Neural model of Weather Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\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  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read in the csv data into a pandas data frame and set the date as the index\n",
    "df = pd.read_csv('JaipurFinalCleanData.csv').set_index('date')\n",
    "\n",
    "# execute the describe() function and transpose the output so that it doesn't overflow the width of the screen\n",
    "df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "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"
     ]
    }
   ],
   "source": [
    "# execute the info() function\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First drop the maxtempm and mintempm from the dataframe\n",
    "df = df.drop(['mintempm', 'maxtempm'], axis=1)\n",
    "\n",
    "# X will be a pandas dataframe of all columns except meantempm\n",
    "X = df[[col for col in df.columns if col != 'meantempm']]\n",
    "\n",
    "# y will be a pandas series of the meantempm\n",
    "y = df['meantempm']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "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"
     ]
    }
   ],
   "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]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_cols = [tf.feature_column.numeric_column(col) for col in X.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.8.0'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.VERSION #to check it has the latest version over 1.21 if not then install with conda update -f -c conda-forge tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using default config.\n",
      "INFO:tensorflow:Using config: {'_model_dir': 'tf_wx_model', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': None, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x000002C6FBE53C50>, '_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"
     ]
    }
   ],
   "source": [
    "regressor = tf.estimator.DNNRegressor(feature_columns=feature_cols,\n",
    "                                      hidden_units=[50, 50],\n",
    "                                      model_dir='tf_wx_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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",
      "INFO:tensorflow:Saving checkpoints for 1 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 995386.44, step = 0\n",
      "INFO:tensorflow:global_step/sec: 85.6213\n",
      "INFO:tensorflow:loss = 17667.512, step = 100 (1.170 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.4407\n",
      "INFO:tensorflow:loss = 11902.69, step = 200 (1.170 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 260 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 10652.933.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:02\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:02\n",
      "INFO:tensorflow:Saving dict for global step 260: average_loss = 36.174767, global_step = 260, loss = 2459.884\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:03\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-260\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:04\n",
      "INFO:tensorflow:Saving dict for global step 260: average_loss = 36.174767, global_step = 260, loss = 2459.884\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 tf_wx_model\\model.ckpt-260\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 261 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 11162.282, step = 260\n",
      "INFO:tensorflow:global_step/sec: 83.8948\n",
      "INFO:tensorflow:loss = 8337.896, step = 360 (1.197 sec)\n",
      "INFO:tensorflow:global_step/sec: 101.227\n",
      "INFO:tensorflow:loss = 6838.6865, step = 460 (0.988 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 520 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 7730.61.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:09\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:09\n",
      "INFO:tensorflow:Saving dict for global step 520: average_loss = 24.065784, global_step = 520, loss = 1636.4734\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:10\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-520\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:10\n",
      "INFO:tensorflow:Saving dict for global step 520: average_loss = 24.065784, global_step = 520, loss = 1636.4734\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 tf_wx_model\\model.ckpt-520\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 521 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 6582.302, step = 520\n",
      "INFO:tensorflow:global_step/sec: 85.9383\n",
      "INFO:tensorflow:loss = 5413.931, step = 620 (1.165 sec)\n",
      "INFO:tensorflow:global_step/sec: 100.589\n",
      "INFO:tensorflow:loss = 4630.824, step = 720 (0.995 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 780 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 4248.5176.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:15\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:16\n",
      "INFO:tensorflow:Saving dict for global step 780: average_loss = 17.19606, global_step = 780, loss = 1169.3322\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:16\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-780\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:17\n",
      "INFO:tensorflow:Saving dict for global step 780: average_loss = 17.19606, global_step = 780, loss = 1169.3322\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 tf_wx_model\\model.ckpt-780\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 781 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 4764.3105, step = 780\n",
      "INFO:tensorflow:global_step/sec: 83.2108\n",
      "INFO:tensorflow:loss = 3737.3352, step = 880 (1.208 sec)\n",
      "INFO:tensorflow:global_step/sec: 92.5637\n",
      "INFO:tensorflow:loss = 2786.741, step = 980 (1.079 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 1040 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 2676.7808.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:22\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:23\n",
      "INFO:tensorflow:Saving dict for global step 1040: average_loss = 10.483849, global_step = 1040, loss = 712.90173\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:24\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-1040\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:24\n",
      "INFO:tensorflow:Saving dict for global step 1040: average_loss = 10.483849, global_step = 1040, loss = 712.90173\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 tf_wx_model\\model.ckpt-1040\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 1041 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 2503.166, step = 1040\n",
      "INFO:tensorflow:global_step/sec: 85.574\n",
      "INFO:tensorflow:loss = 2186.4763, step = 1140 (1.172 sec)\n",
      "INFO:tensorflow:global_step/sec: 92.5812\n",
      "INFO:tensorflow:loss = 1715.9573, step = 1240 (1.082 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 1300 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1845.8267.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:29\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:30\n",
      "INFO:tensorflow:Saving dict for global step 1300: average_loss = 8.579271, global_step = 1300, loss = 583.39044\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:30\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-1300\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:31\n",
      "INFO:tensorflow:Saving dict for global step 1300: average_loss = 8.579271, global_step = 1300, loss = 583.39044\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 tf_wx_model\\model.ckpt-1300\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 1301 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1766.8708, step = 1300\n",
      "INFO:tensorflow:global_step/sec: 82.3146\n",
      "INFO:tensorflow:loss = 1794.772, step = 1400 (1.222 sec)\n",
