Rainfall_Prediction_Jaipur_City.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Rainfall Prediction Jaipur City.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/souravb65/Rainfall-Prediction/blob/master/Rainfall_Prediction_Jaipur_City.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "zCW-itBIbhno",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "f92d467a-934b-4732-b0b9-bde4b67b8595"
      },
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "device_name = tf.test.gpu_device_name()\n",
        "if device_name != '/device:GPU:0':\n",
        "  raise SystemError('GPU device not found')\n",
        "print('Found GPU at: {}'.format(device_name))"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found GPU at: /device:GPU:0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "heyn-EKxmTEF",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from datetime import datetime, timedelta\n",
        "import time\n",
        "from collections import namedtuple\n",
        "import pandas as pd\n",
        "import requests\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "from sklearn.metrics import explained_variance_score, \\\n",
        "    mean_absolute_error, \\\n",
        "    median_absolute_error\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow import keras"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "fACTaQXg_1wT",
        "colab_type": "code",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "fc226f3f-e3da-475a-99ad-59d8afe50b9e"
      },
      "cell_type": "code",
      "source": [
        "from google.colab import  files\n",
        "file = files.upload()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-eca55b5c-7682-44e0-848e-25de8d153409\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-eca55b5c-7682-44e0-848e-25de8d153409\">\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 JaipurFinalCleanData.csv to JaipurFinalCleanData.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "1pGx1eiRoG9i",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369
        },
        "outputId": "a13ec255-47c1-46de-c382-403f2dbbfea4"
      },
      "cell_type": "code",
      "source": [
        "data = pd.read_csv(\"JaipurFinalCleanData.csv\").set_index('date')\n",
        "data.head()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>meantempm</th>\n",
              "      <th>maxtempm</th>\n",
              "      <th>mintempm</th>\n",
              "      <th>meantempm_1</th>\n",
              "      <th>meantempm_2</th>\n",
              "      <th>meantempm_3</th>\n",
              "      <th>meandewptm_1</th>\n",
              "      <th>meandewptm_2</th>\n",
              "      <th>meandewptm_3</th>\n",
              "      <th>meanpressurem_1</th>\n",
              "      <th>...</th>\n",
              "      <th>mindewptm_3</th>\n",
              "      <th>maxpressurem_1</th>\n",
              "      <th>maxpressurem_2</th>\n",
              "      <th>maxpressurem_3</th>\n",
              "      <th>minpressurem_1</th>\n",
              "      <th>minpressurem_2</th>\n",
              "      <th>minpressurem_3</th>\n",
              "      <th>precipm_1</th>\n",
              "      <th>precipm_2</th>\n",
              "      <th>precipm_3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-05-04</th>\n",
              "      <td>34</td>\n",
              "      <td>41</td>\n",
              "      <td>27</td>\n",
              "      <td>35.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1006.00</td>\n",
              "      <td>...</td>\n",
              "      <td>-10.0</td>\n",
              "      <td>1009.0</td>\n",
              "      <td>1008.0</td>\n",
              "      <td>1009.0</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>1001.0</td>\n",
              "      <td>999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-05</th>\n",
              "      <td>31</td>\n",
              "      <td>38</td>\n",
              "      <td>24</td>\n",
              "      <td>34.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1005.65</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>1008.0</td>\n",
              "      <td>1009.0</td>\n",
              "      <td>1008.0</td>\n",
              "      <td>1001.0</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>1001.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-06</th>\n",
              "      <td>28</td>\n",
              "      <td>34</td>\n",
              "      <td>21</td>\n",
              "      <td>31.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1007.94</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.0</td>\n",
              "      <td>1011.0</td>\n",
              "      <td>1008.0</td>\n",
              "      <td>1009.0</td>\n",
              "      <td>1003.0</td>\n",
              "      <td>1001.0</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-07</th>\n",
              "      <td>30</td>\n",
              "      <td>38</td>\n",
              "      <td>23</td>\n",
              "      <td>28.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1008.39</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1011.0</td>\n",
              "      <td>1011.0</td>\n",
              "      <td>1008.0</td>\n",
              "      <td>1004.0</td>\n",
              "      <td>1003.0</td>\n",
              "      <td>1001.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-08</th>\n",
              "      <td>34</td>\n",
              "      <td>41</td>\n",
              "      <td>26</td>\n",
              "      <td>30.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1007.62</td>\n",
              "      <td>...</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1010.0</td>\n",
              "      <td>1011.0</td>\n",
              "      <td>1011.0</td>\n",
              "      <td>1002.0</td>\n",
              "      <td>1004.0</td>\n",
              "      <td>1003.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 39 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            meantempm  maxtempm  mintempm  meantempm_1  meantempm_2  \\\n",
              "date                                                                  \n",
              "2016-05-04         34        41        27         35.0         36.0   \n",
              "2016-05-05         31        38        24         34.0         35.0   \n",
              "2016-05-06         28        34        21         31.0         34.0   \n",
              "2016-05-07         30        38        23         28.0         31.0   \n",
              "2016-05-08         34        41        26         30.0         28.0   \n",
              "\n",
              "            meantempm_3  meandewptm_1  meandewptm_2  meandewptm_3  \\\n",
              "date                                                                \n",
              "2016-05-04         34.0           6.0           4.0          -1.0   \n",
              "2016-05-05         36.0           7.0           6.0           4.0   \n",
              "2016-05-06         35.0          11.0           7.0           6.0   \n",
              "2016-05-07         34.0          13.0          11.0           7.0   \n",
              "2016-05-08         31.0          10.0          13.0          11.0   \n",
              "\n",
              "            meanpressurem_1    ...      mindewptm_3  maxpressurem_1  \\\n",
              "date                           ...                                    \n",
              "2016-05-04          1006.00    ...            -10.0          1009.0   \n",
              "2016-05-05          1005.65    ...             -2.0          1008.0   \n",
              "2016-05-06          1007.94    ...             -2.0          1011.0   \n",
              "2016-05-07          1008.39    ...              0.0          1011.0   \n",
              "2016-05-08          1007.62    ...              6.0          1010.0   \n",
              "\n",
              "            maxpressurem_2  maxpressurem_3  minpressurem_1  minpressurem_2  \\\n",
              "date                                                                         \n",
              "2016-05-04          1008.0          1009.0          1000.0          1001.0   \n",
              "2016-05-05          1009.0          1008.0          1001.0          1000.0   \n",
              "2016-05-06          1008.0          1009.0          1003.0          1001.0   \n",
              "2016-05-07          1011.0          1008.0          1004.0          1003.0   \n",
              "2016-05-08          1011.0          1011.0          1002.0          1004.0   \n",
              "\n",
              "            minpressurem_3  precipm_1  precipm_2  precipm_3  \n",
              "date                                                         \n",
              "2016-05-04           999.0        0.0        0.0        0.0  \n",
              "2016-05-05          1001.0        0.0        0.0        0.0  \n",
              "2016-05-06          1000.0        5.0        0.0        0.0  \n",
              "2016-05-07          1001.0        0.0        5.0        0.0  \n",
              "2016-05-08          1003.0        0.0        0.0        5.0  \n",
              "\n",
              "[5 rows x 39 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "metadata": {
        "id": "Ych-NO_NowRv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 680
        },
        "outputId": "9038320c-e955-400d-9436-422093341c1b"
      },
      "cell_type": "code",
      "source": [
        "list(data.columns.values)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['meantempm',\n",
              " 'maxtempm',\n",
              " 'mintempm',\n",
              " 'meantempm_1',\n",
              " 'meantempm_2',\n",
              " 'meantempm_3',\n",
              " 'meandewptm_1',\n",
              " 'meandewptm_2',\n",
              " 'meandewptm_3',\n",
              " 'meanpressurem_1',\n",
              " 'meanpressurem_2',\n",
              " 'meanpressurem_3',\n",
              " 'maxhumidity_1',\n",
              " 'maxhumidity_2',\n",
              " 'maxhumidity_3',\n",
              " 'minhumidity_1',\n",
              " 'minhumidity_2',\n",
              " 'minhumidity_3',\n",
              " 'maxtempm_1',\n",
              " 'maxtempm_2',\n",
              " 'maxtempm_3',\n",
              " 'mintempm_1',\n",
              " 'mintempm_2',\n",
              " 'mintempm_3',\n",
              " 'maxdewptm_1',\n",
              " 'maxdewptm_2',\n",
              " 'maxdewptm_3',\n",
              " 'mindewptm_1',\n",
              " 'mindewptm_2',\n",
              " 'mindewptm_3',\n",
              " 'maxpressurem_1',\n",
              " 'maxpressurem_2',\n",
              " 'maxpressurem_3',\n",
              " 'minpressurem_1',\n",
              " 'minpressurem_2',\n",
              " 'minpressurem_3',\n",
              " 'precipm_1',\n",
              " 'precipm_2',\n",
              " 'precipm_3']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "metadata": {
        "id": "eYuQSXzIpXJ3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1258
        },
        "outputId": "e74b9ee0-7f8c-4ca9-b1ad-0c53cafa5922"
      },
      "cell_type": "code",
      "source": [
        "data.describe().T"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>meantempm</th>\n",
              "      <td>676.0</td>\n",
              "      <td>26.053254</td>\n",
              "      <td>6.208964</td>\n",
              "      <td>10.00</td>\n",
              "      <td>20.0000</td>\n",
              "      <td>28.000</td>\n",
              "      <td>30.000</td>\n",
              "      <td>38.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxtempm</th>\n",
              "      <td>676.0</td>\n",
              "      <td>32.523669</td>\n",
              "      <td>5.987966</td>\n",
              "      <td>18.00</td>\n",
              "      <td>28.0000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>37.000</td>\n",
              "      <td>46.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mintempm</th>\n",
              "      <td>676.0</td>\n",
              "      <td>19.630178</td>\n",
              "      <td>6.825827</td>\n",
              "      <td>3.00</td>\n",
              "      <td>13.0000</td>\n",
              "      <td>22.000</td>\n",
              "      <td>25.000</td>\n",
              "      <td>32.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meantempm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>26.066568</td>\n",
              "      <td>6.218491</td>\n",
              "      <td>10.00</td>\n",
              "      <td>20.0000</td>\n",
              "      <td>28.000</td>\n",
              "      <td>30.000</td>\n",
              "      <td>38.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meantempm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>26.081361</td>\n",
              "      <td>6.230216</td>\n",
              "      <td>10.00</td>\n",
              "      <td>20.0000</td>\n",
              "      <td>28.000</td>\n",
              "      <td>30.000</td>\n",
              "      <td>38.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meantempm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>26.093195</td>\n",
              "      <td>6.237655</td>\n",
              "      <td>10.00</td>\n",
              "      <td>20.0000</td>\n",
              "      <td>28.000</td>\n",
              "      <td>30.000</td>\n",
              "      <td>38.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meandewptm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>11.995562</td>\n",
              "      <td>8.731127</td>\n",
              "      <td>-10.00</td>\n",
              "      <td>5.0000</td>\n",
              "      <td>10.000</td>\n",
              "      <td>21.000</td>\n",
              "      <td>26.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meandewptm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>11.995562</td>\n",
              "      <td>8.731127</td>\n",
              "      <td>-10.00</td>\n",
              "      <td>5.0000</td>\n",
              "      <td>10.000</td>\n",
              "      <td>21.000</td>\n",
              "      <td>26.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meandewptm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>11.989645</td>\n",
              "      <td>8.738584</td>\n",
              "      <td>-10.00</td>\n",
              "      <td>5.0000</td>\n",
              "      <td>10.000</td>\n",
              "      <td>21.000</td>\n",
              "      <td>26.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meanpressurem_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1009.499911</td>\n",
              "      <td>6.481713</td>\n",
              "      <td>997.63</td>\n",
              "      <td>1003.6975</td>\n",
              "      <td>1008.830</td>\n",
              "      <td>1015.525</td>\n",
              "      <td>1023.43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meanpressurem_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1009.487633</td>\n",
              "      <td>6.481492</td>\n",
              "      <td>997.63</td>\n",
              "      <td>1003.6975</td>\n",
              "      <td>1008.795</td>\n",
              "      <td>1015.525</td>\n",
              "      <td>1023.43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>meanpressurem_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1009.475015</td>\n",
              "      <td>6.480686</td>\n",
              "      <td>997.63</td>\n",
              "      <td>1003.6975</td>\n",
              "      <td>1008.770</td>\n",
              "      <td>1015.525</td>\n",
              "      <td>1023.43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxhumidity_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>67.428994</td>\n",
              "      <td>22.058360</td>\n",
              "      <td>15.00</td>\n",
              "      <td>50.0000</td>\n",
              "      <td>66.000</td>\n",
              "      <td>88.000</td>\n",
              "      <td>100.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxhumidity_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>67.403846</td>\n",
              "      <td>22.101609</td>\n",
              "      <td>15.00</td>\n",
              "      <td>50.0000</td>\n",
              "      <td>66.000</td>\n",
              "      <td>88.000</td>\n",
              "      <td>100.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxhumidity_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>67.384615</td>\n",
              "      <td>22.133735</td>\n",
              "      <td>15.00</td>\n",
              "      <td>50.0000</td>\n",
              "      <td>66.000</td>\n",
              "      <td>88.000</td>\n",
              "      <td>100.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>minhumidity_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>22.819527</td>\n",
              "      <td>19.371074</td>\n",
              "      <td>4.00</td>\n",
              "      <td>9.0000</td>\n",
              "      <td>15.000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>89.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>minhumidity_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>22.819527</td>\n",
              "      <td>19.371074</td>\n",
              "      <td>4.00</td>\n",
              "      <td>9.0000</td>\n",
              "      <td>15.000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>89.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>minhumidity_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>22.813609</td>\n",
              "      <td>19.376217</td>\n",
              "      <td>4.00</td>\n",
              "      <td>9.0000</td>\n",
              "      <td>15.000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>89.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxtempm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>32.534024</td>\n",
              "      <td>5.996569</td>\n",
              "      <td>18.00</td>\n",
              "      <td>28.0000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>37.000</td>\n",
              "      <td>46.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxtempm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>32.547337</td>\n",
              "      <td>6.009805</td>\n",
              "      <td>18.00</td>\n",
              "      <td>28.0000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>37.000</td>\n",
              "      <td>46.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxtempm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>32.562130</td>\n",
              "      <td>6.023213</td>\n",
              "      <td>18.00</td>\n",
              "      <td>28.0000</td>\n",
              "      <td>33.000</td>\n",
              "      <td>37.000</td>\n",
              "      <td>46.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mintempm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>19.646450</td>\n",
              "      <td>6.835041</td>\n",
              "      <td>3.00</td>\n",
              "      <td>13.0000</td>\n",
              "      <td>22.000</td>\n",
              "      <td>25.000</td>\n",
              "      <td>32.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mintempm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>19.661243</td>\n",
              "      <td>6.844454</td>\n",
              "      <td>3.00</td>\n",
              "      <td>13.0000</td>\n",
              "      <td>22.000</td>\n",
              "      <td>25.000</td>\n",
              "      <td>32.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mintempm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>19.671598</td>\n",
              "      <td>6.848746</td>\n",
              "      <td>3.00</td>\n",
              "      <td>13.0000</td>\n",
              "      <td>22.000</td>\n",
              "      <td>25.000</td>\n",
              "      <td>32.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxdewptm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>16.176036</td>\n",
              "      <td>7.238790</td>\n",
              "      <td>0.00</td>\n",
              "      <td>10.0000</td>\n",
              "      <td>15.000</td>\n",
              "      <td>23.000</td>\n",
              "      <td>29.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxdewptm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>16.178994</td>\n",
              "      <td>7.235851</td>\n",
              "      <td>0.00</td>\n",
              "      <td>10.0000</td>\n",
              "      <td>15.000</td>\n",
              "      <td>23.000</td>\n",
              "      <td>29.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxdewptm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>16.183432</td>\n",
              "      <td>7.230517</td>\n",
              "      <td>0.00</td>\n",
              "      <td>10.0000</td>\n",
              "      <td>15.000</td>\n",
              "      <td>23.000</td>\n",
              "      <td>29.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mindewptm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>7.494083</td>\n",
              "      <td>11.688613</td>\n",
              "      <td>-94.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>6.000</td>\n",
              "      <td>18.000</td>\n",
              "      <td>25.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mindewptm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>7.491124</td>\n",
              "      <td>11.690765</td>\n",
              "      <td>-94.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>6.000</td>\n",
              "      <td>18.000</td>\n",
              "      <td>25.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mindewptm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>7.477811</td>\n",
              "      <td>11.705565</td>\n",
              "      <td>-94.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>6.000</td>\n",
              "      <td>18.000</td>\n",
              "      <td>25.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxpressurem_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1012.245562</td>\n",
              "      <td>6.530525</td>\n",
              "      <td>999.00</td>\n",
              "      <td>1006.0000</td>\n",
              "      <td>1012.000</td>\n",
              "      <td>1018.000</td>\n",
              "      <td>1026.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxpressurem_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1012.232249</td>\n",
              "      <td>6.529992</td>\n",
              "      <td>999.00</td>\n",
              "      <td>1006.0000</td>\n",
              "      <td>1012.000</td>\n",
              "      <td>1018.000</td>\n",
              "      <td>1026.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>maxpressurem_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1012.220414</td>\n",
              "      <td>6.528588</td>\n",
              "      <td>999.00</td>\n",
              "      <td>1006.0000</td>\n",
              "      <td>1012.000</td>\n",
              "      <td>1018.000</td>\n",
              "      <td>1026.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>minpressurem_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1005.278107</td>\n",
              "      <td>7.132785</td>\n",
              "      <td>992.00</td>\n",
              "      <td>999.0000</td>\n",
              "      <td>1004.000</td>\n",
              "      <td>1012.000</td>\n",
