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_536 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_537 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.704697: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_371 (Assign) /device:GPU:0\n",
            "  save/Assign_375 (Assign) /device:GPU:0\n",
            "  save/Assign_377 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_40 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_42 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_43 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.709236: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_373 (Assign) /device:GPU:0\n",
            "  save/Assign_379 (Assign) /device:GPU:0\n",
            "  save/Assign_381 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_41 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_44 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_45 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.714946: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_302 (Assign) /device:GPU:0\n",
            "  save/Assign_303 (Assign) /device:GPU:0\n",
            "  save/Assign_304 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_46 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_538 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_539 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.812371: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_278 (Assign) /device:GPU:0\n",
            "  save/Assign_279 (Assign) /device:GPU:0\n",
            "  save/Assign_280 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_47 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_540 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_541 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.816904: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_284 (Assign) /device:GPU:0\n",
            "  save/Assign_285 (Assign) /device:GPU:0\n",
            "  save/Assign_286 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_48 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_542 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_543 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.821398: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_290 (Assign) /device:GPU:0\n",
            "  save/Assign_294 (Assign) /device:GPU:0\n",
            "  save/Assign_296 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_49 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_51 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_52 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.825938: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_292 (Assign) /device:GPU:0\n",
            "  save/Assign_298 (Assign) /device:GPU:0\n",
            "  save/Assign_300 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_50 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_53 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_54 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.914339: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_329 (Assign) /device:GPU:0\n",
            "  save/Assign_330 (Assign) /device:GPU:0\n",
            "  save/Assign_331 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_55 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_544 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_545 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.918854: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_305 (Assign) /device:GPU:0\n",
            "  save/Assign_306 (Assign) /device:GPU:0\n",
            "  save/Assign_307 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_56 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_546 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_547 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.923534: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_311 (Assign) /device:GPU:0\n",
            "  save/Assign_312 (Assign) /device:GPU:0\n",
            "  save/Assign_313 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_57 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_548 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_549 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.928005: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_317 (Assign) /device:GPU:0\n",
            "  save/Assign_321 (Assign) /device:GPU:0\n",
            "  save/Assign_323 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_58 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_60 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_61 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:42.932536: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_319 (Assign) /device:GPU:0\n",
            "  save/Assign_325 (Assign) /device:GPU:0\n",
            "  save/Assign_327 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_59 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_62 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_63 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.019759: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_248 (Assign) /device:GPU:0\n",
            "  save/Assign_249 (Assign) /device:GPU:0\n",
            "  save/Assign_250 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_64 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_550 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_551 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.024549: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_224 (Assign) /device:GPU:0\n",
            "  save/Assign_225 (Assign) /device:GPU:0\n",
            "  save/Assign_226 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_65 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_552 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_553 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.029237: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_230 (Assign) /device:GPU:0\n",
            "  save/Assign_231 (Assign) /device:GPU:0\n",
            "  save/Assign_232 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_66 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_554 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_555 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.121847: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_236 (Assign) /device:GPU:0\n",
            "  save/Assign_240 (Assign) /device:GPU:0\n",
            "  save/Assign_242 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_67 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_69 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_70 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.126705: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_238 (Assign) /device:GPU:0\n",
            "  save/Assign_244 (Assign) /device:GPU:0\n",
            "  save/Assign_246 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_68 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_71 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_72 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.132004: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_275 (Assign) /device:GPU:0\n",
            "  save/Assign_276 (Assign) /device:GPU:0\n",
            "  save/Assign_277 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_73 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_556 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_557 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.228258: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_251 (Assign) /device:GPU:0\n",
            "  save/Assign_252 (Assign) /device:GPU:0\n",
            "  save/Assign_253 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_74 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_558 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_559 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.232555: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_257 (Assign) /device:GPU:0\n",
            "  save/Assign_258 (Assign) /device:GPU:0\n",
            "  save/Assign_259 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_75 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_560 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_561 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.236837: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_263 (Assign) /device:GPU:0\n",
            "  save/Assign_267 (Assign) /device:GPU:0\n",
            "  save/Assign_269 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_76 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_78 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_79 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.241138: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_265 (Assign) /device:GPU:0\n",
            "  save/Assign_271 (Assign) /device:GPU:0\n",
            "  save/Assign_273 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_77 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_80 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_81 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.334154: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_410 (Assign) /device:GPU:0\n",
            "  save/Assign_411 (Assign) /device:GPU:0\n",
            "  save/Assign_412 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_82 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_562 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_563 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.338921: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_386 (Assign) /device:GPU:0\n",
            "  save/Assign_387 (Assign) /device:GPU:0\n",
            "  save/Assign_388 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_83 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_564 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_565 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.343218: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_392 (Assign) /device:GPU:0\n",
            "  save/Assign_393 (Assign) /device:GPU:0\n",
            "  save/Assign_394 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_84 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_566 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_567 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.347486: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_398 (Assign) /device:GPU:0\n",
            "  save/Assign_402 (Assign) /device:GPU:0\n",
            "  save/Assign_404 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_85 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_87 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_88 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.351723: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_400 (Assign) /device:GPU:0\n",
            "  save/Assign_406 (Assign) /device:GPU:0\n",
            "  save/Assign_408 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_86 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_89 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_90 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.439264: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_437 (Assign) /device:GPU:0\n",
            "  save/Assign_438 (Assign) /device:GPU:0\n",
            "  save/Assign_439 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_91 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_568 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_569 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.443661: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_413 (Assign) /device:GPU:0\n",
            "  save/Assign_414 (Assign) /device:GPU:0\n",
            "  save/Assign_415 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_92 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_570 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_571 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.447859: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_419 (Assign) /device:GPU:0\n",
            "  save/Assign_420 (Assign) /device:GPU:0\n",
            "  save/Assign_421 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_93 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_572 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_573 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.452111: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_425 (Assign) /device:GPU:0\n",
            "  save/Assign_429 (Assign) /device:GPU:0\n",
            "  save/Assign_431 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_94 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_96 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_97 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.456371: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_3/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_427 (Assign) /device:GPU:0\n",
            "  save/Assign_433 (Assign) /device:GPU:0\n",
            "  save/Assign_435 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_95 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_98 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_99 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.543978: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_452 (Assign) /device:GPU:0\n",
            "  save/Assign_453 (Assign) /device:GPU:0\n",
            "  save/Assign_454 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_100 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_574 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_575 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.548338: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_440 (Assign) /device:GPU:0\n",
            "  save/Assign_441 (Assign) /device:GPU:0\n",
            "  save/Assign_442 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_101 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_576 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_577 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.552627: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_443 (Assign) /device:GPU:0\n",
            "  save/Assign_444 (Assign) /device:GPU:0\n",
            "  save/Assign_445 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_102 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_578 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_579 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.556952: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_446 (Assign) /device:GPU:0\n",
            "  save/Assign_448 (Assign) /device:GPU:0\n",
            "  save/Assign_449 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_103 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_105 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_106 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.649454: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_447 (Assign) /device:GPU:0\n",
            "  save/Assign_450 (Assign) /device:GPU:0\n",
            "  save/Assign_451 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_104 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_107 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_108 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.653905: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_467 (Assign) /device:GPU:0\n",
            "  save/Assign_468 (Assign) /device:GPU:0\n",
            "  save/Assign_469 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_109 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_580 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_581 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.658229: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_455 (Assign) /device:GPU:0\n",