      "INFO:tensorflow:global_step/sec: 94.676\n",
      "INFO:tensorflow:loss = 1636.1246, step = 1500 (1.051 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 1560 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1606.3472.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:36\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:37\n",
      "INFO:tensorflow:Saving dict for global step 1560: average_loss = 7.9575257, global_step = 1560, loss = 541.11176\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:37\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-1560\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:38\n",
      "INFO:tensorflow:Saving dict for global step 1560: average_loss = 7.9575257, global_step = 1560, loss = 541.11176\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 tf_wx_model\\model.ckpt-1560\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 1561 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1768.0505, step = 1560\n",
      "INFO:tensorflow:global_step/sec: 82.6778\n",
      "INFO:tensorflow:loss = 1202.2642, step = 1660 (1.213 sec)\n",
      "INFO:tensorflow:global_step/sec: 93.6356\n",
      "INFO:tensorflow:loss = 1609.8966, step = 1760 (1.067 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 1820 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1454.462.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:43\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:44\n",
      "INFO:tensorflow:Saving dict for global step 1820: average_loss = 7.635606, global_step = 1820, loss = 519.2212\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:44\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-1820\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:45\n",
      "INFO:tensorflow:Saving dict for global step 1820: average_loss = 7.635606, global_step = 1820, loss = 519.2212\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 tf_wx_model\\model.ckpt-1820\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 1821 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1331.6339, step = 1820\n",
      "INFO:tensorflow:global_step/sec: 82.5719\n",
      "INFO:tensorflow:loss = 1341.7188, step = 1920 (1.217 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.7176\n",
      "INFO:tensorflow:loss = 1427.3691, step = 2020 (1.127 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2080 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1420.7303.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:50\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:51\n",
      "INFO:tensorflow:Saving dict for global step 2080: average_loss = 7.497528, global_step = 2080, loss = 509.8319\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:51\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-2080\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:52\n",
      "INFO:tensorflow:Saving dict for global step 2080: average_loss = 7.497528, global_step = 2080, loss = 509.8319\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 tf_wx_model\\model.ckpt-2080\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 2081 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1292.65, step = 2080\n",
      "INFO:tensorflow:global_step/sec: 75.9987\n",
      "INFO:tensorflow:loss = 1419.4875, step = 2180 (1.324 sec)\n",
      "INFO:tensorflow:global_step/sec: 72.4849\n",
      "INFO:tensorflow:loss = 1436.1292, step = 2280 (1.374 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2340 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1202.2859.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:58\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:56:58\n",
      "INFO:tensorflow:Saving dict for global step 2340: average_loss = 7.41741, global_step = 2340, loss = 504.38388\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:56:59\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-2340\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:56:59\n",
      "INFO:tensorflow:Saving dict for global step 2340: average_loss = 7.41741, global_step = 2340, loss = 504.38388\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 tf_wx_model\\model.ckpt-2340\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 2341 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1137.8002, step = 2340\n",
      "INFO:tensorflow:global_step/sec: 76.476\n",
      "INFO:tensorflow:loss = 1070.9572, step = 2440 (1.314 sec)\n",
      "INFO:tensorflow:global_step/sec: 83.2434\n",
      "INFO:tensorflow:loss = 1350.2009, step = 2540 (1.198 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2600 into tf_wx_model\\model.ckpt.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Loss for final step: 1280.2817.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:05\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:05\n",
      "INFO:tensorflow:Saving dict for global step 2600: average_loss = 7.3567324, global_step = 2600, loss = 500.2578\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:06\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-2600\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:07\n",
      "INFO:tensorflow:Saving dict for global step 2600: average_loss = 7.3567324, global_step = 2600, loss = 500.2578\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 tf_wx_model\\model.ckpt-2600\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 2601 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1146.9978, step = 2600\n",
      "INFO:tensorflow:global_step/sec: 75.8007\n",
      "INFO:tensorflow:loss = 1580.29, step = 2700 (1.321 sec)\n",
      "INFO:tensorflow:global_step/sec: 86.8925\n",
      "INFO:tensorflow:loss = 1356.288, step = 2800 (1.151 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2860 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1243.0184.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:12\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:13\n",
      "INFO:tensorflow:Saving dict for global step 2860: average_loss = 7.293144, global_step = 2860, loss = 495.9338\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:13\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-2860\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:14\n",
      "INFO:tensorflow:Saving dict for global step 2860: average_loss = 7.293144, global_step = 2860, loss = 495.9338\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 tf_wx_model\\model.ckpt-2860\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 2861 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1126.3966, step = 2860\n",
      "INFO:tensorflow:global_step/sec: 66.1726\n",
      "INFO:tensorflow:loss = 1299.6794, step = 2960 (1.512 sec)\n",
      "INFO:tensorflow:global_step/sec: 87.9904\n",
      "INFO:tensorflow:loss = 1100.1403, step = 3060 (1.137 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 3120 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1486.388.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:20\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:20\n",
      "INFO:tensorflow:Saving dict for global step 3120: average_loss = 7.2873, global_step = 3120, loss = 495.5364\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:21\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-3120\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:21\n",
      "INFO:tensorflow:Saving dict for global step 3120: average_loss = 7.2873, global_step = 3120, loss = 495.5364\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 tf_wx_model\\model.ckpt-3120\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 3121 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1390.5137, step = 3120\n",
      "INFO:tensorflow:global_step/sec: 70.9349\n",
      "INFO:tensorflow:loss = 1337.1157, step = 3220 (1.412 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.5091\n",