              "      <td>1020.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>minpressurem_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1005.266272</td>\n",
              "      <td>7.133237</td>\n",
              "      <td>992.00</td>\n",
              "      <td>999.0000</td>\n",
              "      <td>1004.000</td>\n",
              "      <td>1012.000</td>\n",
              "      <td>1020.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>minpressurem_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1005.251479</td>\n",
              "      <td>7.135851</td>\n",
              "      <td>992.00</td>\n",
              "      <td>999.0000</td>\n",
              "      <td>1004.000</td>\n",
              "      <td>1012.000</td>\n",
              "      <td>1020.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>precipm_1</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1.250592</td>\n",
              "      <td>5.435659</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>57.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>precipm_2</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1.250592</td>\n",
              "      <td>5.435659</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>57.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>precipm_3</th>\n",
              "      <td>676.0</td>\n",
              "      <td>1.250592</td>\n",
              "      <td>5.435659</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>57.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 count         mean        std     min        25%       50%  \\\n",
              "meantempm        676.0    26.053254   6.208964   10.00    20.0000    28.000   \n",
              "maxtempm         676.0    32.523669   5.987966   18.00    28.0000    33.000   \n",
              "mintempm         676.0    19.630178   6.825827    3.00    13.0000    22.000   \n",
              "meantempm_1      676.0    26.066568   6.218491   10.00    20.0000    28.000   \n",
              "meantempm_2      676.0    26.081361   6.230216   10.00    20.0000    28.000   \n",
              "meantempm_3      676.0    26.093195   6.237655   10.00    20.0000    28.000   \n",
              "meandewptm_1     676.0    11.995562   8.731127  -10.00     5.0000    10.000   \n",
              "meandewptm_2     676.0    11.995562   8.731127  -10.00     5.0000    10.000   \n",
              "meandewptm_3     676.0    11.989645   8.738584  -10.00     5.0000    10.000   \n",
              "meanpressurem_1  676.0  1009.499911   6.481713  997.63  1003.6975  1008.830   \n",
              "meanpressurem_2  676.0  1009.487633   6.481492  997.63  1003.6975  1008.795   \n",
              "meanpressurem_3  676.0  1009.475015   6.480686  997.63  1003.6975  1008.770   \n",
              "maxhumidity_1    676.0    67.428994  22.058360   15.00    50.0000    66.000   \n",
              "maxhumidity_2    676.0    67.403846  22.101609   15.00    50.0000    66.000   \n",
              "maxhumidity_3    676.0    67.384615  22.133735   15.00    50.0000    66.000   \n",
              "minhumidity_1    676.0    22.819527  19.371074    4.00     9.0000    15.000   \n",
              "minhumidity_2    676.0    22.819527  19.371074    4.00     9.0000    15.000   \n",
              "minhumidity_3    676.0    22.813609  19.376217    4.00     9.0000    15.000   \n",
              "maxtempm_1       676.0    32.534024   5.996569   18.00    28.0000    33.000   \n",
              "maxtempm_2       676.0    32.547337   6.009805   18.00    28.0000    33.000   \n",
              "maxtempm_3       676.0    32.562130   6.023213   18.00    28.0000    33.000   \n",
              "mintempm_1       676.0    19.646450   6.835041    3.00    13.0000    22.000   \n",
              "mintempm_2       676.0    19.661243   6.844454    3.00    13.0000    22.000   \n",
              "mintempm_3       676.0    19.671598   6.848746    3.00    13.0000    22.000   \n",
              "maxdewptm_1      676.0    16.176036   7.238790    0.00    10.0000    15.000   \n",
              "maxdewptm_2      676.0    16.178994   7.235851    0.00    10.0000    15.000   \n",
              "maxdewptm_3      676.0    16.183432   7.230517    0.00    10.0000    15.000   \n",
              "mindewptm_1      676.0     7.494083  11.688613  -94.00     0.0000     6.000   \n",
              "mindewptm_2      676.0     7.491124  11.690765  -94.00     0.0000     6.000   \n",
              "mindewptm_3      676.0     7.477811  11.705565  -94.00     0.0000     6.000   \n",
              "maxpressurem_1   676.0  1012.245562   6.530525  999.00  1006.0000  1012.000   \n",
              "maxpressurem_2   676.0  1012.232249   6.529992  999.00  1006.0000  1012.000   \n",
              "maxpressurem_3   676.0  1012.220414   6.528588  999.00  1006.0000  1012.000   \n",
              "minpressurem_1   676.0  1005.278107   7.132785  992.00   999.0000  1004.000   \n",
              "minpressurem_2   676.0  1005.266272   7.133237  992.00   999.0000  1004.000   \n",
              "minpressurem_3   676.0  1005.251479   7.135851  992.00   999.0000  1004.000   \n",
              "precipm_1        676.0     1.250592   5.435659    0.00     0.0000     0.000   \n",
              "precipm_2        676.0     1.250592   5.435659    0.00     0.0000     0.000   \n",
              "precipm_3        676.0     1.250592   5.435659    0.00     0.0000     0.000   \n",
              "\n",
              "                      75%      max  \n",
              "meantempm          30.000    38.00  \n",
              "maxtempm           37.000    46.00  \n",
              "mintempm           25.000    32.00  \n",
              "meantempm_1        30.000    38.00  \n",
              "meantempm_2        30.000    38.00  \n",
              "meantempm_3        30.000    38.00  \n",
              "meandewptm_1       21.000    26.00  \n",
              "meandewptm_2       21.000    26.00  \n",
              "meandewptm_3       21.000    26.00  \n",
              "meanpressurem_1  1015.525  1023.43  \n",
              "meanpressurem_2  1015.525  1023.43  \n",
              "meanpressurem_3  1015.525  1023.43  \n",
              "maxhumidity_1      88.000   100.00  \n",
              "maxhumidity_2      88.000   100.00  \n",
              "maxhumidity_3      88.000   100.00  \n",
              "minhumidity_1      33.000    89.00  \n",
              "minhumidity_2      33.000    89.00  \n",
              "minhumidity_3      33.000    89.00  \n",
              "maxtempm_1         37.000    46.00  \n",
              "maxtempm_2         37.000    46.00  \n",
              "maxtempm_3         37.000    46.00  \n",
              "mintempm_1         25.000    32.00  \n",
              "mintempm_2         25.000    32.00  \n",
              "mintempm_3         25.000    32.00  \n",
              "maxdewptm_1        23.000    29.00  \n",
              "maxdewptm_2        23.000    29.00  \n",
              "maxdewptm_3        23.000    29.00  \n",
              "mindewptm_1        18.000    25.00  \n",
              "mindewptm_2        18.000    25.00  \n",
              "mindewptm_3        18.000    25.00  \n",
              "maxpressurem_1   1018.000  1026.00  \n",
              "maxpressurem_2   1018.000  1026.00  \n",
              "maxpressurem_3   1018.000  1026.00  \n",
              "minpressurem_1   1012.000  1020.00  \n",
              "minpressurem_2   1012.000  1020.00  \n",
              "minpressurem_3   1012.000  1020.00  \n",
              "precipm_1           0.000    57.00  \n",
              "precipm_2           0.000    57.00  \n",
              "precipm_3           0.000    57.00  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "metadata": {
        "id": "s1yhgs0Vqy9a",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 765
        },
        "outputId": "bac0ebf4-dec2-4e60-9966-486b83ad9734"
      },
      "cell_type": "code",
      "source": [
        "data.info()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 676 entries, 2016-05-04 to 2018-03-11\n",
            "Data columns (total 39 columns):\n",
            "meantempm          676 non-null int64\n",
            "maxtempm           676 non-null int64\n",
            "mintempm           676 non-null int64\n",
            "meantempm_1        676 non-null float64\n",
            "meantempm_2        676 non-null float64\n",
            "meantempm_3        676 non-null float64\n",
            "meandewptm_1       676 non-null float64\n",
            "meandewptm_2       676 non-null float64\n",
            "meandewptm_3       676 non-null float64\n",
            "meanpressurem_1    676 non-null float64\n",
            "meanpressurem_2    676 non-null float64\n",
            "meanpressurem_3    676 non-null float64\n",
            "maxhumidity_1      676 non-null float64\n",
            "maxhumidity_2      676 non-null float64\n",
            "maxhumidity_3      676 non-null float64\n",
            "minhumidity_1      676 non-null float64\n",
            "minhumidity_2      676 non-null float64\n",
            "minhumidity_3      676 non-null float64\n",
            "maxtempm_1         676 non-null float64\n",
            "maxtempm_2         676 non-null float64\n",
            "maxtempm_3         676 non-null float64\n",
            "mintempm_1         676 non-null float64\n",
            "mintempm_2         676 non-null float64\n",
            "mintempm_3         676 non-null float64\n",
            "maxdewptm_1        676 non-null float64\n",
            "maxdewptm_2        676 non-null float64\n",
            "maxdewptm_3        676 non-null float64\n",
            "mindewptm_1        676 non-null float64\n",
            "mindewptm_2        676 non-null float64\n",
            "mindewptm_3        676 non-null float64\n",
            "maxpressurem_1     676 non-null float64\n",
            "maxpressurem_2     676 non-null float64\n",
            "maxpressurem_3     676 non-null float64\n",
            "minpressurem_1     676 non-null float64\n",
            "minpressurem_2     676 non-null float64\n",
            "minpressurem_3     676 non-null float64\n",
            "precipm_1          676 non-null float64\n",
            "precipm_2          676 non-null float64\n",
            "precipm_3          676 non-null float64\n",
            "dtypes: float64(36), int64(3)\n",
            "memory usage: 211.2+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "3qA7c1e5rRud",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# First drop the maxtempm and mintempm from the dataframe\n",
        "data = data.drop(['mintempm', 'maxtempm'], axis=1)\n",
        "\n",
        "\n",
        "\n",
        "# X will be a pandas dataframe of all columns except meantempm\n",
        "X = data[[col for col in data.columns if col != 'meantempm']]\n",
        "\n",
        "# y will be a pandas series of the meantempm\n",
        "y = data['meantempm']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "--smsIBSrS9o",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# split data into training set and a temporary set using sklearn.model_selection.traing_test_split\n",
        "X_train, X_tmp, y_train, y_tmp = train_test_split(X, y, test_size=0.2, random_state=23)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "TKu39js9s9dl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "22d0fbc6-7ec8-4916-bec7-7716bcff49e7"
      },
      "cell_type": "code",
      "source": [
        "# take the remaining 20% of data in X_tmp, y_tmp and split them evenly\n",
        "X_test, X_val, y_test, y_val = train_test_split(X_tmp, y_tmp, test_size=0.5, random_state=23)\n",
        "\n",
        "X_train.shape, X_test.shape, X_val.shape\n",
        "print(\"Training instances   {}, Training features   {}\".format(X_train.shape[0], X_train.shape[1]))\n",
        "print(\"Validation instances {}, Validation features {}\".format(X_val.shape[0], X_val.shape[1]))\n",
        "print(\"Testing instances    {}, Testing features    {}\".format(X_test.shape[0], X_test.shape[1]))"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training instances   540, Training features   36\n",
            "Validation instances 68, Validation features 36\n",
            "Testing instances    68, Testing features    36\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Vyz5xr31un0a",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "feature_cols = [tf.feature_column.numeric_column(col) for col in X.columns]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "oQPC2ONRxe3k",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "f57d8dc7-0ead-40cb-ea30-53f0591dd947"
      },
      "cell_type": "code",
      "source": [
        "tf.VERSION"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'1.12.0'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "metadata": {
        "id": "DFZgpUvrxsPm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 190
        },
        "outputId": "9c9401cd-5a4b-435f-cd93-9809b7939565"
      },
      "cell_type": "code",
      "source": [
        "regressor = tf.estimator.DNNRegressor(feature_columns=feature_cols,\n",
        "                                      hidden_units=[50, 50])"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Using default config.\n",
            "WARNING:tensorflow:Using temporary folder as model directory: /tmp/tmp_8l0dkg8\n",
            "INFO:tensorflow:Using config: {'_model_dir': '/tmp/tmp_8l0dkg8', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': allow_soft_placement: true\n",
            "graph_options {\n",
            "  rewrite_options {\n",
            "    meta_optimizer_iterations: ONE\n",
            "  }\n",
            "}\n",
            ", '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7fe6109be828>, '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "M71nAeX1yvoB",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "def wx_input_fn(X, y=None, num_epochs=None, shuffle=True, batch_size=260): # 260 is used as we have approx 570 dataset for training\n",
        "    return tf.estimator.inputs.pandas_input_fn(x=X,\n",
        "                                               y=y,\n",
        "                                               num_epochs=num_epochs,\n",
        "                                               shuffle=shuffle,\n",
        "                                               batch_size=batch_size)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "vTqktBgCyzb5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 61373
        },
        "outputId": "eb799fbd-a69e-4b3e-92b2-7938ce228f3c"
      },
      "cell_type": "code",
      "source": [
        "evaluations = []\n",
        "STEPS = 260\n",
        "for i in range(100):\n",
        "    regressor.train(input_fn=wx_input_fn(X_train, y=y_train), steps=STEPS)\n",
        "    evaluation = regressor.evaluate(input_fn=wx_input_fn(X_val, y_val,\n",
        "                                                         num_epochs=1,\n",
        "                                                         shuffle=False),\n",
        "                                    steps=1)\n",
        "    evaluations.append(regressor.evaluate(input_fn=wx_input_fn(X_val,\n",
        "                                                               y_val,\n",
        "                                                               num_epochs=1,\n",
        "                                                               shuffle=False)))"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/estimator/inputs/queues/feeding_queue_runner.py:62: 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 /usr/local/lib/python3.6/dist-packages/tensorflow/python/estimator/inputs/queues/feeding_functions.py:500: add_queue_runner (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",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/training/monitored_session.py:804: start_queue_runners (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",
            "INFO:tensorflow:Saving checkpoints for 0 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 51472530.0, step = 0\n",
            "INFO:tensorflow:global_step/sec: 59.8256\n",
            "INFO:tensorflow:loss = 9214.587, step = 100 (1.674 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.2048\n",
            "INFO:tensorflow:loss = 9118.248, step = 200 (1.665 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 260 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 7586.651.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:51:54\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-260\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:51:54\n",
            "INFO:tensorflow:Saving dict for global step 260: average_loss = 29.181509, global_step = 260, label/mean = 26.57353, loss = 1984.3427, prediction/mean = 25.855219\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 260: /tmp/tmp_8l0dkg8/model.ckpt-260\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:51:55\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-260\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:51:55\n",
            "INFO:tensorflow:Saving dict for global step 260: average_loss = 29.181509, global_step = 260, label/mean = 26.57353, loss = 1984.3427, prediction/mean = 25.855219\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 260: /tmp/tmp_8l0dkg8/model.ckpt-260\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-260\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 260 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 7540.271, step = 260\n",
            "INFO:tensorflow:global_step/sec: 57.9771\n",
            "INFO:tensorflow:loss = 7088.6807, step = 360 (1.727 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.2424\n",
            "INFO:tensorflow:loss = 6206.247, step = 460 (1.638 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 520 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 6104.1943.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:02\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-520\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:03\n",
            "INFO:tensorflow:Saving dict for global step 520: average_loss = 21.68467, global_step = 520, label/mean = 26.57353, loss = 1474.5575, prediction/mean = 25.929367\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 520: /tmp/tmp_8l0dkg8/model.ckpt-520\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:03\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-520\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:04\n",
            "INFO:tensorflow:Saving dict for global step 520: average_loss = 21.68467, global_step = 520, label/mean = 26.57353, loss = 1474.5575, prediction/mean = 25.929367\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 520: /tmp/tmp_8l0dkg8/model.ckpt-520\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-520\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 520 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 5720.139, step = 520\n",
            "INFO:tensorflow:global_step/sec: 59.641\n",
            "INFO:tensorflow:loss = 3727.0, step = 620 (1.681 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.1437\n",
            "INFO:tensorflow:loss = 2968.2822, step = 720 (1.637 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 780 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 2669.9094.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:11\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-780\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:11\n",
            "INFO:tensorflow:Saving dict for global step 780: average_loss = 9.550824, global_step = 780, label/mean = 26.57353, loss = 649.45605, prediction/mean = 26.68114\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 780: /tmp/tmp_8l0dkg8/model.ckpt-780\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:12\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-780\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:12\n",
            "INFO:tensorflow:Saving dict for global step 780: average_loss = 9.550824, global_step = 780, label/mean = 26.57353, loss = 649.45605, prediction/mean = 26.68114\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 780: /tmp/tmp_8l0dkg8/model.ckpt-780\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-780\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 780 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 2589.094, step = 780\n",
            "INFO:tensorflow:global_step/sec: 56.575\n",
            "INFO:tensorflow:loss = 2363.4846, step = 880 (1.777 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.2818\n",
            "INFO:tensorflow:loss = 1934.3062, step = 980 (1.652 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 1040 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 1945.6403.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:19\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1040\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:19\n",
            "INFO:tensorflow:Saving dict for global step 1040: average_loss = 6.4158907, global_step = 1040, label/mean = 26.57353, loss = 436.28058, prediction/mean = 26.617321\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1040: /tmp/tmp_8l0dkg8/model.ckpt-1040\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:20\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1040\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:21\n",
            "INFO:tensorflow:Saving dict for global step 1040: average_loss = 6.4158907, global_step = 1040, label/mean = 26.57353, loss = 436.28058, prediction/mean = 26.617321\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1040: /tmp/tmp_8l0dkg8/model.ckpt-1040\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1040\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 1040 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 1923.7742, step = 1040\n",
            "INFO:tensorflow:global_step/sec: 57.202\n",
            "INFO:tensorflow:loss = 1717.0508, step = 1140 (1.754 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.449\n",
            "INFO:tensorflow:loss = 1607.0139, step = 1240 (1.651 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 1300 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 1140.3267.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:28\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1300\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:28\n",
            "INFO:tensorflow:Saving dict for global step 1300: average_loss = 4.9939013, global_step = 1300, label/mean = 26.57353, loss = 339.5853, prediction/mean = 26.75624\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1300: /tmp/tmp_8l0dkg8/model.ckpt-1300\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:29\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1300\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:29\n",
            "INFO:tensorflow:Saving dict for global step 1300: average_loss = 4.9939013, global_step = 1300, label/mean = 26.57353, loss = 339.5853, prediction/mean = 26.75624\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1300: /tmp/tmp_8l0dkg8/model.ckpt-1300\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1300\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 1300 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 1405.1843, step = 1300\n",
            "INFO:tensorflow:global_step/sec: 57.2986\n",
            "INFO:tensorflow:loss = 1279.7688, step = 1400 (1.751 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.019\n",