            "  save/Assign_456 (Assign) /device:GPU:0\n",
            "  save/Assign_457 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_110 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_582 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_583 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.753870: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_458 (Assign) /device:GPU:0\n",
            "  save/Assign_459 (Assign) /device:GPU:0\n",
            "  save/Assign_460 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_111 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_584 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_585 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.760909: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_461 (Assign) /device:GPU:0\n",
            "  save/Assign_463 (Assign) /device:GPU:0\n",
            "  save/Assign_464 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_112 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_114 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_115 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.765786: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_462 (Assign) /device:GPU:0\n",
            "  save/Assign_465 (Assign) /device:GPU:0\n",
            "  save/Assign_466 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_113 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_116 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_117 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.859926: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_473 (Assign) /device:GPU:0\n",
            "  save/Assign_474 (Assign) /device:GPU:0\n",
            "  save/Assign_475 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_118 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_586 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_587 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.864421: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_source/prediction/fully_connected/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_source/prediction/fully_connected/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_470 (Assign) /device:GPU:0\n",
            "  save/Assign_471 (Assign) /device:GPU:0\n",
            "  save/Assign_472 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_119 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_588 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_589 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.869159: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_515 (Assign) /device:GPU:0\n",
            "  save/Assign_516 (Assign) /device:GPU:0\n",
            "  save/Assign_517 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_120 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_590 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_591 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.873475: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/from_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_521 (Assign) /device:GPU:0\n",
            "  save/Assign_522 (Assign) /device:GPU:0\n",
            "  save/Assign_523 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_121 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_592 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_593 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.877837: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_525 (Assign) /device:GPU:0\n",
            "  save/Assign_529 (Assign) /device:GPU:0\n",
            "  save/Assign_531 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_122 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_124 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_125 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.964039: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/from_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/from_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_527 (Assign) /device:GPU:0\n",
            "  save/Assign_533 (Assign) /device:GPU:0\n",
            "  save/Assign_535 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_123 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_126 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_127 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.968424: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_173 (Assign) /device:GPU:0\n",
            "  save/Assign_174 (Assign) /device:GPU:0\n",
            "  save/Assign_175 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_128 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_594 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_595 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.972622: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_179 (Assign) /device:GPU:0\n",
            "  save/Assign_180 (Assign) /device:GPU:0\n",
            "  save/Assign_181 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_129 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_596 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_597 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:43.976892: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_183 (Assign) /device:GPU:0\n",
            "  save/Assign_187 (Assign) /device:GPU:0\n",
            "  save/Assign_189 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_130 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_132 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_133 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.069727: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_185 (Assign) /device:GPU:0\n",
            "  save/Assign_191 (Assign) /device:GPU:0\n",
            "  save/Assign_193 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_131 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_134 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_135 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.075158: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_200 (Assign) /device:GPU:0\n",
            "  save/Assign_201 (Assign) /device:GPU:0\n",
            "  save/Assign_202 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_136 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_598 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_599 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.079946: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_206 (Assign) /device:GPU:0\n",
            "  save/Assign_207 (Assign) /device:GPU:0\n",
            "  save/Assign_208 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_137 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_600 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_601 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.084725: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_210 (Assign) /device:GPU:0\n",
            "  save/Assign_214 (Assign) /device:GPU:0\n",
            "  save/Assign_216 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_138 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_140 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_141 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.176459: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_128x128x64/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_128x128x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_212 (Assign) /device:GPU:0\n",
            "  save/Assign_218 (Assign) /device:GPU:0\n",
            "  save/Assign_220 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_139 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_142 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_143 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.181971: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_335 (Assign) /device:GPU:0\n",
            "  save/Assign_336 (Assign) /device:GPU:0\n",
            "  save/Assign_337 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_144 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_602 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_603 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.186827: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_341 (Assign) /device:GPU:0\n",
            "  save/Assign_342 (Assign) /device:GPU:0\n",
            "  save/Assign_343 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_145 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_604 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_605 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.191317: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_345 (Assign) /device:GPU:0\n",
            "  save/Assign_349 (Assign) /device:GPU:0\n",
            "  save/Assign_351 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_146 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_148 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_149 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.281615: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_347 (Assign) /device:GPU:0\n",
            "  save/Assign_353 (Assign) /device:GPU:0\n",
            "  save/Assign_355 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_147 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_150 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_151 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.286233: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_362 (Assign) /device:GPU:0\n",
            "  save/Assign_363 (Assign) /device:GPU:0\n",
            "  save/Assign_364 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_152 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_606 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_607 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.290622: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_368 (Assign) /device:GPU:0\n",
            "  save/Assign_369 (Assign) /device:GPU:0\n",
            "  save/Assign_370 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_153 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_608 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_609 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.295008: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_372 (Assign) /device:GPU:0\n",
            "  save/Assign_376 (Assign) /device:GPU:0\n",
            "  save/Assign_378 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_154 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_156 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_157 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.388419: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_64x64x128/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_64x64x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_374 (Assign) /device:GPU:0\n",
            "  save/Assign_380 (Assign) /device:GPU:0\n",
            "  save/Assign_382 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_155 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_158 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_159 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.393338: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_281 (Assign) /device:GPU:0\n",
            "  save/Assign_282 (Assign) /device:GPU:0\n",
            "  save/Assign_283 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_160 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_610 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_611 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.397689: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_287 (Assign) /device:GPU:0\n",
            "  save/Assign_288 (Assign) /device:GPU:0\n",
            "  save/Assign_289 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_161 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_612 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_613 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.402100: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_291 (Assign) /device:GPU:0\n",
            "  save/Assign_295 (Assign) /device:GPU:0\n",
            "  save/Assign_297 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_162 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_164 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_165 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.492626: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_293 (Assign) /device:GPU:0\n",
            "  save/Assign_299 (Assign) /device:GPU:0\n",
            "  save/Assign_301 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_163 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_166 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_167 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.497182: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_308 (Assign) /device:GPU:0\n",
            "  save/Assign_309 (Assign) /device:GPU:0\n",
            "  save/Assign_310 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_168 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_614 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_615 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.501511: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_314 (Assign) /device:GPU:0\n",
            "  save/Assign_315 (Assign) /device:GPU:0\n",
            "  save/Assign_316 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_169 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_616 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_617 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.506243: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_318 (Assign) /device:GPU:0\n",
            "  save/Assign_322 (Assign) /device:GPU:0\n",
            "  save/Assign_324 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_170 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_172 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_173 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.595334: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_32x32x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_32x32x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_320 (Assign) /device:GPU:0\n",
            "  save/Assign_326 (Assign) /device:GPU:0\n",
            "  save/Assign_328 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_171 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_174 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_175 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.599864: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_227 (Assign) /device:GPU:0\n",
            "  save/Assign_228 (Assign) /device:GPU:0\n",
            "  save/Assign_229 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_176 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_618 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_619 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.604290: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_233 (Assign) /device:GPU:0\n",
            "  save/Assign_234 (Assign) /device:GPU:0\n",
            "  save/Assign_235 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_177 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_620 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_621 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.608621: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_237 (Assign) /device:GPU:0\n",
            "  save/Assign_241 (Assign) /device:GPU:0\n",