      "INFO:tensorflow:loss = 1229.4524, step = 3320 (1.117 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 3380 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1452.9795.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:28\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:28\n",
      "INFO:tensorflow:Saving dict for global step 3380: average_loss = 7.320273, global_step = 3380, loss = 497.77856\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:29\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-3380\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:29\n",
      "INFO:tensorflow:Saving dict for global step 3380: average_loss = 7.320273, global_step = 3380, loss = 497.77856\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 tf_wx_model\\model.ckpt-3380\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 3381 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1217.7853, step = 3380\n",
      "INFO:tensorflow:global_step/sec: 73.5973\n",
      "INFO:tensorflow:loss = 1251.3109, step = 3480 (1.360 sec)\n",
      "INFO:tensorflow:global_step/sec: 83.0505\n",
      "INFO:tensorflow:loss = 1258.2307, step = 3580 (1.206 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 3640 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1436.8586.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:35\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:35\n",
      "INFO:tensorflow:Saving dict for global step 3640: average_loss = 7.3735833, global_step = 3640, loss = 501.40366\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:36\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-3640\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:37\n",
      "INFO:tensorflow:Saving dict for global step 3640: average_loss = 7.3735833, global_step = 3640, loss = 501.40366\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Create CheckpointSaverHook.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-3640\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 3641 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1395.4652, step = 3640\n",
      "INFO:tensorflow:global_step/sec: 78.7643\n",
      "INFO:tensorflow:loss = 1114.8064, step = 3740 (1.272 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.8845\n",
      "INFO:tensorflow:loss = 1325.1136, step = 3840 (1.126 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 3900 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1224.6906.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:42\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:43\n",
      "INFO:tensorflow:Saving dict for global step 3900: average_loss = 7.254879, global_step = 3900, loss = 493.3318\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:43\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-3900\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:44\n",
      "INFO:tensorflow:Saving dict for global step 3900: average_loss = 7.254879, global_step = 3900, loss = 493.3318\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 tf_wx_model\\model.ckpt-3900\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 3901 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1070.2448, step = 3900\n",
      "INFO:tensorflow:global_step/sec: 67.9601\n",
      "INFO:tensorflow:loss = 1349.9105, step = 4000 (1.478 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.5004\n",
      "INFO:tensorflow:loss = 1050.0353, step = 4100 (1.129 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 4160 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 986.5481.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:50\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:50\n",
      "INFO:tensorflow:Saving dict for global step 4160: average_loss = 6.91799, global_step = 4160, loss = 470.42334\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:51\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-4160\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:51\n",
      "INFO:tensorflow:Saving dict for global step 4160: average_loss = 6.91799, global_step = 4160, loss = 470.42334\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 tf_wx_model\\model.ckpt-4160\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 4161 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1239.8, step = 4160\n",
      "INFO:tensorflow:global_step/sec: 59.3862\n",
      "INFO:tensorflow:loss = 1371.6237, step = 4260 (1.686 sec)\n",
      "INFO:tensorflow:global_step/sec: 70.7526\n",
      "INFO:tensorflow:loss = 1071.5695, step = 4360 (1.413 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 4420 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1449.4337.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:58\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:57:58\n",
      "INFO:tensorflow:Saving dict for global step 4420: average_loss = 6.876651, global_step = 4420, loss = 467.61224\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:57:59\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-4420\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:57:59\n",
      "INFO:tensorflow:Saving dict for global step 4420: average_loss = 6.876651, global_step = 4420, loss = 467.61224\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 tf_wx_model\\model.ckpt-4420\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 4421 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1112.48, step = 4420\n",
      "INFO:tensorflow:global_step/sec: 80.1729\n",
      "INFO:tensorflow:loss = 1337.9379, step = 4520 (1.249 sec)\n",
      "INFO:tensorflow:global_step/sec: 79.2924\n",
      "INFO:tensorflow:loss = 1224.043, step = 4620 (1.261 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 4680 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1025.9054.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:05\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:05\n",
      "INFO:tensorflow:Saving dict for global step 4680: average_loss = 6.7191415, global_step = 4680, loss = 456.9016\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:06\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-4680\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:07\n",
      "INFO:tensorflow:Saving dict for global step 4680: average_loss = 6.7191415, global_step = 4680, loss = 456.9016\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 tf_wx_model\\model.ckpt-4680\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 4681 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1041.5961, step = 4680\n",
      "INFO:tensorflow:global_step/sec: 74.9371\n",
      "INFO:tensorflow:loss = 1084.0433, step = 4780 (1.336 sec)\n",
      "INFO:tensorflow:global_step/sec: 92.4522\n",
      "INFO:tensorflow:loss = 1070.5834, step = 4880 (1.083 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 4940 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1191.8806.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:12\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:13\n",
      "INFO:tensorflow:Saving dict for global step 4940: average_loss = 6.6648674, global_step = 4940, loss = 453.21097\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:13\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-4940\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:14\n",
      "INFO:tensorflow:Saving dict for global step 4940: average_loss = 6.6648674, global_step = 4940, loss = 453.21097\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 tf_wx_model\\model.ckpt-4940\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 4941 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1028.8987, step = 4940\n",
      "INFO:tensorflow:global_step/sec: 82.0142\n",
      "INFO:tensorflow:loss = 1141.9016, step = 5040 (1.222 sec)\n",
      "INFO:tensorflow:global_step/sec: 90.1769\n",
      "INFO:tensorflow:loss = 1209.6299, step = 5140 (1.109 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 5200 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1058.6208.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:19\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:20\n",