            "INFO:tensorflow:loss = 1094.1582, step = 1500 (1.669 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 1560 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 1369.9084.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:36\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1560\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:36\n",
            "INFO:tensorflow:Saving dict for global step 1560: average_loss = 4.7241144, global_step = 1560, label/mean = 26.57353, loss = 321.23978, prediction/mean = 26.049034\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1560: /tmp/tmp_8l0dkg8/model.ckpt-1560\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:37\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1560\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:38\n",
            "INFO:tensorflow:Saving dict for global step 1560: average_loss = 4.7241144, global_step = 1560, label/mean = 26.57353, loss = 321.23978, prediction/mean = 26.049034\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1560: /tmp/tmp_8l0dkg8/model.ckpt-1560\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1560\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 1560 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 1139.9923, step = 1560\n",
            "INFO:tensorflow:global_step/sec: 57.7706\n",
            "INFO:tensorflow:loss = 989.53906, step = 1660 (1.739 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.5509\n",
            "INFO:tensorflow:loss = 1207.229, step = 1760 (1.650 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 1820 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 1172.2056.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:45\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1820\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:45\n",
            "INFO:tensorflow:Saving dict for global step 1820: average_loss = 4.4652514, global_step = 1820, label/mean = 26.57353, loss = 303.6371, prediction/mean = 26.548574\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1820: /tmp/tmp_8l0dkg8/model.ckpt-1820\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:46\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1820\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:46\n",
            "INFO:tensorflow:Saving dict for global step 1820: average_loss = 4.4652514, global_step = 1820, label/mean = 26.57353, loss = 303.6371, prediction/mean = 26.548574\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 1820: /tmp/tmp_8l0dkg8/model.ckpt-1820\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-1820\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 1820 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 1184.0682, step = 1820\n",
            "INFO:tensorflow:global_step/sec: 58.8027\n",
            "INFO:tensorflow:loss = 956.2502, step = 1920 (1.703 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.7371\n",
            "INFO:tensorflow:loss = 1033.6069, step = 2020 (1.628 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 2080 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 913.58057.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:53\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2080\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:53\n",
            "INFO:tensorflow:Saving dict for global step 2080: average_loss = 4.3667703, global_step = 2080, label/mean = 26.57353, loss = 296.94037, prediction/mean = 26.744308\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2080: /tmp/tmp_8l0dkg8/model.ckpt-2080\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:52:54\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2080\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:52:55\n",
            "INFO:tensorflow:Saving dict for global step 2080: average_loss = 4.3667703, global_step = 2080, label/mean = 26.57353, loss = 296.94037, prediction/mean = 26.744308\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2080: /tmp/tmp_8l0dkg8/model.ckpt-2080\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2080\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 2080 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 1176.376, step = 2080\n",
            "INFO:tensorflow:global_step/sec: 57.7875\n",
            "INFO:tensorflow:loss = 1032.1388, step = 2180 (1.736 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.8185\n",
            "INFO:tensorflow:loss = 856.83203, step = 2280 (1.672 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 2340 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 884.8771.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:01\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2340\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:02\n",
            "INFO:tensorflow:Saving dict for global step 2340: average_loss = 4.329945, global_step = 2340, label/mean = 26.57353, loss = 294.43628, prediction/mean = 26.543627\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2340: /tmp/tmp_8l0dkg8/model.ckpt-2340\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:03\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2340\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:03\n",
            "INFO:tensorflow:Saving dict for global step 2340: average_loss = 4.329945, global_step = 2340, label/mean = 26.57353, loss = 294.43628, prediction/mean = 26.543627\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2340: /tmp/tmp_8l0dkg8/model.ckpt-2340\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2340\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 2340 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 990.56805, step = 2340\n",
            "INFO:tensorflow:global_step/sec: 57.9173\n",
            "INFO:tensorflow:loss = 1031.846, step = 2440 (1.729 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.2787\n",
            "INFO:tensorflow:loss = 899.25525, step = 2540 (1.636 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 2600 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 925.4632.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:10\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2600\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:10\n",
            "INFO:tensorflow:Saving dict for global step 2600: average_loss = 4.2851005, global_step = 2600, label/mean = 26.57353, loss = 291.38684, prediction/mean = 26.59328\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2600: /tmp/tmp_8l0dkg8/model.ckpt-2600\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:11\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2600\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:11\n",
            "INFO:tensorflow:Saving dict for global step 2600: average_loss = 4.2851005, global_step = 2600, label/mean = 26.57353, loss = 291.38684, prediction/mean = 26.59328\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2600: /tmp/tmp_8l0dkg8/model.ckpt-2600\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2600\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 2600 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 800.8525, step = 2600\n",
            "INFO:tensorflow:global_step/sec: 59.2268\n",
            "INFO:tensorflow:loss = 1146.2051, step = 2700 (1.691 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.1836\n",
            "INFO:tensorflow:loss = 1153.4003, step = 2800 (1.671 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 2860 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 931.02313.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:18\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2860\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:19\n",
            "INFO:tensorflow:Saving dict for global step 2860: average_loss = 4.3093686, global_step = 2860, label/mean = 26.57353, loss = 293.03708, prediction/mean = 26.435135\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2860: /tmp/tmp_8l0dkg8/model.ckpt-2860\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:19\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2860\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:20\n",
            "INFO:tensorflow:Saving dict for global step 2860: average_loss = 4.3093686, global_step = 2860, label/mean = 26.57353, loss = 293.03708, prediction/mean = 26.435135\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 2860: /tmp/tmp_8l0dkg8/model.ckpt-2860\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-2860\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 2860 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 901.5306, step = 2860\n",
            "INFO:tensorflow:global_step/sec: 58.8754\n",
            "INFO:tensorflow:loss = 917.41473, step = 2960 (1.706 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.1257\n",
            "INFO:tensorflow:loss = 1005.86633, step = 3060 (1.658 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 3120 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 834.52606.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:27\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3120\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:27\n",
            "INFO:tensorflow:Saving dict for global step 3120: average_loss = 4.330845, global_step = 3120, label/mean = 26.57353, loss = 294.49747, prediction/mean = 26.320488\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3120: /tmp/tmp_8l0dkg8/model.ckpt-3120\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:28\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3120\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:28\n",
            "INFO:tensorflow:Saving dict for global step 3120: average_loss = 4.330845, global_step = 3120, label/mean = 26.57353, loss = 294.49747, prediction/mean = 26.320488\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3120: /tmp/tmp_8l0dkg8/model.ckpt-3120\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3120\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 3120 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 940.30054, step = 3120\n",
            "INFO:tensorflow:global_step/sec: 59.2715\n",
            "INFO:tensorflow:loss = 1007.31854, step = 3220 (1.695 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.6692\n",
            "INFO:tensorflow:loss = 874.50244, step = 3320 (1.643 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 3380 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 955.6035.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:35\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3380\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:36\n",
            "INFO:tensorflow:Saving dict for global step 3380: average_loss = 4.223682, global_step = 3380, label/mean = 26.57353, loss = 287.21036, prediction/mean = 26.574612\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3380: /tmp/tmp_8l0dkg8/model.ckpt-3380\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:36\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3380\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:37\n",
            "INFO:tensorflow:Saving dict for global step 3380: average_loss = 4.223682, global_step = 3380, label/mean = 26.57353, loss = 287.21036, prediction/mean = 26.574612\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3380: /tmp/tmp_8l0dkg8/model.ckpt-3380\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3380\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 3380 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 975.6455, step = 3380\n",
            "INFO:tensorflow:global_step/sec: 57.9889\n",
            "INFO:tensorflow:loss = 962.19006, step = 3480 (1.732 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.6311\n",
            "INFO:tensorflow:loss = 945.886, step = 3580 (1.675 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 3640 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 880.9129.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:44\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3640\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:44\n",
            "INFO:tensorflow:Saving dict for global step 3640: average_loss = 4.2863054, global_step = 3640, label/mean = 26.57353, loss = 291.46878, prediction/mean = 26.895958\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3640: /tmp/tmp_8l0dkg8/model.ckpt-3640\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:45\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3640\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:45\n",
            "INFO:tensorflow:Saving dict for global step 3640: average_loss = 4.2863054, global_step = 3640, label/mean = 26.57353, loss = 291.46878, prediction/mean = 26.895958\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3640: /tmp/tmp_8l0dkg8/model.ckpt-3640\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3640\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 3640 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 901.5969, step = 3640\n",
            "INFO:tensorflow:global_step/sec: 56.3047\n",
            "INFO:tensorflow:loss = 951.89166, step = 3740 (1.778 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.8354\n",
            "INFO:tensorflow:loss = 878.00116, step = 3840 (1.651 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 3900 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 875.06067.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:52\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3900\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:53\n",
            "INFO:tensorflow:Saving dict for global step 3900: average_loss = 4.1877756, global_step = 3900, label/mean = 26.57353, loss = 284.76874, prediction/mean = 26.713823\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3900: /tmp/tmp_8l0dkg8/model.ckpt-3900\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:53:53\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3900\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:53:54\n",
            "INFO:tensorflow:Saving dict for global step 3900: average_loss = 4.1877756, global_step = 3900, label/mean = 26.57353, loss = 284.76874, prediction/mean = 26.713823\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 3900: /tmp/tmp_8l0dkg8/model.ckpt-3900\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-3900\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 3900 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 793.0438, step = 3900\n",
            "INFO:tensorflow:global_step/sec: 58.3607\n",
            "INFO:tensorflow:loss = 659.0856, step = 4000 (1.718 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.3305\n",
            "INFO:tensorflow:loss = 967.61096, step = 4100 (1.665 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 4160 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 1146.8387.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:01\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4160\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:01\n",
            "INFO:tensorflow:Saving dict for global step 4160: average_loss = 4.315734, global_step = 4160, label/mean = 26.57353, loss = 293.4699, prediction/mean = 26.254745\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4160: /tmp/tmp_8l0dkg8/model.ckpt-4160\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:02\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4160\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:02\n",
            "INFO:tensorflow:Saving dict for global step 4160: average_loss = 4.315734, global_step = 4160, label/mean = 26.57353, loss = 293.4699, prediction/mean = 26.254745\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4160: /tmp/tmp_8l0dkg8/model.ckpt-4160\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4160\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 4160 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 908.34674, step = 4160\n",
            "INFO:tensorflow:global_step/sec: 57.5867\n",
            "INFO:tensorflow:loss = 787.09644, step = 4260 (1.741 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.401\n",
            "INFO:tensorflow:loss = 926.8288, step = 4360 (1.654 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 4420 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 939.84515.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:09\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4420\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:10\n",
            "INFO:tensorflow:Saving dict for global step 4420: average_loss = 4.1739326, global_step = 4420, label/mean = 26.57353, loss = 283.82742, prediction/mean = 26.701681\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4420: /tmp/tmp_8l0dkg8/model.ckpt-4420\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:10\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4420\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:11\n",
            "INFO:tensorflow:Saving dict for global step 4420: average_loss = 4.1739326, global_step = 4420, label/mean = 26.57353, loss = 283.82742, prediction/mean = 26.701681\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4420: /tmp/tmp_8l0dkg8/model.ckpt-4420\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4420\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 4420 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 902.2584, step = 4420\n",
            "INFO:tensorflow:global_step/sec: 58.1753\n",
            "INFO:tensorflow:loss = 763.32214, step = 4520 (1.722 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.0552\n",
            "INFO:tensorflow:loss = 750.6952, step = 4620 (1.662 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 4680 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 796.43274.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:18\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4680\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:18\n",
            "INFO:tensorflow:Saving dict for global step 4680: average_loss = 4.1586366, global_step = 4680, label/mean = 26.57353, loss = 282.7873, prediction/mean = 26.650614\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4680: /tmp/tmp_8l0dkg8/model.ckpt-4680\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:19\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4680\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:19\n",
            "INFO:tensorflow:Saving dict for global step 4680: average_loss = 4.1586366, global_step = 4680, label/mean = 26.57353, loss = 282.7873, prediction/mean = 26.650614\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4680: /tmp/tmp_8l0dkg8/model.ckpt-4680\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4680\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 4680 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 976.09296, step = 4680\n",
            "INFO:tensorflow:global_step/sec: 54.9985\n",
            "INFO:tensorflow:loss = 970.61475, step = 4780 (1.820 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.9021\n",
            "INFO:tensorflow:loss = 775.1221, step = 4880 (1.643 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 4940 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 782.7673.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:26\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4940\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:26\n",
            "INFO:tensorflow:Saving dict for global step 4940: average_loss = 4.150852, global_step = 4940, label/mean = 26.57353, loss = 282.25793, prediction/mean = 26.586472\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4940: /tmp/tmp_8l0dkg8/model.ckpt-4940\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:27\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4940\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:28\n",
            "INFO:tensorflow:Saving dict for global step 4940: average_loss = 4.150852, global_step = 4940, label/mean = 26.57353, loss = 282.25793, prediction/mean = 26.586472\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 4940: /tmp/tmp_8l0dkg8/model.ckpt-4940\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-4940\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 4940 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 758.3097, step = 4940\n",
            "INFO:tensorflow:global_step/sec: 59.7594\n",
            "INFO:tensorflow:loss = 957.46075, step = 5040 (1.675 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.2849\n",
            "INFO:tensorflow:loss = 787.3681, step = 5140 (1.636 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 5200 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 699.83246.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:34\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5200\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:35\n",
            "INFO:tensorflow:Saving dict for global step 5200: average_loss = 4.14754, global_step = 5200, label/mean = 26.57353, loss = 282.0327, prediction/mean = 26.669556\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5200: /tmp/tmp_8l0dkg8/model.ckpt-5200\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:36\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5200\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:36\n",
            "INFO:tensorflow:Saving dict for global step 5200: average_loss = 4.14754, global_step = 5200, label/mean = 26.57353, loss = 282.0327, prediction/mean = 26.669556\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5200: /tmp/tmp_8l0dkg8/model.ckpt-5200\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5200\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 5200 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 903.0332, step = 5200\n",
            "INFO:tensorflow:global_step/sec: 58.3483\n",
            "INFO:tensorflow:loss = 873.61127, step = 5300 (1.722 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.9171\n",
            "INFO:tensorflow:loss = 980.24994, step = 5400 (1.641 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 5460 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 783.4145.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:43\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5460\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:43\n",
            "INFO:tensorflow:Saving dict for global step 5460: average_loss = 4.1389723, global_step = 5460, label/mean = 26.57353, loss = 281.4501, prediction/mean = 26.614943\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5460: /tmp/tmp_8l0dkg8/model.ckpt-5460\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:44\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5460\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:44\n",
            "INFO:tensorflow:Saving dict for global step 5460: average_loss = 4.1389723, global_step = 5460, label/mean = 26.57353, loss = 281.4501, prediction/mean = 26.614943\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5460: /tmp/tmp_8l0dkg8/model.ckpt-5460\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5460\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 5460 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 827.3099, step = 5460\n",
            "INFO:tensorflow:global_step/sec: 57.7161\n",
            "INFO:tensorflow:loss = 769.02563, step = 5560 (1.744 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.4746\n",
            "INFO:tensorflow:loss = 896.83954, step = 5660 (1.646 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 5720 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 804.843.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:51\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5720\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:52\n",