            "  save/Assign_243 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_178 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_180 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_181 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.703297: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_239 (Assign) /device:GPU:0\n",
            "  save/Assign_245 (Assign) /device:GPU:0\n",
            "  save/Assign_247 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_179 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_182 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_183 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.708076: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_254 (Assign) /device:GPU:0\n",
            "  save/Assign_255 (Assign) /device:GPU:0\n",
            "  save/Assign_256 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_184 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_622 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_623 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.712552: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_260 (Assign) /device:GPU:0\n",
            "  save/Assign_261 (Assign) /device:GPU:0\n",
            "  save/Assign_262 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_185 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_624 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_625 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.717043: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_264 (Assign) /device:GPU:0\n",
            "  save/Assign_268 (Assign) /device:GPU:0\n",
            "  save/Assign_270 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_186 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_188 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_189 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.808589: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_266 (Assign) /device:GPU:0\n",
            "  save/Assign_272 (Assign) /device:GPU:0\n",
            "  save/Assign_274 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_187 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_190 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_191 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.813157: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_389 (Assign) /device:GPU:0\n",
            "  save/Assign_390 (Assign) /device:GPU:0\n",
            "  save/Assign_391 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_192 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_626 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_627 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.817569: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_395 (Assign) /device:GPU:0\n",
            "  save/Assign_396 (Assign) /device:GPU:0\n",
            "  save/Assign_397 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_193 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_628 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_629 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.822057: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_399 (Assign) /device:GPU:0\n",
            "  save/Assign_403 (Assign) /device:GPU:0\n",
            "  save/Assign_405 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_194 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_196 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_197 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.913695: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_401 (Assign) /device:GPU:0\n",
            "  save/Assign_407 (Assign) /device:GPU:0\n",
            "  save/Assign_409 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_195 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_198 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_199 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.918277: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_416 (Assign) /device:GPU:0\n",
            "  save/Assign_417 (Assign) /device:GPU:0\n",
            "  save/Assign_418 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_200 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_630 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_631 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.922667: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_422 (Assign) /device:GPU:0\n",
            "  save/Assign_423 (Assign) /device:GPU:0\n",
            "  save/Assign_424 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_201 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_632 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_633 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:44.927016: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_426 (Assign) /device:GPU:0\n",
            "  save/Assign_430 (Assign) /device:GPU:0\n",
            "  save/Assign_432 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_202 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_204 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_205 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.016102: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_1/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content_2/encoder_block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_428 (Assign) /device:GPU:0\n",
            "  save/Assign_434 (Assign) /device:GPU:0\n",
            "  save/Assign_436 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_203 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_206 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_207 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.020863: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_488 (Assign) /device:GPU:0\n",
            "  save/Assign_489 (Assign) /device:GPU:0\n",
            "  save/Assign_490 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_208 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_634 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_635 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.025209: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_476 (Assign) /device:GPU:0\n",
            "  save/Assign_477 (Assign) /device:GPU:0\n",
            "  save/Assign_478 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_209 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_636 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_637 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.122497: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_479 (Assign) /device:GPU:0\n",
            "  save/Assign_480 (Assign) /device:GPU:0\n",
            "  save/Assign_481 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_210 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_638 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_639 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.127244: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_482 (Assign) /device:GPU:0\n",
            "  save/Assign_484 (Assign) /device:GPU:0\n",
            "  save/Assign_485 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_211 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_213 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_214 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.131737: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_483 (Assign) /device:GPU:0\n",
            "  save/Assign_486 (Assign) /device:GPU:0\n",
            "  save/Assign_487 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_212 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_215 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_216 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.223730: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_503 (Assign) /device:GPU:0\n",
            "  save/Assign_504 (Assign) /device:GPU:0\n",
            "  save/Assign_505 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_217 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_640 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_641 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.228171: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_491 (Assign) /device:GPU:0\n",
            "  save/Assign_492 (Assign) /device:GPU:0\n",
            "  save/Assign_493 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_218 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_642 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_643 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.232547: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_494 (Assign) /device:GPU:0\n",
            "  save/Assign_495 (Assign) /device:GPU:0\n",
            "  save/Assign_496 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_219 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_644 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_645 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.330864: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_497 (Assign) /device:GPU:0\n",
            "  save/Assign_499 (Assign) /device:GPU:0\n",
            "  save/Assign_500 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_220 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_222 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_223 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.335455: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target_1/before_fc_1x1x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_498 (Assign) /device:GPU:0\n",
            "  save/Assign_501 (Assign) /device:GPU:0\n",
            "  save/Assign_502 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_221 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_224 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_225 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.429160: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_509 (Assign) /device:GPU:0\n",
            "  save/Assign_510 (Assign) /device:GPU:0\n",
            "  save/Assign_511 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_226 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_646 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_647 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.433565: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam/read (Identity) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  encoder_content/encoder_distillation_target/prediction/fully_connected/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_encoder_content/encoder_distillation_target/prediction/fully_connected/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_506 (Assign) /device:GPU:0\n",
            "  save/Assign_507 (Assign) /device:GPU:0\n",
            "  save/Assign_508 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_227 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_648 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_649 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.438241: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_725 (Assign) /device:GPU:0\n",
            "  save/Assign_726 (Assign) /device:GPU:0\n",
            "  save/Assign_727 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_228 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_650 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_651 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.442539: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_701 (Assign) /device:GPU:0\n",
            "  save/Assign_702 (Assign) /device:GPU:0\n",
            "  save/Assign_703 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_229 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_652 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_653 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.536507: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_707 (Assign) /device:GPU:0\n",
            "  save/Assign_708 (Assign) /device:GPU:0\n",
            "  save/Assign_709 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_230 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_654 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_655 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.541032: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_713 (Assign) /device:GPU:0\n",
            "  save/Assign_717 (Assign) /device:GPU:0\n",
            "  save/Assign_719 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_231 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_233 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_234 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.545511: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_715 (Assign) /device:GPU:0\n",
            "  save/Assign_721 (Assign) /device:GPU:0\n",
            "  save/Assign_723 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_232 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_235 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_236 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.549939: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_752 (Assign) /device:GPU:0\n",
            "  save/Assign_753 (Assign) /device:GPU:0\n",
            "  save/Assign_754 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_237 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_656 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_657 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.633521: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_728 (Assign) /device:GPU:0\n",
            "  save/Assign_729 (Assign) /device:GPU:0\n",
            "  save/Assign_730 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_238 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_658 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_659 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.637889: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_734 (Assign) /device:GPU:0\n",
            "  save/Assign_735 (Assign) /device:GPU:0\n",
            "  save/Assign_736 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_239 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_660 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_661 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.642292: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_740 (Assign) /device:GPU:0\n",
            "  save/Assign_744 (Assign) /device:GPU:0\n",
            "  save/Assign_746 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_240 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_242 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_243 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.646681: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_742 (Assign) /device:GPU:0\n",
            "  save/Assign_748 (Assign) /device:GPU:0\n",
            "  save/Assign_750 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_241 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_244 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_245 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.741267: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_833 (Assign) /device:GPU:0\n",
            "  save/Assign_834 (Assign) /device:GPU:0\n",
            "  save/Assign_835 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_246 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_662 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_663 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.745771: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_809 (Assign) /device:GPU:0\n",
            "  save/Assign_810 (Assign) /device:GPU:0\n",