      "INFO:tensorflow:Saving dict for global step 5200: average_loss = 6.632396, global_step = 5200, loss = 451.00293\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:20\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-5200\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:21\n",
      "INFO:tensorflow:Saving dict for global step 5200: average_loss = 6.632396, global_step = 5200, loss = 451.00293\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 tf_wx_model\\model.ckpt-5200\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 5201 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1177.0958, step = 5200\n",
      "INFO:tensorflow:global_step/sec: 70.5753\n",
      "INFO:tensorflow:loss = 1333.8025, step = 5300 (1.419 sec)\n",
      "INFO:tensorflow:global_step/sec: 94.5106\n",
      "INFO:tensorflow:loss = 1445.9465, step = 5400 (1.058 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 5460 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1152.6799.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:26\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:27\n",
      "INFO:tensorflow:Saving dict for global step 5460: average_loss = 6.560137, global_step = 5460, loss = 446.0893\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:27\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-5460\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:28\n",
      "INFO:tensorflow:Saving dict for global step 5460: average_loss = 6.560137, global_step = 5460, loss = 446.0893\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 tf_wx_model\\model.ckpt-5460\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 5461 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 800.82495, step = 5460\n",
      "INFO:tensorflow:global_step/sec: 76.9779\n",
      "INFO:tensorflow:loss = 1097.5026, step = 5560 (1.304 sec)\n",
      "INFO:tensorflow:global_step/sec: 93.9911\n",
      "INFO:tensorflow:loss = 1064.0784, step = 5660 (1.062 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 5720 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 942.12537.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:33\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:34\n",
      "INFO:tensorflow:Saving dict for global step 5720: average_loss = 6.4845157, global_step = 5720, loss = 440.94705\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:34\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-5720\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:35\n",
      "INFO:tensorflow:Saving dict for global step 5720: average_loss = 6.4845157, global_step = 5720, loss = 440.94705\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 tf_wx_model\\model.ckpt-5720\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 5721 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1080.5198, step = 5720\n",
      "INFO:tensorflow:global_step/sec: 75.9401\n",
      "INFO:tensorflow:loss = 997.83154, step = 5820 (1.320 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.6569\n",
      "INFO:tensorflow:loss = 1350.9801, step = 5920 (1.091 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 5980 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1128.2378.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:41\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:41\n",
      "INFO:tensorflow:Saving dict for global step 5980: average_loss = 6.450683, global_step = 5980, loss = 438.64645\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:42\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-5980\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:43\n",
      "INFO:tensorflow:Saving dict for global step 5980: average_loss = 6.450683, global_step = 5980, loss = 438.64645\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 tf_wx_model\\model.ckpt-5980\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 5981 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1001.55524, step = 5980\n",
      "INFO:tensorflow:global_step/sec: 79.6743\n",
      "INFO:tensorflow:loss = 979.92865, step = 6080 (1.259 sec)\n",
      "INFO:tensorflow:global_step/sec: 77.8167\n",
      "INFO:tensorflow:loss = 1356.0847, step = 6180 (1.283 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 6240 into tf_wx_model\\model.ckpt.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Loss for final step: 1030.6019.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:48\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:49\n",
      "INFO:tensorflow:Saving dict for global step 6240: average_loss = 6.326471, global_step = 6240, loss = 430.2\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:49\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-6240\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:50\n",
      "INFO:tensorflow:Saving dict for global step 6240: average_loss = 6.326471, global_step = 6240, loss = 430.2\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 tf_wx_model\\model.ckpt-6240\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 6241 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1063.0459, step = 6240\n",
      "INFO:tensorflow:global_step/sec: 73.2079\n",
      "INFO:tensorflow:loss = 1102.1194, step = 6340 (1.369 sec)\n",
      "INFO:tensorflow:global_step/sec: 94.592\n",
      "INFO:tensorflow:loss = 889.9176, step = 6440 (1.056 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 6500 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 833.63824.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:55\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:58:56\n",
      "INFO:tensorflow:Saving dict for global step 6500: average_loss = 6.263033, global_step = 6500, loss = 425.88623\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:58:56\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-6500\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:58:57\n",
      "INFO:tensorflow:Saving dict for global step 6500: average_loss = 6.263033, global_step = 6500, loss = 425.88623\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 tf_wx_model\\model.ckpt-6500\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 6501 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1041.1766, step = 6500\n",
      "INFO:tensorflow:global_step/sec: 77.2291\n",
      "INFO:tensorflow:loss = 952.854, step = 6600 (1.297 sec)\n",
      "INFO:tensorflow:global_step/sec: 65.6313\n",
      "INFO:tensorflow:loss = 952.7715, step = 6700 (1.528 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 6760 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1120.366.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:04\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:04\n",
      "INFO:tensorflow:Saving dict for global step 6760: average_loss = 6.3581543, global_step = 6760, loss = 432.3545\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:05\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-6760\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:06\n",
      "INFO:tensorflow:Saving dict for global step 6760: average_loss = 6.3581543, global_step = 6760, loss = 432.3545\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 tf_wx_model\\model.ckpt-6760\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 6761 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1092.5757, step = 6760\n",
      "INFO:tensorflow:global_step/sec: 71.7761\n",
      "INFO:tensorflow:loss = 1042.103, step = 6860 (1.395 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.9304\n",
      "INFO:tensorflow:loss = 1122.1235, step = 6960 (1.125 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 7020 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 930.28815.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:12\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:12\n",
      "INFO:tensorflow:Saving dict for global step 7020: average_loss = 6.1423655, global_step = 7020, loss = 417.68085\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:13\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-7020\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:13\n",