            "INFO:tensorflow:Saving dict for global step 5720: average_loss = 4.149028, global_step = 5720, label/mean = 26.57353, loss = 282.13388, prediction/mean = 26.473541\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5720: /tmp/tmp_8l0dkg8/model.ckpt-5720\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:54:52\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5720\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:54:53\n",
            "INFO:tensorflow:Saving dict for global step 5720: average_loss = 4.149028, global_step = 5720, label/mean = 26.57353, loss = 282.13388, prediction/mean = 26.473541\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5720: /tmp/tmp_8l0dkg8/model.ckpt-5720\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5720\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 5720 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 810.3152, step = 5720\n",
            "INFO:tensorflow:global_step/sec: 57.8998\n",
            "INFO:tensorflow:loss = 855.93695, step = 5820 (1.729 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.8504\n",
            "INFO:tensorflow:loss = 809.58514, step = 5920 (1.620 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 5980 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 811.0216.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:00\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5980\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:00\n",
            "INFO:tensorflow:Saving dict for global step 5980: average_loss = 4.136843, global_step = 5980, label/mean = 26.57353, loss = 281.30533, prediction/mean = 26.74678\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5980: /tmp/tmp_8l0dkg8/model.ckpt-5980\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:01\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5980\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:01\n",
            "INFO:tensorflow:Saving dict for global step 5980: average_loss = 4.136843, global_step = 5980, label/mean = 26.57353, loss = 281.30533, prediction/mean = 26.74678\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 5980: /tmp/tmp_8l0dkg8/model.ckpt-5980\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-5980\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 5980 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 815.03656, step = 5980\n",
            "INFO:tensorflow:global_step/sec: 57.962\n",
            "INFO:tensorflow:loss = 813.318, step = 6080 (1.732 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.5582\n",
            "INFO:tensorflow:loss = 929.26404, step = 6180 (1.658 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 6240 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 887.8445.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:08\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6240\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:08\n",
            "INFO:tensorflow:Saving dict for global step 6240: average_loss = 4.1622305, global_step = 6240, label/mean = 26.57353, loss = 283.03168, prediction/mean = 26.402973\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 6240: /tmp/tmp_8l0dkg8/model.ckpt-6240\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:09\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6240\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:10\n",
            "INFO:tensorflow:Saving dict for global step 6240: average_loss = 4.1622305, global_step = 6240, label/mean = 26.57353, loss = 283.03168, prediction/mean = 26.402973\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 6240: /tmp/tmp_8l0dkg8/model.ckpt-6240\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6240\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 6240 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 845.6548, step = 6240\n",
            "INFO:tensorflow:global_step/sec: 59.3471\n",
            "INFO:tensorflow:loss = 727.5145, step = 6340 (1.693 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.6095\n",
            "INFO:tensorflow:loss = 711.97125, step = 6440 (1.672 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 6500 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 827.3127.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:16\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6500\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:17\n",
            "INFO:tensorflow:Saving dict for global step 6500: average_loss = 4.2163215, global_step = 6500, label/mean = 26.57353, loss = 286.70987, prediction/mean = 26.283081\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 6500: /tmp/tmp_8l0dkg8/model.ckpt-6500\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:18\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6500\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:18\n",
            "INFO:tensorflow:Saving dict for global step 6500: average_loss = 4.2163215, global_step = 6500, label/mean = 26.57353, loss = 286.70987, prediction/mean = 26.283081\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 6500: /tmp/tmp_8l0dkg8/model.ckpt-6500\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6500\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 6500 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 850.4085, step = 6500\n",
            "INFO:tensorflow:global_step/sec: 58.7916\n",
            "INFO:tensorflow:loss = 718.2897, step = 6600 (1.707 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.0987\n",
            "INFO:tensorflow:loss = 790.2278, step = 6700 (1.633 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 6760 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 831.0483.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:25\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6760\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:25\n",
            "INFO:tensorflow:Saving dict for global step 6760: average_loss = 4.2233253, global_step = 6760, label/mean = 26.57353, loss = 287.18613, prediction/mean = 26.270927\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 6760: /tmp/tmp_8l0dkg8/model.ckpt-6760\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:26\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6760\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:26\n",
            "INFO:tensorflow:Saving dict for global step 6760: average_loss = 4.2233253, global_step = 6760, label/mean = 26.57353, loss = 287.18613, prediction/mean = 26.270927\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 6760: /tmp/tmp_8l0dkg8/model.ckpt-6760\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-6760\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 6760 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 644.85223, step = 6760\n",
            "INFO:tensorflow:global_step/sec: 59.8866\n",
            "INFO:tensorflow:loss = 807.52954, step = 6860 (1.676 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.6323\n",
            "INFO:tensorflow:loss = 621.836, step = 6960 (1.596 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 7020 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 859.4198.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:33\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7020\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:34\n",
            "INFO:tensorflow:Saving dict for global step 7020: average_loss = 4.102589, global_step = 7020, label/mean = 26.57353, loss = 278.97607, prediction/mean = 26.49866\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7020: /tmp/tmp_8l0dkg8/model.ckpt-7020\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:34\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7020\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:35\n",
            "INFO:tensorflow:Saving dict for global step 7020: average_loss = 4.102589, global_step = 7020, label/mean = 26.57353, loss = 278.97607, prediction/mean = 26.49866\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7020: /tmp/tmp_8l0dkg8/model.ckpt-7020\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7020\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 7020 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 841.32324, step = 7020\n",
            "INFO:tensorflow:global_step/sec: 60.1822\n",
            "INFO:tensorflow:loss = 744.2748, step = 7120 (1.666 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.3291\n",
            "INFO:tensorflow:loss = 736.214, step = 7220 (1.632 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 7280 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 796.78796.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:41\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7280\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:42\n",
            "INFO:tensorflow:Saving dict for global step 7280: average_loss = 4.073618, global_step = 7280, label/mean = 26.57353, loss = 277.006, prediction/mean = 26.616644\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7280: /tmp/tmp_8l0dkg8/model.ckpt-7280\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:43\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7280\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:43\n",
            "INFO:tensorflow:Saving dict for global step 7280: average_loss = 4.073618, global_step = 7280, label/mean = 26.57353, loss = 277.006, prediction/mean = 26.616644\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7280: /tmp/tmp_8l0dkg8/model.ckpt-7280\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7280\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 7280 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 762.721, step = 7280\n",
            "INFO:tensorflow:global_step/sec: 59.2414\n",
            "INFO:tensorflow:loss = 748.59015, step = 7380 (1.695 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.1564\n",
            "INFO:tensorflow:loss = 614.30554, step = 7480 (1.658 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 7540 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 861.8579.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:50\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7540\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:50\n",
            "INFO:tensorflow:Saving dict for global step 7540: average_loss = 4.0712214, global_step = 7540, label/mean = 26.57353, loss = 276.84305, prediction/mean = 26.54094\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7540: /tmp/tmp_8l0dkg8/model.ckpt-7540\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:51\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7540\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:51\n",
            "INFO:tensorflow:Saving dict for global step 7540: average_loss = 4.0712214, global_step = 7540, label/mean = 26.57353, loss = 276.84305, prediction/mean = 26.54094\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7540: /tmp/tmp_8l0dkg8/model.ckpt-7540\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7540\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 7540 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 624.9169, step = 7540\n",
            "INFO:tensorflow:global_step/sec: 60.3495\n",
            "INFO:tensorflow:loss = 760.19214, step = 7640 (1.662 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.6744\n",
            "INFO:tensorflow:loss = 723.2792, step = 7740 (1.653 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 7800 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 728.7367.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:58\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7800\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:55:58\n",
            "INFO:tensorflow:Saving dict for global step 7800: average_loss = 4.0749097, global_step = 7800, label/mean = 26.57353, loss = 277.09387, prediction/mean = 26.547953\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7800: /tmp/tmp_8l0dkg8/model.ckpt-7800\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:55:59\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7800\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:00\n",
            "INFO:tensorflow:Saving dict for global step 7800: average_loss = 4.0749097, global_step = 7800, label/mean = 26.57353, loss = 277.09387, prediction/mean = 26.547953\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 7800: /tmp/tmp_8l0dkg8/model.ckpt-7800\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-7800\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 7800 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 745.7881, step = 7800\n",
            "INFO:tensorflow:global_step/sec: 59.375\n",
            "INFO:tensorflow:loss = 785.2921, step = 7900 (1.686 sec)\n",
            "INFO:tensorflow:global_step/sec: 63.4031\n",
            "INFO:tensorflow:loss = 706.9579, step = 8000 (1.579 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 8060 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 727.98376.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:06\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8060\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:07\n",
            "INFO:tensorflow:Saving dict for global step 8060: average_loss = 4.0718822, global_step = 8060, label/mean = 26.57353, loss = 276.888, prediction/mean = 26.469582\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8060: /tmp/tmp_8l0dkg8/model.ckpt-8060\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:07\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8060\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:08\n",
            "INFO:tensorflow:Saving dict for global step 8060: average_loss = 4.0718822, global_step = 8060, label/mean = 26.57353, loss = 276.888, prediction/mean = 26.469582\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8060: /tmp/tmp_8l0dkg8/model.ckpt-8060\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8060\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 8060 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 802.6269, step = 8060\n",
            "INFO:tensorflow:global_step/sec: 57.9977\n",
            "INFO:tensorflow:loss = 766.8671, step = 8160 (1.727 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.1023\n",
            "INFO:tensorflow:loss = 770.16626, step = 8260 (1.640 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 8320 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 704.3087.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:15\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8320\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:15\n",
            "INFO:tensorflow:Saving dict for global step 8320: average_loss = 4.039307, global_step = 8320, label/mean = 26.57353, loss = 274.67288, prediction/mean = 26.662502\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8320: /tmp/tmp_8l0dkg8/model.ckpt-8320\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:16\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8320\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:16\n",
            "INFO:tensorflow:Saving dict for global step 8320: average_loss = 4.039307, global_step = 8320, label/mean = 26.57353, loss = 274.67288, prediction/mean = 26.662502\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8320: /tmp/tmp_8l0dkg8/model.ckpt-8320\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8320\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 8320 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 773.25183, step = 8320\n",
            "INFO:tensorflow:global_step/sec: 57.5293\n",
            "INFO:tensorflow:loss = 802.1193, step = 8420 (1.740 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.7308\n",
            "INFO:tensorflow:loss = 897.9265, step = 8520 (1.624 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 8580 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 653.94366.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:23\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8580\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:23\n",
            "INFO:tensorflow:Saving dict for global step 8580: average_loss = 4.0390315, global_step = 8580, label/mean = 26.57353, loss = 274.65414, prediction/mean = 26.518393\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8580: /tmp/tmp_8l0dkg8/model.ckpt-8580\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:24\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8580\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:24\n",
            "INFO:tensorflow:Saving dict for global step 8580: average_loss = 4.0390315, global_step = 8580, label/mean = 26.57353, loss = 274.65414, prediction/mean = 26.518393\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8580: /tmp/tmp_8l0dkg8/model.ckpt-8580\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8580\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 8580 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 700.08075, step = 8580\n",
            "INFO:tensorflow:global_step/sec: 59.5025\n",
            "INFO:tensorflow:loss = 828.4187, step = 8680 (1.683 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.0472\n",
            "INFO:tensorflow:loss = 775.9407, step = 8780 (1.612 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 8840 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 777.25745.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:31\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8840\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:32\n",
            "INFO:tensorflow:Saving dict for global step 8840: average_loss = 4.119643, global_step = 8840, label/mean = 26.57353, loss = 280.13574, prediction/mean = 26.30928\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8840: /tmp/tmp_8l0dkg8/model.ckpt-8840\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:32\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8840\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:33\n",
            "INFO:tensorflow:Saving dict for global step 8840: average_loss = 4.119643, global_step = 8840, label/mean = 26.57353, loss = 280.13574, prediction/mean = 26.30928\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 8840: /tmp/tmp_8l0dkg8/model.ckpt-8840\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-8840\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 8840 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 672.80884, step = 8840\n",
            "INFO:tensorflow:global_step/sec: 58.9364\n",
            "INFO:tensorflow:loss = 706.4211, step = 8940 (1.702 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.5632\n",
            "INFO:tensorflow:loss = 788.5055, step = 9040 (1.621 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 9100 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 785.5173.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:39\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9100\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:40\n",
            "INFO:tensorflow:Saving dict for global step 9100: average_loss = 4.093403, global_step = 9100, label/mean = 26.57353, loss = 278.3514, prediction/mean = 26.347157\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9100: /tmp/tmp_8l0dkg8/model.ckpt-9100\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:41\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9100\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:41\n",
            "INFO:tensorflow:Saving dict for global step 9100: average_loss = 4.093403, global_step = 9100, label/mean = 26.57353, loss = 278.3514, prediction/mean = 26.347157\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9100: /tmp/tmp_8l0dkg8/model.ckpt-9100\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9100\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 9100 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 782.45074, step = 9100\n",
            "INFO:tensorflow:global_step/sec: 61.0024\n",
            "INFO:tensorflow:loss = 827.2533, step = 9200 (1.641 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.685\n",
            "INFO:tensorflow:loss = 649.0632, step = 9300 (1.648 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 9360 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 771.0067.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:48\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9360\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:48\n",
            "INFO:tensorflow:Saving dict for global step 9360: average_loss = 3.9982533, global_step = 9360, label/mean = 26.57353, loss = 271.88123, prediction/mean = 26.725327\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9360: /tmp/tmp_8l0dkg8/model.ckpt-9360\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:49\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9360\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:49\n",
            "INFO:tensorflow:Saving dict for global step 9360: average_loss = 3.9982533, global_step = 9360, label/mean = 26.57353, loss = 271.88123, prediction/mean = 26.725327\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9360: /tmp/tmp_8l0dkg8/model.ckpt-9360\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9360\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 9360 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 802.7872, step = 9360\n",
            "INFO:tensorflow:global_step/sec: 59.8812\n",
            "INFO:tensorflow:loss = 801.2427, step = 9460 (1.677 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.6348\n",
            "INFO:tensorflow:loss = 667.8396, step = 9560 (1.623 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 9620 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 779.2682.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:56\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9620\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:56\n",
            "INFO:tensorflow:Saving dict for global step 9620: average_loss = 3.9894607, global_step = 9620, label/mean = 26.57353, loss = 271.28333, prediction/mean = 26.639444\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9620: /tmp/tmp_8l0dkg8/model.ckpt-9620\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:56:57\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9620\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:56:57\n",
            "INFO:tensorflow:Saving dict for global step 9620: average_loss = 3.9894607, global_step = 9620, label/mean = 26.57353, loss = 271.28333, prediction/mean = 26.639444\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9620: /tmp/tmp_8l0dkg8/model.ckpt-9620\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9620\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 9620 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 689.513, step = 9620\n",
            "INFO:tensorflow:global_step/sec: 58.9626\n",
            "INFO:tensorflow:loss = 744.41095, step = 9720 (1.702 sec)\n",
            "INFO:tensorflow:global_step/sec: 64.4144\n",
            "INFO:tensorflow:loss = 688.8798, step = 9820 (1.555 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 9880 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 714.6302.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:04\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9880\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:05\n",
            "INFO:tensorflow:Saving dict for global step 9880: average_loss = 3.9803593, global_step = 9880, label/mean = 26.57353, loss = 270.66443, prediction/mean = 26.712849\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9880: /tmp/tmp_8l0dkg8/model.ckpt-9880\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:05\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9880\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:06\n",