            "  save/Assign_811 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_247 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_664 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_665 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.750129: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_815 (Assign) /device:GPU:0\n",
            "  save/Assign_816 (Assign) /device:GPU:0\n",
            "  save/Assign_817 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_248 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_666 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_667 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.754525: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_821 (Assign) /device:GPU:0\n",
            "  save/Assign_825 (Assign) /device:GPU:0\n",
            "  save/Assign_827 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_249 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_251 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_252 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.838943: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_823 (Assign) /device:GPU:0\n",
            "  save/Assign_829 (Assign) /device:GPU:0\n",
            "  save/Assign_831 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_250 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_253 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_254 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.843618: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_860 (Assign) /device:GPU:0\n",
            "  save/Assign_861 (Assign) /device:GPU:0\n",
            "  save/Assign_862 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_255 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_668 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_669 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.848138: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_836 (Assign) /device:GPU:0\n",
            "  save/Assign_837 (Assign) /device:GPU:0\n",
            "  save/Assign_838 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_256 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_670 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_671 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.852599: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_842 (Assign) /device:GPU:0\n",
            "  save/Assign_843 (Assign) /device:GPU:0\n",
            "  save/Assign_844 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_257 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_672 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_673 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.944689: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_848 (Assign) /device:GPU:0\n",
            "  save/Assign_852 (Assign) /device:GPU:0\n",
            "  save/Assign_854 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_258 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_260 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_261 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.949271: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_850 (Assign) /device:GPU:0\n",
            "  save/Assign_856 (Assign) /device:GPU:0\n",
            "  save/Assign_858 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_259 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_262 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_263 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.953865: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_617 (Assign) /device:GPU:0\n",
            "  save/Assign_618 (Assign) /device:GPU:0\n",
            "  save/Assign_619 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_264 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_674 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_675 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:45.958280: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_593 (Assign) /device:GPU:0\n",
            "  save/Assign_594 (Assign) /device:GPU:0\n",
            "  save/Assign_595 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_265 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_676 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_677 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.048758: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_599 (Assign) /device:GPU:0\n",
            "  save/Assign_600 (Assign) /device:GPU:0\n",
            "  save/Assign_601 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_266 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_678 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_679 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.053167: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_605 (Assign) /device:GPU:0\n",
            "  save/Assign_609 (Assign) /device:GPU:0\n",
            "  save/Assign_611 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_267 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_269 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_270 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.057578: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_607 (Assign) /device:GPU:0\n",
            "  save/Assign_613 (Assign) /device:GPU:0\n",
            "  save/Assign_615 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_268 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_271 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_272 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.062037: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_644 (Assign) /device:GPU:0\n",
            "  save/Assign_645 (Assign) /device:GPU:0\n",
            "  save/Assign_646 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_273 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_680 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_681 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.151989: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_620 (Assign) /device:GPU:0\n",
            "  save/Assign_621 (Assign) /device:GPU:0\n",
            "  save/Assign_622 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_274 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_682 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_683 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.156318: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_626 (Assign) /device:GPU:0\n",
            "  save/Assign_627 (Assign) /device:GPU:0\n",
            "  save/Assign_628 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_275 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_684 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_685 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.160695: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_632 (Assign) /device:GPU:0\n",
            "  save/Assign_636 (Assign) /device:GPU:0\n",
            "  save/Assign_638 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_276 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_278 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_279 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.165181: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_634 (Assign) /device:GPU:0\n",
            "  save/Assign_640 (Assign) /device:GPU:0\n",
            "  save/Assign_642 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_277 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_280 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_281 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.255643: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_671 (Assign) /device:GPU:0\n",
            "  save/Assign_672 (Assign) /device:GPU:0\n",
            "  save/Assign_673 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_282 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_686 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_687 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.260174: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_647 (Assign) /device:GPU:0\n",
            "  save/Assign_648 (Assign) /device:GPU:0\n",
            "  save/Assign_649 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_283 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_688 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_689 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.264538: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_653 (Assign) /device:GPU:0\n",
            "  save/Assign_654 (Assign) /device:GPU:0\n",
            "  save/Assign_655 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_284 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_690 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_691 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.268884: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_659 (Assign) /device:GPU:0\n",
            "  save/Assign_663 (Assign) /device:GPU:0\n",
            "  save/Assign_665 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_285 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_287 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_288 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.273214: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_661 (Assign) /device:GPU:0\n",
            "  save/Assign_667 (Assign) /device:GPU:0\n",
            "  save/Assign_669 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_286 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_289 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_290 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.362218: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_698 (Assign) /device:GPU:0\n",
            "  save/Assign_699 (Assign) /device:GPU:0\n",
            "  save/Assign_700 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_291 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_692 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_693 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.366583: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_674 (Assign) /device:GPU:0\n",
            "  save/Assign_675 (Assign) /device:GPU:0\n",
            "  save/Assign_676 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_292 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_694 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_695 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.370782: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_680 (Assign) /device:GPU:0\n",
            "  save/Assign_681 (Assign) /device:GPU:0\n",
            "  save/Assign_682 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_293 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_696 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_697 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.375013: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_686 (Assign) /device:GPU:0\n",
            "  save/Assign_690 (Assign) /device:GPU:0\n",
            "  save/Assign_692 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_294 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_296 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_297 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.379237: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_688 (Assign) /device:GPU:0\n",
            "  save/Assign_694 (Assign) /device:GPU:0\n",
            "  save/Assign_696 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_295 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_298 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_299 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.468373: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_779 (Assign) /device:GPU:0\n",
            "  save/Assign_780 (Assign) /device:GPU:0\n",
            "  save/Assign_781 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_300 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_698 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_699 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.472821: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_755 (Assign) /device:GPU:0\n",
            "  save/Assign_756 (Assign) /device:GPU:0\n",
            "  save/Assign_757 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_301 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_700 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_701 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.477080: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_761 (Assign) /device:GPU:0\n",
            "  save/Assign_762 (Assign) /device:GPU:0\n",
            "  save/Assign_763 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_302 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_702 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_703 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.482121: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_767 (Assign) /device:GPU:0\n",
            "  save/Assign_771 (Assign) /device:GPU:0\n",
            "  save/Assign_773 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_303 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_305 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_306 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.487439: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_769 (Assign) /device:GPU:0\n",
            "  save/Assign_775 (Assign) /device:GPU:0\n",
            "  save/Assign_777 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_304 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_307 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_308 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.572476: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_806 (Assign) /device:GPU:0\n",
            "  save/Assign_807 (Assign) /device:GPU:0\n",
            "  save/Assign_808 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_309 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_704 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_705 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.576768: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_782 (Assign) /device:GPU:0\n",
            "  save/Assign_783 (Assign) /device:GPU:0\n",
            "  save/Assign_784 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_310 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_706 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_707 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.581086: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_788 (Assign) /device:GPU:0\n",
            "  save/Assign_789 (Assign) /device:GPU:0\n",
            "  save/Assign_790 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_311 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_708 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_709 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.585370: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_794 (Assign) /device:GPU:0\n",
            "  save/Assign_798 (Assign) /device:GPU:0\n",
            "  save/Assign_800 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_312 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_314 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_315 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.589596: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_796 (Assign) /device:GPU:0\n",
            "  save/Assign_802 (Assign) /device:GPU:0\n",