      "INFO:tensorflow:Saving dict for global step 7020: average_loss = 6.1423655, global_step = 7020, loss = 417.68085\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 tf_wx_model\\model.ckpt-7020\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 7021 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 978.77625, step = 7020\n",
      "INFO:tensorflow:global_step/sec: 78.5537\n",
      "INFO:tensorflow:loss = 960.9332, step = 7120 (1.276 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.6504\n",
      "INFO:tensorflow:loss = 1237.9918, step = 7220 (1.130 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 7280 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1016.1736.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:19\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:19\n",
      "INFO:tensorflow:Saving dict for global step 7280: average_loss = 6.106285, global_step = 7280, loss = 415.2274\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:20\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-7280\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:20\n",
      "INFO:tensorflow:Saving dict for global step 7280: average_loss = 6.106285, global_step = 7280, loss = 415.2274\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Create CheckpointSaverHook.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-7280\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 7281 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 960.9752, step = 7280\n",
      "INFO:tensorflow:global_step/sec: 74.5138\n",
      "INFO:tensorflow:loss = 1050.9192, step = 7380 (1.347 sec)\n",
      "INFO:tensorflow:global_step/sec: 84.8252\n",
      "INFO:tensorflow:loss = 1023.6056, step = 7480 (1.176 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 7540 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1011.95715.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:26\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:26\n",
      "INFO:tensorflow:Saving dict for global step 7540: average_loss = 6.3014274, global_step = 7540, loss = 428.49707\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:27\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-7540\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:28\n",
      "INFO:tensorflow:Saving dict for global step 7540: average_loss = 6.3014274, global_step = 7540, loss = 428.49707\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 tf_wx_model\\model.ckpt-7540\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 7541 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1101.3845, step = 7540\n",
      "INFO:tensorflow:global_step/sec: 73.2128\n",
      "INFO:tensorflow:loss = 924.076, step = 7640 (1.368 sec)\n",
      "INFO:tensorflow:global_step/sec: 92.253\n",
      "INFO:tensorflow:loss = 1092.1024, step = 7740 (1.085 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 7800 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 878.27637.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:33\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:34\n",
      "INFO:tensorflow:Saving dict for global step 7800: average_loss = 5.9922285, global_step = 7800, loss = 407.47153\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:34\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-7800\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:35\n",
      "INFO:tensorflow:Saving dict for global step 7800: average_loss = 5.9922285, global_step = 7800, loss = 407.47153\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 tf_wx_model\\model.ckpt-7800\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 7801 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 830.6607, step = 7800\n",
      "INFO:tensorflow:global_step/sec: 75.174\n",
      "INFO:tensorflow:loss = 1078.0332, step = 7900 (1.333 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.3255\n",
      "INFO:tensorflow:loss = 960.9475, step = 8000 (1.171 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 8060 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1058.4844.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:41\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:41\n",
      "INFO:tensorflow:Saving dict for global step 8060: average_loss = 6.0093455, global_step = 8060, loss = 408.6355\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:42\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-8060\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:42\n",
      "INFO:tensorflow:Saving dict for global step 8060: average_loss = 6.0093455, global_step = 8060, loss = 408.6355\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 tf_wx_model\\model.ckpt-8060\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 8061 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 908.7218, step = 8060\n",
      "INFO:tensorflow:global_step/sec: 79.8295\n",
      "INFO:tensorflow:loss = 978.9191, step = 8160 (1.256 sec)\n",
      "INFO:tensorflow:global_step/sec: 84.8128\n",
      "INFO:tensorflow:loss = 1159.1465, step = 8260 (1.178 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 8320 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1071.8516.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:48\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:48\n",
      "INFO:tensorflow:Saving dict for global step 8320: average_loss = 5.9234705, global_step = 8320, loss = 402.796\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:49\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-8320\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:49\n",
      "INFO:tensorflow:Saving dict for global step 8320: average_loss = 5.9234705, global_step = 8320, loss = 402.796\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 tf_wx_model\\model.ckpt-8320\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 8321 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 845.8794, step = 8320\n",
      "INFO:tensorflow:global_step/sec: 69.9393\n",
      "INFO:tensorflow:loss = 937.7879, step = 8420 (1.433 sec)\n",
      "INFO:tensorflow:global_step/sec: 68.463\n",
      "INFO:tensorflow:loss = 868.11426, step = 8520 (1.469 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 8580 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1000.25616.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:56\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-04:59:56\n",
      "INFO:tensorflow:Saving dict for global step 8580: average_loss = 5.847866, global_step = 8580, loss = 397.65488\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-04:59:57\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-8580\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-04:59:58\n",
      "INFO:tensorflow:Saving dict for global step 8580: average_loss = 5.847866, global_step = 8580, loss = 397.65488\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 tf_wx_model\\model.ckpt-8580\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 8581 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1028.2695, step = 8580\n",
      "INFO:tensorflow:global_step/sec: 74.9245\n",
      "INFO:tensorflow:loss = 943.38336, step = 8680 (1.342 sec)\n",
      "INFO:tensorflow:global_step/sec: 95.856\n",
      "INFO:tensorflow:loss = 1019.959, step = 8780 (1.039 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 8840 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 788.1981.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:03\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:04\n",
      "INFO:tensorflow:Saving dict for global step 8840: average_loss = 5.8849754, global_step = 8840, loss = 400.17834\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:04\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-8840\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:05\n",