            "INFO:tensorflow:Saving dict for global step 9880: average_loss = 3.9803593, global_step = 9880, label/mean = 26.57353, loss = 270.66443, prediction/mean = 26.712849\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 9880: /tmp/tmp_8l0dkg8/model.ckpt-9880\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-9880\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 9880 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 890.485, step = 9880\n",
            "INFO:tensorflow:global_step/sec: 59.5869\n",
            "INFO:tensorflow:loss = 800.603, step = 9980 (1.680 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.1709\n",
            "INFO:tensorflow:loss = 788.0522, step = 10080 (1.641 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 10140 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 678.0502.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:12\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10140\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:13\n",
            "INFO:tensorflow:Saving dict for global step 10140: average_loss = 3.9761388, global_step = 10140, label/mean = 26.57353, loss = 270.37744, prediction/mean = 26.618393\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10140: /tmp/tmp_8l0dkg8/model.ckpt-10140\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:14\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10140\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:14\n",
            "INFO:tensorflow:Saving dict for global step 10140: average_loss = 3.9761388, global_step = 10140, label/mean = 26.57353, loss = 270.37744, prediction/mean = 26.618393\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10140: /tmp/tmp_8l0dkg8/model.ckpt-10140\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10140\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 10140 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 716.1859, step = 10140\n",
            "INFO:tensorflow:global_step/sec: 59.2831\n",
            "INFO:tensorflow:loss = 725.28644, step = 10240 (1.690 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.764\n",
            "INFO:tensorflow:loss = 761.3693, step = 10340 (1.648 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 10400 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 684.0759.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:21\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10400\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:21\n",
            "INFO:tensorflow:Saving dict for global step 10400: average_loss = 3.964526, global_step = 10400, label/mean = 26.57353, loss = 269.58777, prediction/mean = 26.57266\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10400: /tmp/tmp_8l0dkg8/model.ckpt-10400\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:22\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10400\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:22\n",
            "INFO:tensorflow:Saving dict for global step 10400: average_loss = 3.964526, global_step = 10400, label/mean = 26.57353, loss = 269.58777, prediction/mean = 26.57266\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10400: /tmp/tmp_8l0dkg8/model.ckpt-10400\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10400\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 10400 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 645.74207, step = 10400\n",
            "INFO:tensorflow:global_step/sec: 60.5801\n",
            "INFO:tensorflow:loss = 840.08307, step = 10500 (1.654 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.2278\n",
            "INFO:tensorflow:loss = 707.67926, step = 10600 (1.632 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 10660 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 687.17224.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:29\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10660\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:29\n",
            "INFO:tensorflow:Saving dict for global step 10660: average_loss = 3.9501297, global_step = 10660, label/mean = 26.57353, loss = 268.60883, prediction/mean = 26.599003\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10660: /tmp/tmp_8l0dkg8/model.ckpt-10660\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:30\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10660\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:31\n",
            "INFO:tensorflow:Saving dict for global step 10660: average_loss = 3.9501297, global_step = 10660, label/mean = 26.57353, loss = 268.60883, prediction/mean = 26.599003\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10660: /tmp/tmp_8l0dkg8/model.ckpt-10660\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10660\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 10660 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 749.0668, step = 10660\n",
            "INFO:tensorflow:global_step/sec: 60.0861\n",
            "INFO:tensorflow:loss = 732.9994, step = 10760 (1.668 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.3176\n",
            "INFO:tensorflow:loss = 562.6356, step = 10860 (1.633 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 10920 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 711.185.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:37\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10920\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:38\n",
            "INFO:tensorflow:Saving dict for global step 10920: average_loss = 3.9481018, global_step = 10920, label/mean = 26.57353, loss = 268.47092, prediction/mean = 26.61623\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10920: /tmp/tmp_8l0dkg8/model.ckpt-10920\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:38\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10920\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:39\n",
            "INFO:tensorflow:Saving dict for global step 10920: average_loss = 3.9481018, global_step = 10920, label/mean = 26.57353, loss = 268.47092, prediction/mean = 26.61623\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 10920: /tmp/tmp_8l0dkg8/model.ckpt-10920\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-10920\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 10920 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 684.5722, step = 10920\n",
            "INFO:tensorflow:global_step/sec: 59.5097\n",
            "INFO:tensorflow:loss = 696.56995, step = 11020 (1.689 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.9504\n",
            "INFO:tensorflow:loss = 756.57666, step = 11120 (1.615 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 11180 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 708.34454.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:45\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11180\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:46\n",
            "INFO:tensorflow:Saving dict for global step 11180: average_loss = 4.0096865, global_step = 11180, label/mean = 26.57353, loss = 272.6587, prediction/mean = 26.366251\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11180: /tmp/tmp_8l0dkg8/model.ckpt-11180\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:47\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11180\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:47\n",
            "INFO:tensorflow:Saving dict for global step 11180: average_loss = 4.0096865, global_step = 11180, label/mean = 26.57353, loss = 272.6587, prediction/mean = 26.366251\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11180: /tmp/tmp_8l0dkg8/model.ckpt-11180\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11180\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 11180 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 667.9511, step = 11180\n",
            "INFO:tensorflow:global_step/sec: 58.7465\n",
            "INFO:tensorflow:loss = 839.04846, step = 11280 (1.706 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.9282\n",
            "INFO:tensorflow:loss = 762.5067, step = 11380 (1.587 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 11440 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 766.75995.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:54\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11440\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:54\n",
            "INFO:tensorflow:Saving dict for global step 11440: average_loss = 3.9722397, global_step = 11440, label/mean = 26.57353, loss = 270.1123, prediction/mean = 26.83246\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11440: /tmp/tmp_8l0dkg8/model.ckpt-11440\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:57:55\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11440\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:57:55\n",
            "INFO:tensorflow:Saving dict for global step 11440: average_loss = 3.9722397, global_step = 11440, label/mean = 26.57353, loss = 270.1123, prediction/mean = 26.83246\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11440: /tmp/tmp_8l0dkg8/model.ckpt-11440\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11440\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 11440 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 691.40204, step = 11440\n",
            "INFO:tensorflow:global_step/sec: 60.6957\n",
            "INFO:tensorflow:loss = 720.56506, step = 11540 (1.650 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.2997\n",
            "INFO:tensorflow:loss = 736.636, step = 11640 (1.608 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 11700 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 692.77203.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:02\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11700\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:02\n",
            "INFO:tensorflow:Saving dict for global step 11700: average_loss = 3.9214218, global_step = 11700, label/mean = 26.57353, loss = 266.65668, prediction/mean = 26.597078\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11700: /tmp/tmp_8l0dkg8/model.ckpt-11700\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:03\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11700\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:03\n",
            "INFO:tensorflow:Saving dict for global step 11700: average_loss = 3.9214218, global_step = 11700, label/mean = 26.57353, loss = 266.65668, prediction/mean = 26.597078\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11700: /tmp/tmp_8l0dkg8/model.ckpt-11700\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11700\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 11700 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 855.0199, step = 11700\n",
            "INFO:tensorflow:global_step/sec: 59.07\n",
            "INFO:tensorflow:loss = 752.3504, step = 11800 (1.695 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.2986\n",
            "INFO:tensorflow:loss = 775.5564, step = 11900 (1.631 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 11960 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 686.5352.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:10\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11960\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:11\n",
            "INFO:tensorflow:Saving dict for global step 11960: average_loss = 3.9290295, global_step = 11960, label/mean = 26.57353, loss = 267.174, prediction/mean = 26.538809\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11960: /tmp/tmp_8l0dkg8/model.ckpt-11960\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:11\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11960\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:12\n",
            "INFO:tensorflow:Saving dict for global step 11960: average_loss = 3.9290295, global_step = 11960, label/mean = 26.57353, loss = 267.174, prediction/mean = 26.538809\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 11960: /tmp/tmp_8l0dkg8/model.ckpt-11960\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-11960\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 11960 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 661.59766, step = 11960\n",
            "INFO:tensorflow:global_step/sec: 60.1848\n",
            "INFO:tensorflow:loss = 681.83215, step = 12060 (1.673 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.2268\n",
            "INFO:tensorflow:loss = 604.1619, step = 12160 (1.609 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 12220 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 648.35284.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:18\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12220\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:19\n",
            "INFO:tensorflow:Saving dict for global step 12220: average_loss = 3.9699976, global_step = 12220, label/mean = 26.57353, loss = 269.95984, prediction/mean = 26.382704\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 12220: /tmp/tmp_8l0dkg8/model.ckpt-12220\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:20\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12220\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:20\n",
            "INFO:tensorflow:Saving dict for global step 12220: average_loss = 3.9699976, global_step = 12220, label/mean = 26.57353, loss = 269.95984, prediction/mean = 26.382704\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 12220: /tmp/tmp_8l0dkg8/model.ckpt-12220\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12220\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 12220 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 660.29126, step = 12220\n",
            "INFO:tensorflow:global_step/sec: 59.3284\n",
            "INFO:tensorflow:loss = 813.91815, step = 12320 (1.694 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.9536\n",
            "INFO:tensorflow:loss = 736.35114, step = 12420 (1.584 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 12480 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 654.5492.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:27\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12480\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:27\n",
            "INFO:tensorflow:Saving dict for global step 12480: average_loss = 3.8987167, global_step = 12480, label/mean = 26.57353, loss = 265.11273, prediction/mean = 26.688461\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 12480: /tmp/tmp_8l0dkg8/model.ckpt-12480\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:28\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12480\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:28\n",
            "INFO:tensorflow:Saving dict for global step 12480: average_loss = 3.8987167, global_step = 12480, label/mean = 26.57353, loss = 265.11273, prediction/mean = 26.688461\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 12480: /tmp/tmp_8l0dkg8/model.ckpt-12480\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12480\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 12480 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 683.9055, step = 12480\n",
            "INFO:tensorflow:global_step/sec: 60.5056\n",
            "INFO:tensorflow:loss = 710.37317, step = 12580 (1.659 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.142\n",
            "INFO:tensorflow:loss = 687.0437, step = 12680 (1.608 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 12740 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 831.1051.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:35\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12740\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:35\n",
            "INFO:tensorflow:Saving dict for global step 12740: average_loss = 3.934083, global_step = 12740, label/mean = 26.57353, loss = 267.51764, prediction/mean = 26.428068\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 12740: /tmp/tmp_8l0dkg8/model.ckpt-12740\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:36\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12740\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:36\n",
            "INFO:tensorflow:Saving dict for global step 12740: average_loss = 3.934083, global_step = 12740, label/mean = 26.57353, loss = 267.51764, prediction/mean = 26.428068\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 12740: /tmp/tmp_8l0dkg8/model.ckpt-12740\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-12740\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 12740 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 697.92834, step = 12740\n",
            "INFO:tensorflow:global_step/sec: 59.4019\n",
            "INFO:tensorflow:loss = 592.60504, step = 12840 (1.691 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.621\n",
            "INFO:tensorflow:loss = 822.85803, step = 12940 (1.624 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 13000 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 685.15106.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:43\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13000\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:44\n",
            "INFO:tensorflow:Saving dict for global step 13000: average_loss = 3.8904545, global_step = 13000, label/mean = 26.57353, loss = 264.5509, prediction/mean = 26.568468\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13000: /tmp/tmp_8l0dkg8/model.ckpt-13000\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:44\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13000\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:45\n",
            "INFO:tensorflow:Saving dict for global step 13000: average_loss = 3.8904545, global_step = 13000, label/mean = 26.57353, loss = 264.5509, prediction/mean = 26.568468\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13000: /tmp/tmp_8l0dkg8/model.ckpt-13000\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13000\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 13000 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 728.0134, step = 13000\n",
            "INFO:tensorflow:global_step/sec: 59.7814\n",
            "INFO:tensorflow:loss = 925.0967, step = 13100 (1.676 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.9138\n",
            "INFO:tensorflow:loss = 673.45764, step = 13200 (1.673 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 13260 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 649.054.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:52\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13260\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:52\n",
            "INFO:tensorflow:Saving dict for global step 13260: average_loss = 3.880688, global_step = 13260, label/mean = 26.57353, loss = 263.88678, prediction/mean = 26.695143\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13260: /tmp/tmp_8l0dkg8/model.ckpt-13260\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:58:53\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13260\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:58:53\n",
            "INFO:tensorflow:Saving dict for global step 13260: average_loss = 3.880688, global_step = 13260, label/mean = 26.57353, loss = 263.88678, prediction/mean = 26.695143\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13260: /tmp/tmp_8l0dkg8/model.ckpt-13260\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13260\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 13260 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 705.6896, step = 13260\n",
            "INFO:tensorflow:global_step/sec: 58.3713\n",
            "INFO:tensorflow:loss = 607.1777, step = 13360 (1.718 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.5474\n",
            "INFO:tensorflow:loss = 686.5867, step = 13460 (1.648 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 13520 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 700.7658.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:00\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13520\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:00\n",
            "INFO:tensorflow:Saving dict for global step 13520: average_loss = 3.9015188, global_step = 13520, label/mean = 26.57353, loss = 265.30328, prediction/mean = 26.436241\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13520: /tmp/tmp_8l0dkg8/model.ckpt-13520\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:01\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13520\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:02\n",
            "INFO:tensorflow:Saving dict for global step 13520: average_loss = 3.9015188, global_step = 13520, label/mean = 26.57353, loss = 265.30328, prediction/mean = 26.436241\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13520: /tmp/tmp_8l0dkg8/model.ckpt-13520\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13520\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 13520 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 726.7878, step = 13520\n",
            "INFO:tensorflow:global_step/sec: 59.0462\n",
            "INFO:tensorflow:loss = 652.7568, step = 13620 (1.698 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.0378\n",
            "INFO:tensorflow:loss = 776.9184, step = 13720 (1.610 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 13780 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 760.7551.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:08\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13780\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:09\n",
            "INFO:tensorflow:Saving dict for global step 13780: average_loss = 3.886085, global_step = 13780, label/mean = 26.57353, loss = 264.25378, prediction/mean = 26.467667\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13780: /tmp/tmp_8l0dkg8/model.ckpt-13780\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:09\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13780\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:10\n",
            "INFO:tensorflow:Saving dict for global step 13780: average_loss = 3.886085, global_step = 13780, label/mean = 26.57353, loss = 264.25378, prediction/mean = 26.467667\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 13780: /tmp/tmp_8l0dkg8/model.ckpt-13780\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-13780\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 13780 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 727.7632, step = 13780\n",
            "INFO:tensorflow:global_step/sec: 57.4826\n",
            "INFO:tensorflow:loss = 701.3012, step = 13880 (1.749 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.3134\n",
            "INFO:tensorflow:loss = 701.29114, step = 13980 (1.628 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 14040 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 604.407.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:17\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14040\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:17\n",
            "INFO:tensorflow:Saving dict for global step 14040: average_loss = 3.888293, global_step = 14040, label/mean = 26.57353, loss = 264.40393, prediction/mean = 26.450468\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14040: /tmp/tmp_8l0dkg8/model.ckpt-14040\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:18\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14040\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:18\n",
            "INFO:tensorflow:Saving dict for global step 14040: average_loss = 3.888293, global_step = 14040, label/mean = 26.57353, loss = 264.40393, prediction/mean = 26.450468\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14040: /tmp/tmp_8l0dkg8/model.ckpt-14040\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14040\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 14040 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 700.9166, step = 14040\n",