            "  save/Assign_804 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_313 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_316 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_317 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.676663: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_563 (Assign) /device:GPU:0\n",
            "  save/Assign_564 (Assign) /device:GPU:0\n",
            "  save/Assign_565 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_318 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_710 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_711 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.681115: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_539 (Assign) /device:GPU:0\n",
            "  save/Assign_540 (Assign) /device:GPU:0\n",
            "  save/Assign_541 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_319 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_712 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_713 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.685503: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_545 (Assign) /device:GPU:0\n",
            "  save/Assign_546 (Assign) /device:GPU:0\n",
            "  save/Assign_547 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_320 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_714 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_715 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.689844: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_551 (Assign) /device:GPU:0\n",
            "  save/Assign_555 (Assign) /device:GPU:0\n",
            "  save/Assign_557 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_321 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_323 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_324 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.694159: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_553 (Assign) /device:GPU:0\n",
            "  save/Assign_559 (Assign) /device:GPU:0\n",
            "  save/Assign_561 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_322 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_325 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_326 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.782686: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_590 (Assign) /device:GPU:0\n",
            "  save/Assign_591 (Assign) /device:GPU:0\n",
            "  save/Assign_592 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_327 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_716 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_717 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.787037: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_566 (Assign) /device:GPU:0\n",
            "  save/Assign_567 (Assign) /device:GPU:0\n",
            "  save/Assign_568 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_328 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_718 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_719 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.791346: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_572 (Assign) /device:GPU:0\n",
            "  save/Assign_573 (Assign) /device:GPU:0\n",
            "  save/Assign_574 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_329 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_720 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_721 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.882745: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_578 (Assign) /device:GPU:0\n",
            "  save/Assign_582 (Assign) /device:GPU:0\n",
            "  save/Assign_584 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_330 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_332 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_333 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.888437: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_580 (Assign) /device:GPU:0\n",
            "  save/Assign_586 (Assign) /device:GPU:0\n",
            "  save/Assign_588 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_331 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_334 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_335 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.892739: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_887 (Assign) /device:GPU:0\n",
            "  save/Assign_888 (Assign) /device:GPU:0\n",
            "  save/Assign_889 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_336 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_722 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_723 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.989835: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_863 (Assign) /device:GPU:0\n",
            "  save/Assign_864 (Assign) /device:GPU:0\n",
            "  save/Assign_865 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_337 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_724 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_725 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.994200: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_s/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_869 (Assign) /device:GPU:0\n",
            "  save/Assign_870 (Assign) /device:GPU:0\n",
            "  save/Assign_871 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_338 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_726 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_727 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:46.998568: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_875 (Assign) /device:GPU:0\n",
            "  save/Assign_879 (Assign) /device:GPU:0\n",
            "  save/Assign_881 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_339 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_341 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_342 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.002968: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_s/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_s/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_1/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_877 (Assign) /device:GPU:0\n",
            "  save/Assign_883 (Assign) /device:GPU:0\n",
            "  save/Assign_885 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_340 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_343 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_344 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.096287: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_704 (Assign) /device:GPU:0\n",
            "  save/Assign_705 (Assign) /device:GPU:0\n",
            "  save/Assign_706 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_345 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_728 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_729 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.100835: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_710 (Assign) /device:GPU:0\n",
            "  save/Assign_711 (Assign) /device:GPU:0\n",
            "  save/Assign_712 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_346 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_730 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_731 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.105337: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_714 (Assign) /device:GPU:0\n",
            "  save/Assign_718 (Assign) /device:GPU:0\n",
            "  save/Assign_720 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_347 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_349 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_350 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.109849: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_716 (Assign) /device:GPU:0\n",
            "  save/Assign_722 (Assign) /device:GPU:0\n",
            "  save/Assign_724 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_348 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_351 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_352 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.199403: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_731 (Assign) /device:GPU:0\n",
            "  save/Assign_732 (Assign) /device:GPU:0\n",
            "  save/Assign_733 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_353 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_732 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_733 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.203917: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_4x4x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_737 (Assign) /device:GPU:0\n",
            "  save/Assign_738 (Assign) /device:GPU:0\n",
            "  save/Assign_739 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_354 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_734 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_735 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.208371: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_741 (Assign) /device:GPU:0\n",
            "  save/Assign_745 (Assign) /device:GPU:0\n",
            "  save/Assign_747 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_355 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_357 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_358 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.212628: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_4x4x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_4x4x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_743 (Assign) /device:GPU:0\n",
            "  save/Assign_749 (Assign) /device:GPU:0\n",
            "  save/Assign_751 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_356 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_359 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_360 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.299559: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_812 (Assign) /device:GPU:0\n",
            "  save/Assign_813 (Assign) /device:GPU:0\n",
            "  save/Assign_814 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_361 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_736 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_737 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.303959: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_818 (Assign) /device:GPU:0\n",
            "  save/Assign_819 (Assign) /device:GPU:0\n",
            "  save/Assign_820 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_362 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_738 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_739 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.308437: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_822 (Assign) /device:GPU:0\n",
            "  save/Assign_826 (Assign) /device:GPU:0\n",
            "  save/Assign_828 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_363 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_365 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_366 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.406175: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_824 (Assign) /device:GPU:0\n",
            "  save/Assign_830 (Assign) /device:GPU:0\n",
            "  save/Assign_832 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_364 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_367 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_368 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.410731: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_839 (Assign) /device:GPU:0\n",
            "  save/Assign_840 (Assign) /device:GPU:0\n",
            "  save/Assign_841 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_369 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_740 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_741 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.415271: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_8x8x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_845 (Assign) /device:GPU:0\n",
            "  save/Assign_846 (Assign) /device:GPU:0\n",
            "  save/Assign_847 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_370 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_742 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_743 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.419658: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_849 (Assign) /device:GPU:0\n",
            "  save/Assign_853 (Assign) /device:GPU:0\n",
            "  save/Assign_855 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_371 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_373 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_374 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.506923: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_8x8x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_8x8x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_851 (Assign) /device:GPU:0\n",
            "  save/Assign_857 (Assign) /device:GPU:0\n",
            "  save/Assign_859 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_372 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_375 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_376 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.511760: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_596 (Assign) /device:GPU:0\n",
            "  save/Assign_597 (Assign) /device:GPU:0\n",
            "  save/Assign_598 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_377 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_744 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_745 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.516234: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_602 (Assign) /device:GPU:0\n",
            "  save/Assign_603 (Assign) /device:GPU:0\n",
            "  save/Assign_604 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_378 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_746 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_747 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.520770: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_606 (Assign) /device:GPU:0\n",
            "  save/Assign_610 (Assign) /device:GPU:0\n",
            "  save/Assign_612 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_379 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_381 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_382 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.612823: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_608 (Assign) /device:GPU:0\n",
            "  save/Assign_614 (Assign) /device:GPU:0\n",
            "  save/Assign_616 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_380 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_383 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_384 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.617996: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_623 (Assign) /device:GPU:0\n",
            "  save/Assign_624 (Assign) /device:GPU:0\n",
            "  save/Assign_625 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_385 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_748 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_749 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.622488: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_16x16x256/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_629 (Assign) /device:GPU:0\n",
            "  save/Assign_630 (Assign) /device:GPU:0\n",