      "INFO:tensorflow:Saving dict for global step 8840: average_loss = 5.8849754, global_step = 8840, loss = 400.17834\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 tf_wx_model\\model.ckpt-8840\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 8841 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 876.58093, step = 8840\n",
      "INFO:tensorflow:global_step/sec: 83.3551\n",
      "INFO:tensorflow:loss = 950.4377, step = 8940 (1.202 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.068\n",
      "INFO:tensorflow:loss = 949.0369, step = 9040 (1.098 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 9100 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 892.8924.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:10\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:11\n",
      "INFO:tensorflow:Saving dict for global step 9100: average_loss = 5.774586, global_step = 9100, loss = 392.67188\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:11\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-9100\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:12\n",
      "INFO:tensorflow:Saving dict for global step 9100: average_loss = 5.774586, global_step = 9100, loss = 392.67188\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 tf_wx_model\\model.ckpt-9100\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 9101 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 855.51526, step = 9100\n",
      "INFO:tensorflow:global_step/sec: 54.417\n",
      "INFO:tensorflow:loss = 1013.34534, step = 9200 (1.843 sec)\n",
      "INFO:tensorflow:global_step/sec: 79.3243\n",
      "INFO:tensorflow:loss = 792.66064, step = 9300 (1.259 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 9360 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 959.6057.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:18\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:18\n",
      "INFO:tensorflow:Saving dict for global step 9360: average_loss = 5.7221413, global_step = 9360, loss = 389.1056\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:19\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-9360\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:19\n",
      "INFO:tensorflow:Saving dict for global step 9360: average_loss = 5.7221413, global_step = 9360, loss = 389.1056\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 tf_wx_model\\model.ckpt-9360\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 9361 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 992.75195, step = 9360\n",
      "INFO:tensorflow:global_step/sec: 66.985\n",
      "INFO:tensorflow:loss = 1137.6278, step = 9460 (1.497 sec)\n",
      "INFO:tensorflow:global_step/sec: 73.3737\n",
      "INFO:tensorflow:loss = 922.33105, step = 9560 (1.363 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 9620 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1018.33936.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:26\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:26\n",
      "INFO:tensorflow:Saving dict for global step 9620: average_loss = 5.766054, global_step = 9620, loss = 392.09167\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:27\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-9620\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:27\n",
      "INFO:tensorflow:Saving dict for global step 9620: average_loss = 5.766054, global_step = 9620, loss = 392.09167\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 tf_wx_model\\model.ckpt-9620\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 9621 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 880.9088, step = 9620\n",
      "INFO:tensorflow:global_step/sec: 61.4785\n",
      "INFO:tensorflow:loss = 850.9446, step = 9720 (1.629 sec)\n",
      "INFO:tensorflow:global_step/sec: 75.9179\n",
      "INFO:tensorflow:loss = 947.4939, step = 9820 (1.316 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 9880 into tf_wx_model\\model.ckpt.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Loss for final step: 901.6786.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:34\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:34\n",
      "INFO:tensorflow:Saving dict for global step 9880: average_loss = 5.637687, global_step = 9880, loss = 383.36273\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:35\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-9880\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:35\n",
      "INFO:tensorflow:Saving dict for global step 9880: average_loss = 5.637687, global_step = 9880, loss = 383.36273\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 tf_wx_model\\model.ckpt-9880\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 9881 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 979.29834, step = 9880\n",
      "INFO:tensorflow:global_step/sec: 62.3116\n",
      "INFO:tensorflow:loss = 1164.9545, step = 9980 (1.610 sec)\n",
      "INFO:tensorflow:global_step/sec: 76.4265\n",
      "INFO:tensorflow:loss = 964.6605, step = 10080 (1.305 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 10140 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 725.40045.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:41\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:42\n",
      "INFO:tensorflow:Saving dict for global step 10140: average_loss = 5.600173, global_step = 10140, loss = 380.81177\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:42\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-10140\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:43\n",
      "INFO:tensorflow:Saving dict for global step 10140: average_loss = 5.600173, global_step = 10140, loss = 380.81177\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 tf_wx_model\\model.ckpt-10140\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 10141 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 763.303, step = 10140\n",
      "INFO:tensorflow:global_step/sec: 76.6825\n",
      "INFO:tensorflow:loss = 882.11804, step = 10240 (1.306 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.551\n",
      "INFO:tensorflow:loss = 784.7194, step = 10340 (1.117 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 10400 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 763.2808.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:48\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:49\n",
      "INFO:tensorflow:Saving dict for global step 10400: average_loss = 5.591083, global_step = 10400, loss = 380.19363\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:49\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-10400\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:50\n",
      "INFO:tensorflow:Saving dict for global step 10400: average_loss = 5.591083, global_step = 10400, loss = 380.19363\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 tf_wx_model\\model.ckpt-10400\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 10401 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 945.1255, step = 10400\n",
      "INFO:tensorflow:global_step/sec: 75.1757\n",
      "INFO:tensorflow:loss = 771.5982, step = 10500 (1.331 sec)\n",
      "INFO:tensorflow:global_step/sec: 92.094\n",
      "INFO:tensorflow:loss = 862.7845, step = 10600 (1.087 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 10660 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1049.7185.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:55\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:00:56\n",
      "INFO:tensorflow:Saving dict for global step 10660: average_loss = 5.572266, global_step = 10660, loss = 378.9141\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:00:57\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-10660\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:00:57\n",
      "INFO:tensorflow:Saving dict for global step 10660: average_loss = 5.572266, global_step = 10660, loss = 378.9141\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 tf_wx_model\\model.ckpt-10660\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 10661 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 934.2314, step = 10660\n",