            "INFO:tensorflow:global_step/sec: 58.4874\n",
            "INFO:tensorflow:loss = 761.03174, step = 14140 (1.714 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.6306\n",
            "INFO:tensorflow:loss = 693.9368, step = 14240 (1.675 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 14300 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 669.6153.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:25\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14300\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:25\n",
            "INFO:tensorflow:Saving dict for global step 14300: average_loss = 3.8644862, global_step = 14300, label/mean = 26.57353, loss = 262.78506, prediction/mean = 26.509201\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14300: /tmp/tmp_8l0dkg8/model.ckpt-14300\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:26\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14300\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:27\n",
            "INFO:tensorflow:Saving dict for global step 14300: average_loss = 3.8644862, global_step = 14300, label/mean = 26.57353, loss = 262.78506, prediction/mean = 26.509201\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14300: /tmp/tmp_8l0dkg8/model.ckpt-14300\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14300\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 14300 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 707.83484, step = 14300\n",
            "INFO:tensorflow:global_step/sec: 60.4488\n",
            "INFO:tensorflow:loss = 634.1111, step = 14400 (1.663 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.1597\n",
            "INFO:tensorflow:loss = 727.4033, step = 14500 (1.631 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 14560 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 679.16833.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:33\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14560\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:34\n",
            "INFO:tensorflow:Saving dict for global step 14560: average_loss = 3.8404622, global_step = 14560, label/mean = 26.57353, loss = 261.15143, prediction/mean = 26.635435\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14560: /tmp/tmp_8l0dkg8/model.ckpt-14560\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:34\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14560\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:35\n",
            "INFO:tensorflow:Saving dict for global step 14560: average_loss = 3.8404622, global_step = 14560, label/mean = 26.57353, loss = 261.15143, prediction/mean = 26.635435\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14560: /tmp/tmp_8l0dkg8/model.ckpt-14560\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14560\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 14560 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 742.293, step = 14560\n",
            "INFO:tensorflow:global_step/sec: 58.9624\n",
            "INFO:tensorflow:loss = 630.64575, step = 14660 (1.698 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.6644\n",
            "INFO:tensorflow:loss = 686.74023, step = 14760 (1.599 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 14820 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 635.5631.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:42\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14820\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:42\n",
            "INFO:tensorflow:Saving dict for global step 14820: average_loss = 3.8584733, global_step = 14820, label/mean = 26.57353, loss = 262.3762, prediction/mean = 26.750631\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14820: /tmp/tmp_8l0dkg8/model.ckpt-14820\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:43\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14820\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:43\n",
            "INFO:tensorflow:Saving dict for global step 14820: average_loss = 3.8584733, global_step = 14820, label/mean = 26.57353, loss = 262.3762, prediction/mean = 26.750631\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 14820: /tmp/tmp_8l0dkg8/model.ckpt-14820\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-14820\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 14820 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 749.4882, step = 14820\n",
            "INFO:tensorflow:global_step/sec: 59.4626\n",
            "INFO:tensorflow:loss = 698.99414, step = 14920 (1.687 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.1684\n",
            "INFO:tensorflow:loss = 791.4784, step = 15020 (1.692 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 15080 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 616.5537.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:50\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15080\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:50\n",
            "INFO:tensorflow:Saving dict for global step 15080: average_loss = 3.8463893, global_step = 15080, label/mean = 26.57353, loss = 261.55447, prediction/mean = 26.510387\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15080: /tmp/tmp_8l0dkg8/model.ckpt-15080\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:51\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15080\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:52\n",
            "INFO:tensorflow:Saving dict for global step 15080: average_loss = 3.8463893, global_step = 15080, label/mean = 26.57353, loss = 261.55447, prediction/mean = 26.510387\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15080: /tmp/tmp_8l0dkg8/model.ckpt-15080\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15080\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 15080 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 695.4162, step = 15080\n",
            "INFO:tensorflow:global_step/sec: 57.4977\n",
            "INFO:tensorflow:loss = 721.74347, step = 15180 (1.742 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.2434\n",
            "INFO:tensorflow:loss = 774.71674, step = 15280 (1.638 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 15340 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 653.5245.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:58\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15340\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-06:59:59\n",
            "INFO:tensorflow:Saving dict for global step 15340: average_loss = 3.864275, global_step = 15340, label/mean = 26.57353, loss = 262.7707, prediction/mean = 26.444046\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15340: /tmp/tmp_8l0dkg8/model.ckpt-15340\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-06:59:59\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15340\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:00\n",
            "INFO:tensorflow:Saving dict for global step 15340: average_loss = 3.864275, global_step = 15340, label/mean = 26.57353, loss = 262.7707, prediction/mean = 26.444046\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15340: /tmp/tmp_8l0dkg8/model.ckpt-15340\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15340\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 15340 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 693.1239, step = 15340\n",
            "INFO:tensorflow:global_step/sec: 59.4782\n",
            "INFO:tensorflow:loss = 803.9333, step = 15440 (1.688 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.4013\n",
            "INFO:tensorflow:loss = 618.5465, step = 15540 (1.602 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 15600 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 759.2197.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:07\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15600\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:07\n",
            "INFO:tensorflow:Saving dict for global step 15600: average_loss = 3.8253734, global_step = 15600, label/mean = 26.57353, loss = 260.1254, prediction/mean = 26.74485\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15600: /tmp/tmp_8l0dkg8/model.ckpt-15600\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:08\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15600\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:08\n",
            "INFO:tensorflow:Saving dict for global step 15600: average_loss = 3.8253734, global_step = 15600, label/mean = 26.57353, loss = 260.1254, prediction/mean = 26.74485\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15600: /tmp/tmp_8l0dkg8/model.ckpt-15600\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15600\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 15600 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 670.65576, step = 15600\n",
            "INFO:tensorflow:global_step/sec: 58.1573\n",
            "INFO:tensorflow:loss = 804.8919, step = 15700 (1.722 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.2825\n",
            "INFO:tensorflow:loss = 689.64923, step = 15800 (1.664 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 15860 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 614.90906.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:15\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15860\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:15\n",
            "INFO:tensorflow:Saving dict for global step 15860: average_loss = 3.8256059, global_step = 15860, label/mean = 26.57353, loss = 260.1412, prediction/mean = 26.7547\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15860: /tmp/tmp_8l0dkg8/model.ckpt-15860\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:16\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15860\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:17\n",
            "INFO:tensorflow:Saving dict for global step 15860: average_loss = 3.8256059, global_step = 15860, label/mean = 26.57353, loss = 260.1412, prediction/mean = 26.7547\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 15860: /tmp/tmp_8l0dkg8/model.ckpt-15860\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-15860\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 15860 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 725.027, step = 15860\n",
            "INFO:tensorflow:global_step/sec: 58.9498\n",
            "INFO:tensorflow:loss = 599.04645, step = 15960 (1.705 sec)\n",
            "INFO:tensorflow:global_step/sec: 63.957\n",
            "INFO:tensorflow:loss = 650.6857, step = 16060 (1.564 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 16120 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 719.1929.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:23\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16120\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:24\n",
            "INFO:tensorflow:Saving dict for global step 16120: average_loss = 3.8691483, global_step = 16120, label/mean = 26.57353, loss = 263.10208, prediction/mean = 26.368008\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16120: /tmp/tmp_8l0dkg8/model.ckpt-16120\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:24\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16120\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:25\n",
            "INFO:tensorflow:Saving dict for global step 16120: average_loss = 3.8691483, global_step = 16120, label/mean = 26.57353, loss = 263.10208, prediction/mean = 26.368008\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16120: /tmp/tmp_8l0dkg8/model.ckpt-16120\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16120\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 16120 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 688.73474, step = 16120\n",
            "INFO:tensorflow:global_step/sec: 58.9113\n",
            "INFO:tensorflow:loss = 752.86444, step = 16220 (1.702 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.9621\n",
            "INFO:tensorflow:loss = 678.2766, step = 16320 (1.638 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 16380 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 708.9335.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:32\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16380\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:32\n",
            "INFO:tensorflow:Saving dict for global step 16380: average_loss = 3.9929714, global_step = 16380, label/mean = 26.57353, loss = 271.52206, prediction/mean = 26.183563\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16380: /tmp/tmp_8l0dkg8/model.ckpt-16380\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:33\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16380\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:33\n",
            "INFO:tensorflow:Saving dict for global step 16380: average_loss = 3.9929714, global_step = 16380, label/mean = 26.57353, loss = 271.52206, prediction/mean = 26.183563\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16380: /tmp/tmp_8l0dkg8/model.ckpt-16380\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16380\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 16380 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 655.91925, step = 16380\n",
            "INFO:tensorflow:global_step/sec: 59.3353\n",
            "INFO:tensorflow:loss = 711.4788, step = 16480 (1.693 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.8877\n",
            "INFO:tensorflow:loss = 704.1018, step = 16580 (1.614 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 16640 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 740.561.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:40\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16640\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:40\n",
            "INFO:tensorflow:Saving dict for global step 16640: average_loss = 3.8583455, global_step = 16640, label/mean = 26.57353, loss = 262.3675, prediction/mean = 26.366196\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16640: /tmp/tmp_8l0dkg8/model.ckpt-16640\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:41\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16640\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:42\n",
            "INFO:tensorflow:Saving dict for global step 16640: average_loss = 3.8583455, global_step = 16640, label/mean = 26.57353, loss = 262.3675, prediction/mean = 26.366196\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16640: /tmp/tmp_8l0dkg8/model.ckpt-16640\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16640\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 16640 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 640.11664, step = 16640\n",
            "INFO:tensorflow:global_step/sec: 59.4467\n",
            "INFO:tensorflow:loss = 643.5967, step = 16740 (1.688 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.1006\n",
            "INFO:tensorflow:loss = 719.33624, step = 16840 (1.660 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 16900 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 745.52637.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:48\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16900\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:49\n",
            "INFO:tensorflow:Saving dict for global step 16900: average_loss = 3.8644109, global_step = 16900, label/mean = 26.57353, loss = 262.77994, prediction/mean = 26.90789\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16900: /tmp/tmp_8l0dkg8/model.ckpt-16900\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:49\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16900\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:50\n",
            "INFO:tensorflow:Saving dict for global step 16900: average_loss = 3.8644109, global_step = 16900, label/mean = 26.57353, loss = 262.77994, prediction/mean = 26.90789\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 16900: /tmp/tmp_8l0dkg8/model.ckpt-16900\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-16900\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 16900 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 807.82166, step = 16900\n",
            "INFO:tensorflow:global_step/sec: 59.1615\n",
            "INFO:tensorflow:loss = 684.5483, step = 17000 (1.698 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.7672\n",
            "INFO:tensorflow:loss = 758.44257, step = 17100 (1.644 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 17160 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 709.43286.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:57\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17160\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:57\n",
            "INFO:tensorflow:Saving dict for global step 17160: average_loss = 3.8758144, global_step = 17160, label/mean = 26.57353, loss = 263.5554, prediction/mean = 26.330523\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17160: /tmp/tmp_8l0dkg8/model.ckpt-17160\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:00:58\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17160\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:00:58\n",
            "INFO:tensorflow:Saving dict for global step 17160: average_loss = 3.8758144, global_step = 17160, label/mean = 26.57353, loss = 263.5554, prediction/mean = 26.330523\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17160: /tmp/tmp_8l0dkg8/model.ckpt-17160\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17160\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 17160 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 698.6173, step = 17160\n",
            "INFO:tensorflow:global_step/sec: 59.0321\n",
            "INFO:tensorflow:loss = 644.05, step = 17260 (1.704 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.32\n",
            "INFO:tensorflow:loss = 586.64105, step = 17360 (1.650 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 17420 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 607.9045.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:05\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17420\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:06\n",
            "INFO:tensorflow:Saving dict for global step 17420: average_loss = 3.7941468, global_step = 17420, label/mean = 26.57353, loss = 258.00198, prediction/mean = 26.760042\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17420: /tmp/tmp_8l0dkg8/model.ckpt-17420\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:06\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17420\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:07\n",
            "INFO:tensorflow:Saving dict for global step 17420: average_loss = 3.7941468, global_step = 17420, label/mean = 26.57353, loss = 258.00198, prediction/mean = 26.760042\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17420: /tmp/tmp_8l0dkg8/model.ckpt-17420\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17420\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 17420 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 717.91675, step = 17420\n",
            "INFO:tensorflow:global_step/sec: 58.9004\n",
            "INFO:tensorflow:loss = 675.8291, step = 17520 (1.704 sec)\n",
            "INFO:tensorflow:global_step/sec: 64.9451\n",
            "INFO:tensorflow:loss = 653.2027, step = 17620 (1.540 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 17680 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 654.142.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:13\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17680\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:14\n",
            "INFO:tensorflow:Saving dict for global step 17680: average_loss = 3.7631211, global_step = 17680, label/mean = 26.57353, loss = 255.89224, prediction/mean = 26.659166\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17680: /tmp/tmp_8l0dkg8/model.ckpt-17680\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:14\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17680\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:15\n",
            "INFO:tensorflow:Saving dict for global step 17680: average_loss = 3.7631211, global_step = 17680, label/mean = 26.57353, loss = 255.89224, prediction/mean = 26.659166\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17680: /tmp/tmp_8l0dkg8/model.ckpt-17680\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17680\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 17680 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 716.0975, step = 17680\n",
            "INFO:tensorflow:global_step/sec: 58.9455\n",
            "INFO:tensorflow:loss = 686.2955, step = 17780 (1.704 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.5735\n",
            "INFO:tensorflow:loss = 764.38995, step = 17880 (1.618 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 17940 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 646.4381.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:22\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17940\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:22\n",
            "INFO:tensorflow:Saving dict for global step 17940: average_loss = 3.7693903, global_step = 17940, label/mean = 26.57353, loss = 256.31854, prediction/mean = 26.611752\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17940: /tmp/tmp_8l0dkg8/model.ckpt-17940\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:23\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17940\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:23\n",
            "INFO:tensorflow:Saving dict for global step 17940: average_loss = 3.7693903, global_step = 17940, label/mean = 26.57353, loss = 256.31854, prediction/mean = 26.611752\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 17940: /tmp/tmp_8l0dkg8/model.ckpt-17940\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-17940\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 17940 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 668.5326, step = 17940\n",
            "INFO:tensorflow:global_step/sec: 60.5408\n",
            "INFO:tensorflow:loss = 692.5692, step = 18040 (1.658 sec)\n",
            "INFO:tensorflow:global_step/sec: 64.1802\n",
            "INFO:tensorflow:loss = 642.9042, step = 18140 (1.553 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 18200 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 650.20807.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:30\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18200\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:30\n",
            "INFO:tensorflow:Saving dict for global step 18200: average_loss = 3.754449, global_step = 18200, label/mean = 26.57353, loss = 255.30252, prediction/mean = 26.687195\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18200: /tmp/tmp_8l0dkg8/model.ckpt-18200\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:31\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18200\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:31\n",
            "INFO:tensorflow:Saving dict for global step 18200: average_loss = 3.754449, global_step = 18200, label/mean = 26.57353, loss = 255.30252, prediction/mean = 26.687195\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18200: /tmp/tmp_8l0dkg8/model.ckpt-18200\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18200\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 18200 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 704.62573, step = 18200\n",
            "INFO:tensorflow:global_step/sec: 59.8555\n",