            "  save/Assign_631 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_386 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_750 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_751 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.627079: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_633 (Assign) /device:GPU:0\n",
            "  save/Assign_637 (Assign) /device:GPU:0\n",
            "  save/Assign_639 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_387 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_389 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_390 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.709944: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_16x16x256/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_16x16x256/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_635 (Assign) /device:GPU:0\n",
            "  save/Assign_641 (Assign) /device:GPU:0\n",
            "  save/Assign_643 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_388 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_391 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_392 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.714424: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_650 (Assign) /device:GPU:0\n",
            "  save/Assign_651 (Assign) /device:GPU:0\n",
            "  save/Assign_652 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_393 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_752 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_753 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.718703: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_656 (Assign) /device:GPU:0\n",
            "  save/Assign_657 (Assign) /device:GPU:0\n",
            "  save/Assign_658 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_394 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_754 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_755 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.722945: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_660 (Assign) /device:GPU:0\n",
            "  save/Assign_664 (Assign) /device:GPU:0\n",
            "  save/Assign_666 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_395 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_397 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_398 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.817352: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_662 (Assign) /device:GPU:0\n",
            "  save/Assign_668 (Assign) /device:GPU:0\n",
            "  save/Assign_670 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_396 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_399 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_400 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.821865: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_677 (Assign) /device:GPU:0\n",
            "  save/Assign_678 (Assign) /device:GPU:0\n",
            "  save/Assign_679 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_401 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_756 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_757 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.826185: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_32x32x128/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_683 (Assign) /device:GPU:0\n",
            "  save/Assign_684 (Assign) /device:GPU:0\n",
            "  save/Assign_685 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_402 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_758 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_759 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.830478: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_687 (Assign) /device:GPU:0\n",
            "  save/Assign_691 (Assign) /device:GPU:0\n",
            "  save/Assign_693 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_403 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_405 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_406 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.918413: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_32x32x128/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_32x32x128/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_689 (Assign) /device:GPU:0\n",
            "  save/Assign_695 (Assign) /device:GPU:0\n",
            "  save/Assign_697 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_404 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_407 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_408 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:47.922981: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_758 (Assign) /device:GPU:0\n",
            "  save/Assign_759 (Assign) /device:GPU:0\n",
            "  save/Assign_760 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_409 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_760 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_761 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.023253: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_764 (Assign) /device:GPU:0\n",
            "  save/Assign_765 (Assign) /device:GPU:0\n",
            "  save/Assign_766 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_410 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_762 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_763 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.027729: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_768 (Assign) /device:GPU:0\n",
            "  save/Assign_772 (Assign) /device:GPU:0\n",
            "  save/Assign_774 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_411 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_413 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_414 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.032112: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_770 (Assign) /device:GPU:0\n",
            "  save/Assign_776 (Assign) /device:GPU:0\n",
            "  save/Assign_778 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_412 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_415 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_416 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.036477: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_785 (Assign) /device:GPU:0\n",
            "  save/Assign_786 (Assign) /device:GPU:0\n",
            "  save/Assign_787 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_417 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_764 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_765 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.127147: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_64x64x64/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_791 (Assign) /device:GPU:0\n",
            "  save/Assign_792 (Assign) /device:GPU:0\n",
            "  save/Assign_793 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_418 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_766 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_767 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.131658: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_795 (Assign) /device:GPU:0\n",
            "  save/Assign_799 (Assign) /device:GPU:0\n",
            "  save/Assign_801 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_419 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_421 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_422 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.136081: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_64x64x64/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_64x64x64/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_797 (Assign) /device:GPU:0\n",
            "  save/Assign_803 (Assign) /device:GPU:0\n",
            "  save/Assign_805 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_420 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_423 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_424 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.140537: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_542 (Assign) /device:GPU:0\n",
            "  save/Assign_543 (Assign) /device:GPU:0\n",
            "  save/Assign_544 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_425 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_768 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_769 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.231297: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_548 (Assign) /device:GPU:0\n",
            "  save/Assign_549 (Assign) /device:GPU:0\n",
            "  save/Assign_550 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_426 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_770 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_771 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.235863: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_552 (Assign) /device:GPU:0\n",
            "  save/Assign_556 (Assign) /device:GPU:0\n",
            "  save/Assign_558 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_427 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_429 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_430 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.240328: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_554 (Assign) /device:GPU:0\n",
            "  save/Assign_560 (Assign) /device:GPU:0\n",
            "  save/Assign_562 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_428 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_431 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_432 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.244767: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_569 (Assign) /device:GPU:0\n",
            "  save/Assign_570 (Assign) /device:GPU:0\n",
            "  save/Assign_571 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_433 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_772 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_773 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.334490: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/block_128x128x32/Conv_1/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_575 (Assign) /device:GPU:0\n",
            "  save/Assign_576 (Assign) /device:GPU:0\n",
            "  save/Assign_577 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_434 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_774 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_775 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.338961: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_579 (Assign) /device:GPU:0\n",
            "  save/Assign_583 (Assign) /device:GPU:0\n",
            "  save/Assign_585 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_435 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_437 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_438 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.343137: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/block_128x128x32/Conv_1/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/block_128x128x32/Conv_1/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_581 (Assign) /device:GPU:0\n",
            "  save/Assign_587 (Assign) /device:GPU:0\n",
            "  save/Assign_589 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_436 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_439 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_440 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.347454: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/beta_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_866 (Assign) /device:GPU:0\n",
            "  save/Assign_867 (Assign) /device:GPU:0\n",
            "  save/Assign_868 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_441 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_776 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_777 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.439147: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1 (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam/update_generator/generator_to_rgb_128x128/Conv/BatchNorm/gamma_t/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_872 (Assign) /device:GPU:0\n",
            "  save/Assign_873 (Assign) /device:GPU:0\n",
            "  save/Assign_874 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_442 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_778 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_779 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.443968: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_t/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_mean_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/Identity_2 (Identity) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/Const (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/decay (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/sub (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg/mul (Mul) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg (AssignSub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/decay (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/sub (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1/mul (Mul) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_1 (AssignSub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/div_2 (RealDiv) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/decay (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/sub (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4/mul (Mul) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_4 (AssignSub) /device:GPU:0\n",
            "  save/Assign_876 (Assign) /device:GPU:0\n",
            "  save/Assign_880 (Assign) /device:GPU:0\n",
            "  save/Assign_882 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_443 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_445 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_446 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.448743: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "Square: CPU XLA_CPU \n",
            "RealDiv: CPU XLA_CPU \n",
            "AssignSub: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "Sub: CPU XLA_CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_t/Initializer/ones (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/moving_variance_t/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_t/read (Identity) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t/Initializer/zeros (Const) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t (VariableV2) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t/Assign (Assign) /device:GPU:0\n",
            "  generator/generator_to_rgb_128x128/Conv/BatchNorm/renorm_stddev_weight_t/read (Identity) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_2/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/Identity_3 (Identity) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/Const_1 (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/decay (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/sub (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2/mul (Mul) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_2 (AssignSub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/decay (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/sub (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3/mul (Mul) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_3 (AssignSub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/div_3 (RealDiv) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/Square (Square) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/sub_3/y (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/sub_3 (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/decay (Const) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/sub (Sub) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5/mul (Mul) /device:GPU:0\n",