      "INFO:tensorflow:global_step/sec: 79.7497\n",
      "INFO:tensorflow:loss = 851.07324, step = 10760 (1.257 sec)\n",
      "INFO:tensorflow:global_step/sec: 96.8566\n",
      "INFO:tensorflow:loss = 825.057, step = 10860 (1.032 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 10920 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 750.78235.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:02\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:03\n",
      "INFO:tensorflow:Saving dict for global step 10920: average_loss = 5.518289, global_step = 10920, loss = 375.24365\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:03\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-10920\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:04\n",
      "INFO:tensorflow:Saving dict for global step 10920: average_loss = 5.518289, global_step = 10920, loss = 375.24365\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Create CheckpointSaverHook.\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-10920\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 10921 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 883.32117, step = 10920\n",
      "INFO:tensorflow:global_step/sec: 79.6099\n",
      "INFO:tensorflow:loss = 819.90216, step = 11020 (1.259 sec)\n",
      "INFO:tensorflow:global_step/sec: 67.1573\n",
      "INFO:tensorflow:loss = 840.89246, step = 11120 (1.488 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 11180 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 920.8471.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:10\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:11\n",
      "INFO:tensorflow:Saving dict for global step 11180: average_loss = 5.496232, global_step = 11180, loss = 373.74377\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:11\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-11180\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:12\n",
      "INFO:tensorflow:Saving dict for global step 11180: average_loss = 5.496232, global_step = 11180, loss = 373.74377\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 tf_wx_model\\model.ckpt-11180\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 11181 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 933.0335, step = 11180\n",
      "INFO:tensorflow:global_step/sec: 75.4157\n",
      "INFO:tensorflow:loss = 874.12463, step = 11280 (1.332 sec)\n",
      "INFO:tensorflow:global_step/sec: 78.3002\n",
      "INFO:tensorflow:loss = 814.5821, step = 11380 (1.272 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 11440 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 979.2255.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:18\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:18\n",
      "INFO:tensorflow:Saving dict for global step 11440: average_loss = 5.668805, global_step = 11440, loss = 385.47876\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:19\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-11440\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:19\n",
      "INFO:tensorflow:Saving dict for global step 11440: average_loss = 5.668805, global_step = 11440, loss = 385.47876\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 tf_wx_model\\model.ckpt-11440\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 11441 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 947.8272, step = 11440\n",
      "INFO:tensorflow:global_step/sec: 80.2299\n",
      "INFO:tensorflow:loss = 918.0345, step = 11540 (1.249 sec)\n",
      "INFO:tensorflow:global_step/sec: 81.7164\n",
      "INFO:tensorflow:loss = 984.43445, step = 11640 (1.223 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 11700 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 770.2129.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:25\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:25\n",
      "INFO:tensorflow:Saving dict for global step 11700: average_loss = 5.387687, global_step = 11700, loss = 366.36273\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:26\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-11700\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:26\n",
      "INFO:tensorflow:Saving dict for global step 11700: average_loss = 5.387687, global_step = 11700, loss = 366.36273\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 tf_wx_model\\model.ckpt-11700\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 11701 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 970.8642, step = 11700\n",
      "INFO:tensorflow:global_step/sec: 74.0954\n",
      "INFO:tensorflow:loss = 934.5788, step = 11800 (1.353 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.5137\n",
      "INFO:tensorflow:loss = 753.2556, step = 11900 (1.170 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 11960 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 911.4449.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:32\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:33\n",
      "INFO:tensorflow:Saving dict for global step 11960: average_loss = 5.631639, global_step = 11960, loss = 382.95145\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:33\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-11960\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:34\n",
      "INFO:tensorflow:Saving dict for global step 11960: average_loss = 5.631639, global_step = 11960, loss = 382.95145\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 tf_wx_model\\model.ckpt-11960\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 11961 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 1064.4481, step = 11960\n",
      "INFO:tensorflow:global_step/sec: 79.4753\n",
      "INFO:tensorflow:loss = 884.9582, step = 12060 (1.266 sec)\n",
      "INFO:tensorflow:global_step/sec: 94.0146\n",
      "INFO:tensorflow:loss = 756.2849, step = 12160 (1.059 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 12220 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 961.83795.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:39\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:39\n",
      "INFO:tensorflow:Saving dict for global step 12220: average_loss = 5.40123, global_step = 12220, loss = 367.28363\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:40\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-12220\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:40\n",
      "INFO:tensorflow:Saving dict for global step 12220: average_loss = 5.40123, global_step = 12220, loss = 367.28363\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 tf_wx_model\\model.ckpt-12220\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 12221 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 829.3294, step = 12220\n",
      "INFO:tensorflow:global_step/sec: 77.625\n",
      "INFO:tensorflow:loss = 785.78467, step = 12320 (1.292 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.317\n",
      "INFO:tensorflow:loss = 887.2992, step = 12420 (1.093 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 12480 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 777.6612.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:46\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:46\n",
      "INFO:tensorflow:Saving dict for global step 12480: average_loss = 5.2995777, global_step = 12480, loss = 360.37128\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:47\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-12480\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:47\n",
      "INFO:tensorflow:Saving dict for global step 12480: average_loss = 5.2995777, global_step = 12480, loss = 360.37128\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 tf_wx_model\\model.ckpt-12480\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 12481 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 932.4288, step = 12480\n",