            "INFO:tensorflow:loss = 601.3965, step = 18300 (1.674 sec)\n",
            "INFO:tensorflow:global_step/sec: 63.509\n",
            "INFO:tensorflow:loss = 625.60925, step = 18400 (1.577 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 18460 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 845.43726.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:38\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18460\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:39\n",
            "INFO:tensorflow:Saving dict for global step 18460: average_loss = 3.7788167, global_step = 18460, label/mean = 26.57353, loss = 256.95953, prediction/mean = 26.442825\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18460: /tmp/tmp_8l0dkg8/model.ckpt-18460\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:39\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18460\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:40\n",
            "INFO:tensorflow:Saving dict for global step 18460: average_loss = 3.7788167, global_step = 18460, label/mean = 26.57353, loss = 256.95953, prediction/mean = 26.442825\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18460: /tmp/tmp_8l0dkg8/model.ckpt-18460\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18460\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 18460 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 737.7874, step = 18460\n",
            "INFO:tensorflow:global_step/sec: 59.3248\n",
            "INFO:tensorflow:loss = 624.6314, step = 18560 (1.684 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.4134\n",
            "INFO:tensorflow:loss = 685.1925, step = 18660 (1.628 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 18720 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 587.6133.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:46\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18720\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:47\n",
            "INFO:tensorflow:Saving dict for global step 18720: average_loss = 3.7976735, global_step = 18720, label/mean = 26.57353, loss = 258.2418, prediction/mean = 26.861313\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18720: /tmp/tmp_8l0dkg8/model.ckpt-18720\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:48\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18720\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:48\n",
            "INFO:tensorflow:Saving dict for global step 18720: average_loss = 3.7976735, global_step = 18720, label/mean = 26.57353, loss = 258.2418, prediction/mean = 26.861313\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18720: /tmp/tmp_8l0dkg8/model.ckpt-18720\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18720\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 18720 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 682.749, step = 18720\n",
            "INFO:tensorflow:global_step/sec: 59.6066\n",
            "INFO:tensorflow:loss = 812.65594, step = 18820 (1.680 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.0657\n",
            "INFO:tensorflow:loss = 788.7942, step = 18920 (1.641 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 18980 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 574.92444.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:55\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18980\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:55\n",
            "INFO:tensorflow:Saving dict for global step 18980: average_loss = 3.7504056, global_step = 18980, label/mean = 26.57353, loss = 255.02757, prediction/mean = 26.737307\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18980: /tmp/tmp_8l0dkg8/model.ckpt-18980\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:01:56\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18980\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:01:56\n",
            "INFO:tensorflow:Saving dict for global step 18980: average_loss = 3.7504056, global_step = 18980, label/mean = 26.57353, loss = 255.02757, prediction/mean = 26.737307\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 18980: /tmp/tmp_8l0dkg8/model.ckpt-18980\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-18980\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 18980 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 664.10565, step = 18980\n",
            "INFO:tensorflow:global_step/sec: 58.1986\n",
            "INFO:tensorflow:loss = 627.10547, step = 19080 (1.725 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.9775\n",
            "INFO:tensorflow:loss = 681.5654, step = 19180 (1.610 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 19240 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 777.2627.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:03\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19240\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:03\n",
            "INFO:tensorflow:Saving dict for global step 19240: average_loss = 3.731341, global_step = 19240, label/mean = 26.57353, loss = 253.73119, prediction/mean = 26.649998\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 19240: /tmp/tmp_8l0dkg8/model.ckpt-19240\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:04\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19240\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:05\n",
            "INFO:tensorflow:Saving dict for global step 19240: average_loss = 3.731341, global_step = 19240, label/mean = 26.57353, loss = 253.73119, prediction/mean = 26.649998\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 19240: /tmp/tmp_8l0dkg8/model.ckpt-19240\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19240\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 19240 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 635.8923, step = 19240\n",
            "INFO:tensorflow:global_step/sec: 60.5164\n",
            "INFO:tensorflow:loss = 620.0112, step = 19340 (1.658 sec)\n",
            "INFO:tensorflow:global_step/sec: 64.6037\n",
            "INFO:tensorflow:loss = 710.0297, step = 19440 (1.551 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 19500 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 684.466.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:11\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19500\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:12\n",
            "INFO:tensorflow:Saving dict for global step 19500: average_loss = 3.75287, global_step = 19500, label/mean = 26.57353, loss = 255.19516, prediction/mean = 26.47423\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 19500: /tmp/tmp_8l0dkg8/model.ckpt-19500\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:12\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19500\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:13\n",
            "INFO:tensorflow:Saving dict for global step 19500: average_loss = 3.75287, global_step = 19500, label/mean = 26.57353, loss = 255.19516, prediction/mean = 26.47423\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 19500: /tmp/tmp_8l0dkg8/model.ckpt-19500\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19500\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 19500 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 641.84045, step = 19500\n",
            "INFO:tensorflow:global_step/sec: 59.4791\n",
            "INFO:tensorflow:loss = 646.1924, step = 19600 (1.689 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.686\n",
            "INFO:tensorflow:loss = 741.13196, step = 19700 (1.592 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 19760 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 566.16266.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:20\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19760\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:20\n",
            "INFO:tensorflow:Saving dict for global step 19760: average_loss = 3.736868, global_step = 19760, label/mean = 26.57353, loss = 254.10701, prediction/mean = 26.512314\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 19760: /tmp/tmp_8l0dkg8/model.ckpt-19760\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:21\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19760\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:21\n",
            "INFO:tensorflow:Saving dict for global step 19760: average_loss = 3.736868, global_step = 19760, label/mean = 26.57353, loss = 254.10701, prediction/mean = 26.512314\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 19760: /tmp/tmp_8l0dkg8/model.ckpt-19760\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-19760\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 19760 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 687.53766, step = 19760\n",
            "INFO:tensorflow:global_step/sec: 61.3569\n",
            "INFO:tensorflow:loss = 669.84033, step = 19860 (1.633 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.9581\n",
            "INFO:tensorflow:loss = 741.232, step = 19960 (1.587 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 20020 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 697.59375.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:28\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20020\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:28\n",
            "INFO:tensorflow:Saving dict for global step 20020: average_loss = 3.7227137, global_step = 20020, label/mean = 26.57353, loss = 253.14453, prediction/mean = 26.675339\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20020: /tmp/tmp_8l0dkg8/model.ckpt-20020\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:29\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20020\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:29\n",
            "INFO:tensorflow:Saving dict for global step 20020: average_loss = 3.7227137, global_step = 20020, label/mean = 26.57353, loss = 253.14453, prediction/mean = 26.675339\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20020: /tmp/tmp_8l0dkg8/model.ckpt-20020\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20020\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 20020 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 649.6181, step = 20020\n",
            "INFO:tensorflow:global_step/sec: 60.173\n",
            "INFO:tensorflow:loss = 643.63586, step = 20120 (1.668 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.5208\n",
            "INFO:tensorflow:loss = 562.81506, step = 20220 (1.596 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 20280 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 600.76715.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:36\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20280\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:36\n",
            "INFO:tensorflow:Saving dict for global step 20280: average_loss = 3.7265916, global_step = 20280, label/mean = 26.57353, loss = 253.40823, prediction/mean = 26.731203\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20280: /tmp/tmp_8l0dkg8/model.ckpt-20280\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:37\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20280\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:37\n",
            "INFO:tensorflow:Saving dict for global step 20280: average_loss = 3.7265916, global_step = 20280, label/mean = 26.57353, loss = 253.40823, prediction/mean = 26.731203\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20280: /tmp/tmp_8l0dkg8/model.ckpt-20280\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20280\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 20280 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 566.4608, step = 20280\n",
            "INFO:tensorflow:global_step/sec: 59.5207\n",
            "INFO:tensorflow:loss = 662.288, step = 20380 (1.683 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.2795\n",
            "INFO:tensorflow:loss = 663.6762, step = 20480 (1.662 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 20540 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 535.78455.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:44\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20540\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:45\n",
            "INFO:tensorflow:Saving dict for global step 20540: average_loss = 3.7257144, global_step = 20540, label/mean = 26.57353, loss = 253.34859, prediction/mean = 26.728975\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20540: /tmp/tmp_8l0dkg8/model.ckpt-20540\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:45\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20540\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:46\n",
            "INFO:tensorflow:Saving dict for global step 20540: average_loss = 3.7257144, global_step = 20540, label/mean = 26.57353, loss = 253.34859, prediction/mean = 26.728975\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20540: /tmp/tmp_8l0dkg8/model.ckpt-20540\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20540\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 20540 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 694.4532, step = 20540\n",
            "INFO:tensorflow:global_step/sec: 60.1571\n",
            "INFO:tensorflow:loss = 691.01166, step = 20640 (1.673 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.7064\n",
            "INFO:tensorflow:loss = 559.07666, step = 20740 (1.618 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 20800 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 755.63727.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:53\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20800\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:53\n",
            "INFO:tensorflow:Saving dict for global step 20800: average_loss = 3.701395, global_step = 20800, label/mean = 26.57353, loss = 251.69487, prediction/mean = 26.644863\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20800: /tmp/tmp_8l0dkg8/model.ckpt-20800\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:02:54\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20800\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:02:54\n",
            "INFO:tensorflow:Saving dict for global step 20800: average_loss = 3.701395, global_step = 20800, label/mean = 26.57353, loss = 251.69487, prediction/mean = 26.644863\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 20800: /tmp/tmp_8l0dkg8/model.ckpt-20800\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-20800\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 20800 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 616.1861, step = 20800\n",
            "INFO:tensorflow:global_step/sec: 58.7423\n",
            "INFO:tensorflow:loss = 656.27905, step = 20900 (1.713 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.6871\n",
            "INFO:tensorflow:loss = 633.13196, step = 21000 (1.639 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 21060 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 611.6726.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:01\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21060\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:01\n",
            "INFO:tensorflow:Saving dict for global step 21060: average_loss = 3.70484, global_step = 21060, label/mean = 26.57353, loss = 251.92912, prediction/mean = 26.554855\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21060: /tmp/tmp_8l0dkg8/model.ckpt-21060\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:02\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21060\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:02\n",
            "INFO:tensorflow:Saving dict for global step 21060: average_loss = 3.70484, global_step = 21060, label/mean = 26.57353, loss = 251.92912, prediction/mean = 26.554855\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21060: /tmp/tmp_8l0dkg8/model.ckpt-21060\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21060\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 21060 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 697.4729, step = 21060\n",
            "INFO:tensorflow:global_step/sec: 57.9314\n",
            "INFO:tensorflow:loss = 655.19543, step = 21160 (1.734 sec)\n",
            "INFO:tensorflow:global_step/sec: 63.1203\n",
            "INFO:tensorflow:loss = 663.27563, step = 21260 (1.581 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 21320 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 648.2463.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:09\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21320\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:10\n",
            "INFO:tensorflow:Saving dict for global step 21320: average_loss = 3.697153, global_step = 21320, label/mean = 26.57353, loss = 251.40642, prediction/mean = 26.720228\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21320: /tmp/tmp_8l0dkg8/model.ckpt-21320\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:10\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21320\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:11\n",
            "INFO:tensorflow:Saving dict for global step 21320: average_loss = 3.697153, global_step = 21320, label/mean = 26.57353, loss = 251.40642, prediction/mean = 26.720228\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21320: /tmp/tmp_8l0dkg8/model.ckpt-21320\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21320\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 21320 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 633.70374, step = 21320\n",
            "INFO:tensorflow:global_step/sec: 57.5101\n",
            "INFO:tensorflow:loss = 630.813, step = 21420 (1.742 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.3914\n",
            "INFO:tensorflow:loss = 574.0916, step = 21520 (1.602 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 21580 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 571.5116.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:18\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21580\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:18\n",
            "INFO:tensorflow:Saving dict for global step 21580: average_loss = 3.6987345, global_step = 21580, label/mean = 26.57353, loss = 251.51395, prediction/mean = 26.69433\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21580: /tmp/tmp_8l0dkg8/model.ckpt-21580\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:19\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21580\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:19\n",
            "INFO:tensorflow:Saving dict for global step 21580: average_loss = 3.6987345, global_step = 21580, label/mean = 26.57353, loss = 251.51395, prediction/mean = 26.69433\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21580: /tmp/tmp_8l0dkg8/model.ckpt-21580\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21580\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 21580 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 632.8273, step = 21580\n",
            "INFO:tensorflow:global_step/sec: 58.66\n",
            "INFO:tensorflow:loss = 669.82935, step = 21680 (1.711 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.8577\n",
            "INFO:tensorflow:loss = 694.15137, step = 21780 (1.587 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 21840 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 685.15393.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:26\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21840\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:26\n",
            "INFO:tensorflow:Saving dict for global step 21840: average_loss = 3.7411318, global_step = 21840, label/mean = 26.57353, loss = 254.39696, prediction/mean = 26.397247\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21840: /tmp/tmp_8l0dkg8/model.ckpt-21840\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:27\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21840\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:27\n",
            "INFO:tensorflow:Saving dict for global step 21840: average_loss = 3.7411318, global_step = 21840, label/mean = 26.57353, loss = 254.39696, prediction/mean = 26.397247\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 21840: /tmp/tmp_8l0dkg8/model.ckpt-21840\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-21840\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 21840 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 620.468, step = 21840\n",
            "INFO:tensorflow:global_step/sec: 58.2319\n",
            "INFO:tensorflow:loss = 523.09515, step = 21940 (1.721 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.4876\n",
            "INFO:tensorflow:loss = 563.6811, step = 22040 (1.632 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 22100 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 627.8777.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:34\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22100\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:35\n",
            "INFO:tensorflow:Saving dict for global step 22100: average_loss = 3.68653, global_step = 22100, label/mean = 26.57353, loss = 250.68405, prediction/mean = 26.56372\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22100: /tmp/tmp_8l0dkg8/model.ckpt-22100\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:35\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22100\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:36\n",
            "INFO:tensorflow:Saving dict for global step 22100: average_loss = 3.68653, global_step = 22100, label/mean = 26.57353, loss = 250.68405, prediction/mean = 26.56372\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22100: /tmp/tmp_8l0dkg8/model.ckpt-22100\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22100\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 22100 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 681.46045, step = 22100\n",
            "INFO:tensorflow:global_step/sec: 57.3588\n",
            "INFO:tensorflow:loss = 684.15955, step = 22200 (1.750 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.9222\n",
            "INFO:tensorflow:loss = 655.6608, step = 22300 (1.615 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 22360 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 598.3134.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:43\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22360\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:43\n",
            "INFO:tensorflow:Saving dict for global step 22360: average_loss = 3.7213135, global_step = 22360, label/mean = 26.57353, loss = 253.04932, prediction/mean = 26.419672\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22360: /tmp/tmp_8l0dkg8/model.ckpt-22360\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:44\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22360\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:44\n",
            "INFO:tensorflow:Saving dict for global step 22360: average_loss = 3.7213135, global_step = 22360, label/mean = 26.57353, loss = 253.04932, prediction/mean = 26.419672\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22360: /tmp/tmp_8l0dkg8/model.ckpt-22360\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22360\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 22360 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 604.9022, step = 22360\n",
            "INFO:tensorflow:global_step/sec: 57.2019\n",
            "INFO:tensorflow:loss = 670.3186, step = 22460 (1.752 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.6704\n",