            "  generator_3/generator_to_rgb_128x128/Conv/BatchNorm/AssignMovingAvg_5 (AssignSub) /device:GPU:0\n",
            "  save/Assign_878 (Assign) /device:GPU:0\n",
            "  save/Assign_884 (Assign) /device:GPU:0\n",
            "  save/Assign_886 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_444 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_447 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_448 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.467804: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_77 (Assign) /device:GPU:0\n",
            "  save/Assign_78 (Assign) /device:GPU:0\n",
            "  save/Assign_79 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_449 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_780 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_781 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.544673: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/from_rgb_128x128/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/from_rgb_128x128/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_74 (Assign) /device:GPU:0\n",
            "  save/Assign_75 (Assign) /device:GPU:0\n",
            "  save/Assign_76 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_450 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_782 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_783 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.549017: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_17 (Assign) /device:GPU:0\n",
            "  save/Assign_18 (Assign) /device:GPU:0\n",
            "  save/Assign_19 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_451 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_784 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_785 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.553302: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_14 (Assign) /device:GPU:0\n",
            "  save/Assign_15 (Assign) /device:GPU:0\n",
            "  save/Assign_16 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_452 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_786 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_787 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.557659: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_23 (Assign) /device:GPU:0\n",
            "  save/Assign_24 (Assign) /device:GPU:0\n",
            "  save/Assign_25 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_453 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_788 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_789 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.650651: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_128x128x64/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_128x128x64/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_20 (Assign) /device:GPU:0\n",
            "  save/Assign_21 (Assign) /device:GPU:0\n",
            "  save/Assign_22 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_454 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_790 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_791 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.655107: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_53 (Assign) /device:GPU:0\n",
            "  save/Assign_54 (Assign) /device:GPU:0\n",
            "  save/Assign_55 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_455 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_792 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_793 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.659481: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_50 (Assign) /device:GPU:0\n",
            "  save/Assign_51 (Assign) /device:GPU:0\n",
            "  save/Assign_52 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_456 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_794 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_795 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.663785: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_59 (Assign) /device:GPU:0\n",
            "  save/Assign_60 (Assign) /device:GPU:0\n",
            "  save/Assign_61 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_457 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_796 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_797 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.668046: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_64x64x128/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_64x64x128/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_56 (Assign) /device:GPU:0\n",
            "  save/Assign_57 (Assign) /device:GPU:0\n",
            "  save/Assign_58 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_458 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_798 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_799 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.754144: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_41 (Assign) /device:GPU:0\n",
            "  save/Assign_42 (Assign) /device:GPU:0\n",
            "  save/Assign_43 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_459 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_800 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_801 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.758824: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_38 (Assign) /device:GPU:0\n",
            "  save/Assign_39 (Assign) /device:GPU:0\n",
            "  save/Assign_40 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_460 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_802 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_803 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.763473: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_47 (Assign) /device:GPU:0\n",
            "  save/Assign_48 (Assign) /device:GPU:0\n",
            "  save/Assign_49 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_461 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_804 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_805 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.767594: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_32x32x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_32x32x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_44 (Assign) /device:GPU:0\n",
            "  save/Assign_45 (Assign) /device:GPU:0\n",
            "  save/Assign_46 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_462 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_806 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_807 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.771933: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_29 (Assign) /device:GPU:0\n",
            "  save/Assign_30 (Assign) /device:GPU:0\n",
            "  save/Assign_31 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_463 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_808 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_809 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.862282: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_26 (Assign) /device:GPU:0\n",
            "  save/Assign_27 (Assign) /device:GPU:0\n",
            "  save/Assign_28 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_464 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_810 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_811 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.867360: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_35 (Assign) /device:GPU:0\n",
            "  save/Assign_36 (Assign) /device:GPU:0\n",
            "  save/Assign_37 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_465 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_812 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_813 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.872397: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_16x16x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_16x16x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_32 (Assign) /device:GPU:0\n",
            "  save/Assign_33 (Assign) /device:GPU:0\n",
            "  save/Assign_34 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_466 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_814 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_815 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.877235: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_65 (Assign) /device:GPU:0\n",
            "  save/Assign_66 (Assign) /device:GPU:0\n",
            "  save/Assign_67 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_467 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_816 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_817 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.882880: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_62 (Assign) /device:GPU:0\n",
            "  save/Assign_63 (Assign) /device:GPU:0\n",
            "  save/Assign_64 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_468 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_818 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_819 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.964370: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_71 (Assign) /device:GPU:0\n",
            "  save/Assign_72 (Assign) /device:GPU:0\n",
            "  save/Assign_73 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_469 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_820 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_821 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.968730: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/encoder_block_8x8x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/encoder_block_8x8x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_68 (Assign) /device:GPU:0\n",
            "  save/Assign_69 (Assign) /device:GPU:0\n",
            "  save/Assign_70 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_470 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_822 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_823 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.972969: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_5 (Assign) /device:GPU:0\n",
            "  save/Assign_6 (Assign) /device:GPU:0\n",
            "  save/Assign_7 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_471 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_824 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_825 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.977103: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_2 (Assign) /device:GPU:0\n",
            "  save/Assign_3 (Assign) /device:GPU:0\n",
            "  save/Assign_4 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_472 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_826 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_827 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:48.981333: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_11 (Assign) /device:GPU:0\n",
            "  save/Assign_12 (Assign) /device:GPU:0\n",
            "  save/Assign_13 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_473 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_828 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_829 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.069025: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/before_fc_1x1x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/before_fc_1x1x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_8 (Assign) /device:GPU:0\n",
            "  save/Assign_9 (Assign) /device:GPU:0\n",
            "  save/Assign_10 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_474 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_830 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_831 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.073395: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/prediction/fully_connected/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_83 (Assign) /device:GPU:0\n",
            "  save/Assign_84 (Assign) /device:GPU:0\n",
            "  save/Assign_85 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_475 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_832 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_833 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.077594: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_s/prediction/fully_connected/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_s/prediction/fully_connected/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_s/prediction/fully_connected/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_80 (Assign) /device:GPU:0\n",
            "  save/Assign_81 (Assign) /device:GPU:0\n",
            "  save/Assign_82 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_476 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_834 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_835 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.082078: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_161 (Assign) /device:GPU:0\n",
            "  save/Assign_162 (Assign) /device:GPU:0\n",
            "  save/Assign_163 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_477 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_836 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_837 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.086318: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/from_rgb_128x128/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/from_rgb_128x128/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_158 (Assign) /device:GPU:0\n",
            "  save/Assign_159 (Assign) /device:GPU:0\n",
            "  save/Assign_160 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_478 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_838 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_839 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.090502: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_101 (Assign) /device:GPU:0\n",
            "  save/Assign_102 (Assign) /device:GPU:0\n",
            "  save/Assign_103 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_479 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_840 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_841 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.173063: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_98 (Assign) /device:GPU:0\n",
            "  save/Assign_99 (Assign) /device:GPU:0\n",
            "  save/Assign_100 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_480 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_842 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_843 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.177425: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_107 (Assign) /device:GPU:0\n",
            "  save/Assign_108 (Assign) /device:GPU:0\n",
            "  save/Assign_109 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_481 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_844 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_845 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.181719: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_128x128x64/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_128x128x64/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_104 (Assign) /device:GPU:0\n",