            "INFO:tensorflow:loss = 640.02545, step = 22560 (1.675 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 22620 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 615.1752.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:51\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22620\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:51\n",
            "INFO:tensorflow:Saving dict for global step 22620: average_loss = 3.6753564, global_step = 22620, label/mean = 26.57353, loss = 249.92424, prediction/mean = 26.592756\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22620: /tmp/tmp_8l0dkg8/model.ckpt-22620\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:52\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22620\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:03:53\n",
            "INFO:tensorflow:Saving dict for global step 22620: average_loss = 3.6753564, global_step = 22620, label/mean = 26.57353, loss = 249.92424, prediction/mean = 26.592756\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22620: /tmp/tmp_8l0dkg8/model.ckpt-22620\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22620\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 22620 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 636.9398, step = 22620\n",
            "INFO:tensorflow:global_step/sec: 59.7888\n",
            "INFO:tensorflow:loss = 642.1834, step = 22720 (1.677 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.6824\n",
            "INFO:tensorflow:loss = 769.3541, step = 22820 (1.619 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 22880 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 505.01193.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:03:59\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22880\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:00\n",
            "INFO:tensorflow:Saving dict for global step 22880: average_loss = 3.7331057, global_step = 22880, label/mean = 26.57353, loss = 253.85118, prediction/mean = 26.887827\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22880: /tmp/tmp_8l0dkg8/model.ckpt-22880\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:00\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22880\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:01\n",
            "INFO:tensorflow:Saving dict for global step 22880: average_loss = 3.7331057, global_step = 22880, label/mean = 26.57353, loss = 253.85118, prediction/mean = 26.887827\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 22880: /tmp/tmp_8l0dkg8/model.ckpt-22880\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-22880\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 22880 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 785.3025, step = 22880\n",
            "INFO:tensorflow:global_step/sec: 59.9888\n",
            "INFO:tensorflow:loss = 615.6077, step = 22980 (1.676 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.8199\n",
            "INFO:tensorflow:loss = 624.99963, step = 23080 (1.612 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 23140 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 566.4986.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:08\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23140\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:08\n",
            "INFO:tensorflow:Saving dict for global step 23140: average_loss = 3.6643238, global_step = 23140, label/mean = 26.57353, loss = 249.17403, prediction/mean = 26.542309\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23140: /tmp/tmp_8l0dkg8/model.ckpt-23140\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:09\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23140\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:09\n",
            "INFO:tensorflow:Saving dict for global step 23140: average_loss = 3.6643238, global_step = 23140, label/mean = 26.57353, loss = 249.17403, prediction/mean = 26.542309\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23140: /tmp/tmp_8l0dkg8/model.ckpt-23140\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23140\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 23140 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 650.9772, step = 23140\n",
            "INFO:tensorflow:global_step/sec: 57.9697\n",
            "INFO:tensorflow:loss = 631.7602, step = 23240 (1.727 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.9558\n",
            "INFO:tensorflow:loss = 513.9453, step = 23340 (1.672 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 23400 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 658.98914.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:16\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23400\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:17\n",
            "INFO:tensorflow:Saving dict for global step 23400: average_loss = 3.6818142, global_step = 23400, label/mean = 26.57353, loss = 250.36337, prediction/mean = 26.77651\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23400: /tmp/tmp_8l0dkg8/model.ckpt-23400\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:17\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23400\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:18\n",
            "INFO:tensorflow:Saving dict for global step 23400: average_loss = 3.6818142, global_step = 23400, label/mean = 26.57353, loss = 250.36337, prediction/mean = 26.77651\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23400: /tmp/tmp_8l0dkg8/model.ckpt-23400\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23400\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 23400 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 663.2732, step = 23400\n",
            "INFO:tensorflow:global_step/sec: 58.7434\n",
            "INFO:tensorflow:loss = 658.9026, step = 23500 (1.709 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.6864\n",
            "INFO:tensorflow:loss = 714.41504, step = 23600 (1.643 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 23660 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 586.67505.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:24\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23660\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:25\n",
            "INFO:tensorflow:Saving dict for global step 23660: average_loss = 3.6636217, global_step = 23660, label/mean = 26.57353, loss = 249.12627, prediction/mean = 26.52617\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23660: /tmp/tmp_8l0dkg8/model.ckpt-23660\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:26\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23660\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:26\n",
            "INFO:tensorflow:Saving dict for global step 23660: average_loss = 3.6636217, global_step = 23660, label/mean = 26.57353, loss = 249.12627, prediction/mean = 26.52617\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23660: /tmp/tmp_8l0dkg8/model.ckpt-23660\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23660\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 23660 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 572.72064, step = 23660\n",
            "INFO:tensorflow:global_step/sec: 58.5626\n",
            "INFO:tensorflow:loss = 658.49255, step = 23760 (1.713 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.5137\n",
            "INFO:tensorflow:loss = 667.68243, step = 23860 (1.629 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 23920 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 642.6424.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:33\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23920\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:33\n",
            "INFO:tensorflow:Saving dict for global step 23920: average_loss = 3.704465, global_step = 23920, label/mean = 26.57353, loss = 251.90361, prediction/mean = 26.41878\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23920: /tmp/tmp_8l0dkg8/model.ckpt-23920\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:34\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23920\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:34\n",
            "INFO:tensorflow:Saving dict for global step 23920: average_loss = 3.704465, global_step = 23920, label/mean = 26.57353, loss = 251.90361, prediction/mean = 26.41878\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 23920: /tmp/tmp_8l0dkg8/model.ckpt-23920\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-23920\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 23920 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 655.2218, step = 23920\n",
            "INFO:tensorflow:global_step/sec: 58.7264\n",
            "INFO:tensorflow:loss = 812.3396, step = 24020 (1.710 sec)\n",
            "INFO:tensorflow:global_step/sec: 62.6776\n",
            "INFO:tensorflow:loss = 703.8932, step = 24120 (1.590 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 24180 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 609.9701.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:41\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24180\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:42\n",
            "INFO:tensorflow:Saving dict for global step 24180: average_loss = 3.6500146, global_step = 24180, label/mean = 26.57353, loss = 248.20099, prediction/mean = 26.651058\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24180: /tmp/tmp_8l0dkg8/model.ckpt-24180\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:42\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24180\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:43\n",
            "INFO:tensorflow:Saving dict for global step 24180: average_loss = 3.6500146, global_step = 24180, label/mean = 26.57353, loss = 248.20099, prediction/mean = 26.651058\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24180: /tmp/tmp_8l0dkg8/model.ckpt-24180\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24180\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 24180 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 627.0494, step = 24180\n",
            "INFO:tensorflow:global_step/sec: 57.0001\n",
            "INFO:tensorflow:loss = 753.1078, step = 24280 (1.757 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.0952\n",
            "INFO:tensorflow:loss = 598.14856, step = 24380 (1.666 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 24440 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 667.956.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:50\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24440\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:50\n",
            "INFO:tensorflow:Saving dict for global step 24440: average_loss = 3.654707, global_step = 24440, label/mean = 26.57353, loss = 248.52008, prediction/mean = 26.701231\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24440: /tmp/tmp_8l0dkg8/model.ckpt-24440\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:51\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24440\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:51\n",
            "INFO:tensorflow:Saving dict for global step 24440: average_loss = 3.654707, global_step = 24440, label/mean = 26.57353, loss = 248.52008, prediction/mean = 26.701231\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24440: /tmp/tmp_8l0dkg8/model.ckpt-24440\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24440\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 24440 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 663.938, step = 24440\n",
            "INFO:tensorflow:global_step/sec: 58.9039\n",
            "INFO:tensorflow:loss = 634.3671, step = 24540 (1.699 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.7599\n",
            "INFO:tensorflow:loss = 619.8928, step = 24640 (1.674 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 24700 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 607.9115.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:58\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24700\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:04:58\n",
            "INFO:tensorflow:Saving dict for global step 24700: average_loss = 3.6639438, global_step = 24700, label/mean = 26.57353, loss = 249.14818, prediction/mean = 26.49859\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24700: /tmp/tmp_8l0dkg8/model.ckpt-24700\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:04:59\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24700\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:00\n",
            "INFO:tensorflow:Saving dict for global step 24700: average_loss = 3.6639438, global_step = 24700, label/mean = 26.57353, loss = 249.14818, prediction/mean = 26.49859\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24700: /tmp/tmp_8l0dkg8/model.ckpt-24700\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24700\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 24700 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 714.2955, step = 24700\n",
            "INFO:tensorflow:global_step/sec: 59.5708\n",
            "INFO:tensorflow:loss = 521.5107, step = 24800 (1.684 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.7721\n",
            "INFO:tensorflow:loss = 582.66125, step = 24900 (1.646 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 24960 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 637.89105.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:06\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24960\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:07\n",
            "INFO:tensorflow:Saving dict for global step 24960: average_loss = 3.6480522, global_step = 24960, label/mean = 26.57353, loss = 248.06755, prediction/mean = 26.618473\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24960: /tmp/tmp_8l0dkg8/model.ckpt-24960\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:08\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24960\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:08\n",
            "INFO:tensorflow:Saving dict for global step 24960: average_loss = 3.6480522, global_step = 24960, label/mean = 26.57353, loss = 248.06755, prediction/mean = 26.618473\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 24960: /tmp/tmp_8l0dkg8/model.ckpt-24960\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-24960\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 24960 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 717.53107, step = 24960\n",
            "INFO:tensorflow:global_step/sec: 58.8698\n",
            "INFO:tensorflow:loss = 576.45483, step = 25060 (1.706 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.9069\n",
            "INFO:tensorflow:loss = 800.8147, step = 25160 (1.639 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 25220 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 563.2672.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:15\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25220\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:15\n",
            "INFO:tensorflow:Saving dict for global step 25220: average_loss = 3.6510882, global_step = 25220, label/mean = 26.57353, loss = 248.274, prediction/mean = 26.74173\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 25220: /tmp/tmp_8l0dkg8/model.ckpt-25220\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:16\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25220\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:16\n",
            "INFO:tensorflow:Saving dict for global step 25220: average_loss = 3.6510882, global_step = 25220, label/mean = 26.57353, loss = 248.274, prediction/mean = 26.74173\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 25220: /tmp/tmp_8l0dkg8/model.ckpt-25220\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25220\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 25220 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 711.6695, step = 25220\n",
            "INFO:tensorflow:global_step/sec: 57.4109\n",
            "INFO:tensorflow:loss = 670.5851, step = 25320 (1.746 sec)\n",
            "INFO:tensorflow:global_step/sec: 60.7177\n",
            "INFO:tensorflow:loss = 489.034, step = 25420 (1.645 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 25480 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 546.85583.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:23\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25480\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:23\n",
            "INFO:tensorflow:Saving dict for global step 25480: average_loss = 3.7035134, global_step = 25480, label/mean = 26.57353, loss = 251.83891, prediction/mean = 26.366837\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 25480: /tmp/tmp_8l0dkg8/model.ckpt-25480\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:24\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25480\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:25\n",
            "INFO:tensorflow:Saving dict for global step 25480: average_loss = 3.7035134, global_step = 25480, label/mean = 26.57353, loss = 251.83891, prediction/mean = 26.366837\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 25480: /tmp/tmp_8l0dkg8/model.ckpt-25480\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25480\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 25480 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 632.51953, step = 25480\n",
            "INFO:tensorflow:global_step/sec: 57.882\n",
            "INFO:tensorflow:loss = 651.66364, step = 25580 (1.730 sec)\n",
            "INFO:tensorflow:global_step/sec: 61.5996\n",
            "INFO:tensorflow:loss = 633.6417, step = 25680 (1.623 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 25740 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 543.643.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:31\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25740\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:32\n",
            "INFO:tensorflow:Saving dict for global step 25740: average_loss = 3.6395397, global_step = 25740, label/mean = 26.57353, loss = 247.48871, prediction/mean = 26.718212\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 25740: /tmp/tmp_8l0dkg8/model.ckpt-25740\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:33\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25740\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:33\n",
            "INFO:tensorflow:Saving dict for global step 25740: average_loss = 3.6395397, global_step = 25740, label/mean = 26.57353, loss = 247.48871, prediction/mean = 26.718212\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 25740: /tmp/tmp_8l0dkg8/model.ckpt-25740\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Create CheckpointSaverHook.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-25740\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Saving checkpoints for 25740 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:loss = 657.6535, step = 25740\n",
            "INFO:tensorflow:global_step/sec: 59.1837\n",
            "INFO:tensorflow:loss = 595.8629, step = 25840 (1.695 sec)\n",
            "INFO:tensorflow:global_step/sec: 59.8248\n",
            "INFO:tensorflow:loss = 579.41534, step = 25940 (1.672 sec)\n",
            "INFO:tensorflow:Saving checkpoints for 26000 into /tmp/tmp_8l0dkg8/model.ckpt.\n",
            "INFO:tensorflow:Loss for final step: 656.90405.\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:40\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-26000\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Evaluation [1/1]\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:40\n",
            "INFO:tensorflow:Saving dict for global step 26000: average_loss = 3.6328635, global_step = 26000, label/mean = 26.57353, loss = 247.03471, prediction/mean = 26.59967\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 26000: /tmp/tmp_8l0dkg8/model.ckpt-26000\n",
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Starting evaluation at 2018-11-17-07:05:41\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-26000\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "INFO:tensorflow:Finished evaluation at 2018-11-17-07:05:41\n",
            "INFO:tensorflow:Saving dict for global step 26000: average_loss = 3.6328635, global_step = 26000, label/mean = 26.57353, loss = 247.03471, prediction/mean = 26.59967\n",
            "INFO:tensorflow:Saving 'checkpoint_path' summary for global step 26000: /tmp/tmp_8l0dkg8/model.ckpt-26000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Rlz7tQEIfmRU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "937de80a-6e26-4a76-9a10-25cde7348d55"
      },
      "cell_type": "code",
      "source": [
        "evaluations[0]"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'average_loss': 29.181509,\n",
              " 'global_step': 260,\n",
              " 'label/mean': 26.57353,\n",
              " 'loss': 1984.3427,\n",
              " 'prediction/mean': 25.855219}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "metadata": {
        "id": "2GZUe5HBfs1D",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "outputId": "53145f34-5319-4f63-bc8c-769616568a83"
      },
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "# manually set the parameters of the figure to and appropriate size\n",
        "plt.rcParams['figure.figsize'] = [14, 10]\n",
        "\n",
        "loss_values = [ev['loss'] for ev in evaluations]\n",
        "training_steps = [ev['global_step'] for ev in evaluations]\n",
        "\n",
        "plt.scatter(x=training_steps, y=loss_values)\n",
        "plt.xlabel('Training steps (Epochs = steps / 2)')\n",
        "plt.ylabel('Loss (SSE)')\n",
        "plt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Y3Ra65mgtq8Ho9dXtc85TU+7+bvWT1cnq7WOMt69x6p6zXfvgwSvbt2/vttW6GYcOHVjq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\ngIMjMzMzMzMzAP4G+taX05MsTdoAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fe614ea0eb8>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "hfPcqjL-zD6y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "bcb43ea7-bf06-454f-ff63-5ac2c9f9f46e"
      },
      "cell_type": "code",
      "source": [
        "pred = regressor.predict(input_fn=wx_input_fn(X_test,\n",
        "                                              num_epochs=1,\n",
        "                                              shuffle=False))\n",
        "predictions = np.array([p['predictions'][0] for p in pred])\n",
        "\n",
        "print(\"The Explained Variance: %.2f\" % explained_variance_score(\n",
        "                                            y_test, predictions))  \n",
        "print(\"The Mean Absolute Error: %.2f degrees Celcius\" % mean_absolute_error(\n",
        "                                            y_test, predictions))  \n",
        "print(\"The Median Absolute Error: %.2f degrees Celcius\" % median_absolute_error(\n",
        "                                            y_test, predictions))"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Calling model_fn.\n",
            "INFO:tensorflow:Done calling model_fn.\n",
            "INFO:tensorflow:Graph was finalized.\n",
            "INFO:tensorflow:Restoring parameters from /tmp/tmp_8l0dkg8/model.ckpt-26000\n",
            "INFO:tensorflow:Running local_init_op.\n",
            "INFO:tensorflow:Done running local_init_op.\n",
            "The Explained Variance: 0.95\n",
            "The Mean Absolute Error: 1.16 degrees Celcius\n",
            "The Median Absolute Error: 0.86 degrees Celcius\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "-pb_7z3ucI14",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}