            "  save/Assign_105 (Assign) /device:GPU:0\n",
            "  save/Assign_106 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_482 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_846 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_847 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.185976: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_137 (Assign) /device:GPU:0\n",
            "  save/Assign_138 (Assign) /device:GPU:0\n",
            "  save/Assign_139 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_483 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_848 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_849 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.190138: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_134 (Assign) /device:GPU:0\n",
            "  save/Assign_135 (Assign) /device:GPU:0\n",
            "  save/Assign_136 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_484 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_850 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_851 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.276635: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_143 (Assign) /device:GPU:0\n",
            "  save/Assign_144 (Assign) /device:GPU:0\n",
            "  save/Assign_145 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_485 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_852 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_853 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.281070: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_64x64x128/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_64x64x128/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_140 (Assign) /device:GPU:0\n",
            "  save/Assign_141 (Assign) /device:GPU:0\n",
            "  save/Assign_142 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_486 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_854 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_855 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.285334: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_125 (Assign) /device:GPU:0\n",
            "  save/Assign_126 (Assign) /device:GPU:0\n",
            "  save/Assign_127 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_487 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_856 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_857 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.289511: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_122 (Assign) /device:GPU:0\n",
            "  save/Assign_123 (Assign) /device:GPU:0\n",
            "  save/Assign_124 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_488 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_858 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_859 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.377754: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_131 (Assign) /device:GPU:0\n",
            "  save/Assign_132 (Assign) /device:GPU:0\n",
            "  save/Assign_133 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_489 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_860 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_861 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.382153: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_32x32x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_32x32x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_128 (Assign) /device:GPU:0\n",
            "  save/Assign_129 (Assign) /device:GPU:0\n",
            "  save/Assign_130 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_490 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_862 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_863 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.386444: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_113 (Assign) /device:GPU:0\n",
            "  save/Assign_114 (Assign) /device:GPU:0\n",
            "  save/Assign_115 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_491 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_864 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_865 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.390604: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_110 (Assign) /device:GPU:0\n",
            "  save/Assign_111 (Assign) /device:GPU:0\n",
            "  save/Assign_112 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_492 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_866 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_867 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.482404: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_119 (Assign) /device:GPU:0\n",
            "  save/Assign_120 (Assign) /device:GPU:0\n",
            "  save/Assign_121 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_493 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_868 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_869 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.487043: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_16x16x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_16x16x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_116 (Assign) /device:GPU:0\n",
            "  save/Assign_117 (Assign) /device:GPU:0\n",
            "  save/Assign_118 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_494 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_870 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_871 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.491421: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_149 (Assign) /device:GPU:0\n",
            "  save/Assign_150 (Assign) /device:GPU:0\n",
            "  save/Assign_151 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_495 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_872 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_873 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.496192: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_146 (Assign) /device:GPU:0\n",
            "  save/Assign_147 (Assign) /device:GPU:0\n",
            "  save/Assign_148 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_496 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_874 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_875 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.582496: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_155 (Assign) /device:GPU:0\n",
            "  save/Assign_156 (Assign) /device:GPU:0\n",
            "  save/Assign_157 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_497 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_876 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_877 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.587907: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/encoder_block_8x8x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/encoder_block_8x8x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_152 (Assign) /device:GPU:0\n",
            "  save/Assign_153 (Assign) /device:GPU:0\n",
            "  save/Assign_154 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_498 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_878 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_879 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.595134: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_89 (Assign) /device:GPU:0\n",
            "  save/Assign_90 (Assign) /device:GPU:0\n",
            "  save/Assign_91 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_499 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_880 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_881 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.600290: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_86 (Assign) /device:GPU:0\n",
            "  save/Assign_87 (Assign) /device:GPU:0\n",
            "  save/Assign_88 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_500 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_882 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_883 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.686301: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Fill: CPU XLA_CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/shape_as_tensor (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros/Const (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam_1/Initializer/zeros (Fill) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_95 (Assign) /device:GPU:0\n",
            "  save/Assign_96 (Assign) /device:GPU:0\n",
            "  save/Assign_97 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_501 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_884 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_885 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.690859: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/before_fc_1x1x256/Conv_1/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/before_fc_1x1x256/Conv_1/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_92 (Assign) /device:GPU:0\n",
            "  save/Assign_93 (Assign) /device:GPU:0\n",
            "  save/Assign_94 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_502 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_886 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_887 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.695129: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Add: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RandomStandardNormal: CPU XLA_CPU \n",
            "VariableV2: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Mul: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/prediction/fully_connected/weights/Initializer/random_normal/shape (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Initializer/random_normal/mean (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Initializer/random_normal/stddev (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Initializer/random_normal/RandomStandardNormal (RandomStandardNormal) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Initializer/random_normal/mul (Mul) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Initializer/random_normal (Add) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights (VariableV2) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/read (Identity) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/weights/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/weights/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/weights/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/weights/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/weights/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_167 (Assign) /device:GPU:0\n",
            "  save/Assign_168 (Assign) /device:GPU:0\n",
            "  save/Assign_169 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_503 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_888 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_889 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "2019-10-27 08:52:49.699295: W tensorflow/core/common_runtime/colocation_graph.cc:983] Failed to place the graph without changing the devices of some resources. Some of the operations (that had to be colocated with resource generating operations) are not supported on the resources' devices. Current candidate devices are [\n",
            "  /job:localhost/replica:0/task:0/device:CPU:0].\n",
            "See below for details of this colocation group:\n",
            "Colocation Debug Info:\n",
            "Colocation group had the following types and supported devices: \n",
            "Root Member(assigned_device_name_index_=-1 requested_device_name_='/device:GPU:0' assigned_device_name_='' resource_device_name_='/device:GPU:0' supported_device_types_=[CPU] possible_devices_=[]\n",
            "IsVariableInitialized: CPU \n",
            "ApplyAdam: CPU \n",
            "Const: CPU XLA_CPU \n",
            "Assign: CPU \n",
            "VariableV2: CPU \n",
            "Identity: CPU XLA_CPU \n",
            "RefSwitch: CPU \n",
            "\n",
            "Colocation members, user-requested devices, and framework assigned devices, if any:\n",
            "  discriminator_t/prediction/fully_connected/biases/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases (VariableV2) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/read (Identity) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam (VariableV2) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam/read (Identity) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam_1/Initializer/zeros (Const) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam_1 (VariableV2) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam_1/Assign (Assign) /device:GPU:0\n",
            "  discriminator_t/prediction/fully_connected/biases/Adam_1/read (Identity) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/biases/ApplyAdam/Switch (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/biases/ApplyAdam/Switch_1 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/biases/ApplyAdam/Switch_2 (RefSwitch) /device:GPU:0\n",
            "  cond_2/Adam_1/update_discriminator_t/prediction/fully_connected/biases/ApplyAdam (ApplyAdam) /device:GPU:0\n",
            "  save/Assign_164 (Assign) /device:GPU:0\n",
            "  save/Assign_165 (Assign) /device:GPU:0\n",
            "  save/Assign_166 (Assign) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_504 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_890 (IsVariableInitialized) /device:GPU:0\n",
            "  init_ops/report_uninitialized_variables/IsVariableInitialized_891 (IsVariableInitialized) /device:GPU:0\n",
            "\n",
            "WARNING:tensorflow:From inference/image_translation_infer.py:64: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
            "\n",
            "W1027 08:52:52.428894 140700139816832 module_wrapper.py:139] From inference/image_translation_infer.py:64: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
            "\n",
            "CPU times: user 344 ms, sys: 78.6 ms, total: 422 ms\n",
            "Wall time: 30.9 s\n",
            "DONE!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oKkuMiXrPlZ8",
        "colab_type": "code",
        "outputId": "b81e1354-6b5c-4846-eeb0-2b3604e5ca1e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "from matplotlib.pyplot import imshow\n",
        "from PIL import Image\n",
        "import numpy as np\n",
        "\n",
        "%matplotlib inline\n",
        "pil_im = Image.open('demo/inference_output/'+output_folder+'/'+uploaded_file, 'r')\n",
        "imshow(np.asarray(pil_im))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fe41fe29898>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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KjFH3V3LqmYmIXjrV0k3lIUZVBsfFk9m0AKs8Q8GQabnhb5bFUIotc8prX62X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\nexztJNCixR5HOwm0aLHH8R8T8rKScjN7owAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_pwIUGm34VbW",
        "colab_type": "text"
      },
      "source": [
        "Did you ennjoy it?\n",
        "\n",
        "[![ko-fi](https://www.ko-fi.com/img/githubbutton_sm.svg)](https://ko-fi.com/Y8Y3VYYE)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w7A7QQTM4jSE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}