      "INFO:tensorflow:global_step/sec: 80.4713\n",
      "INFO:tensorflow:loss = 1033.306, step = 12580 (1.249 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.2045\n",
      "INFO:tensorflow:loss = 891.6347, step = 12680 (1.118 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 12740 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 788.67194.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:53\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:01:53\n",
      "INFO:tensorflow:Saving dict for global step 12740: average_loss = 5.2572517, global_step = 12740, loss = 357.4931\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:01:54\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-12740\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:01:54\n",
      "INFO:tensorflow:Saving dict for global step 12740: average_loss = 5.2572517, global_step = 12740, loss = 357.4931\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 tf_wx_model\\model.ckpt-12740\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 12741 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 731.17303, step = 12740\n",
      "INFO:tensorflow:global_step/sec: 79.7816\n",
      "INFO:tensorflow:loss = 700.05225, step = 12840 (1.255 sec)\n",
      "INFO:tensorflow:global_step/sec: 93.8222\n",
      "INFO:tensorflow:loss = 861.09094, step = 12940 (1.065 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 13000 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 803.1263.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:00\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:00\n",
      "INFO:tensorflow:Saving dict for global step 13000: average_loss = 5.2291393, global_step = 13000, loss = 355.58148\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:01\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-13000\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:01\n",
      "INFO:tensorflow:Saving dict for global step 13000: average_loss = 5.2291393, global_step = 13000, loss = 355.58148\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 tf_wx_model\\model.ckpt-13000\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 13001 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 768.7364, step = 13000\n",
      "INFO:tensorflow:global_step/sec: 65.597\n",
      "INFO:tensorflow:loss = 836.34143, step = 13100 (1.524 sec)\n",
      "INFO:tensorflow:global_step/sec: 79.5293\n",
      "INFO:tensorflow:loss = 924.65857, step = 13200 (1.259 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 13260 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 898.1214.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:07\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:08\n",
      "INFO:tensorflow:Saving dict for global step 13260: average_loss = 5.2478266, global_step = 13260, loss = 356.8522\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:08\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-13260\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:09\n",
      "INFO:tensorflow:Saving dict for global step 13260: average_loss = 5.2478266, global_step = 13260, loss = 356.8522\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 tf_wx_model\\model.ckpt-13260\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 13261 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 767.888, step = 13260\n",
      "INFO:tensorflow:global_step/sec: 78.9326\n",
      "INFO:tensorflow:loss = 898.04645, step = 13360 (1.268 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.647\n",
      "INFO:tensorflow:loss = 894.4894, step = 13460 (1.116 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Saving checkpoints for 13520 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 686.7412.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:15\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:15\n",
      "INFO:tensorflow:Saving dict for global step 13520: average_loss = 5.174719, global_step = 13520, loss = 351.8809\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:16\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-13520\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:16\n",
      "INFO:tensorflow:Saving dict for global step 13520: average_loss = 5.174719, global_step = 13520, loss = 351.8809\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 tf_wx_model\\model.ckpt-13520\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 13521 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 710.70685, step = 13520\n",
      "INFO:tensorflow:global_step/sec: 81.6359\n",
      "INFO:tensorflow:loss = 775.3909, step = 13620 (1.229 sec)\n",
      "INFO:tensorflow:global_step/sec: 86.4937\n",
      "INFO:tensorflow:loss = 843.1962, step = 13720 (1.156 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 13780 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 715.54694.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:22\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:23\n",
      "INFO:tensorflow:Saving dict for global step 13780: average_loss = 5.161801, global_step = 13780, loss = 351.00247\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:23\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-13780\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:24\n",
      "INFO:tensorflow:Saving dict for global step 13780: average_loss = 5.161801, global_step = 13780, loss = 351.00247\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 tf_wx_model\\model.ckpt-13780\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 13781 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 726.3507, step = 13780\n",
      "INFO:tensorflow:global_step/sec: 81.7167\n",
      "INFO:tensorflow:loss = 801.6147, step = 13880 (1.225 sec)\n",
      "INFO:tensorflow:global_step/sec: 96.3338\n",
      "INFO:tensorflow:loss = 892.92194, step = 13980 (1.038 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 14040 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 1023.7106.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:29\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:30\n",
      "INFO:tensorflow:Saving dict for global step 14040: average_loss = 5.14595, global_step = 14040, loss = 349.9246\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:30\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-14040\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:31\n",
      "INFO:tensorflow:Saving dict for global step 14040: average_loss = 5.14595, global_step = 14040, loss = 349.9246\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 tf_wx_model\\model.ckpt-14040\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 14041 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 799.8949, step = 14040\n",
      "INFO:tensorflow:global_step/sec: 77.8566\n",
      "INFO:tensorflow:loss = 705.0645, step = 14140 (1.286 sec)\n",
      "INFO:tensorflow:global_step/sec: 92.8824\n",
      "INFO:tensorflow:loss = 727.0491, step = 14240 (1.077 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 14300 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 770.1796.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:36\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:37\n",
      "INFO:tensorflow:Saving dict for global step 14300: average_loss = 5.220622, global_step = 14300, loss = 355.0023\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:38\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-14300\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:38\n",
      "INFO:tensorflow:Saving dict for global step 14300: average_loss = 5.220622, global_step = 14300, loss = 355.0023\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 tf_wx_model\\model.ckpt-14300\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 14301 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 882.0134, step = 14300\n",
      "INFO:tensorflow:global_step/sec: 63.0402\n",
      "INFO:tensorflow:loss = 866.1056, step = 14400 (1.590 sec)\n",
      "INFO:tensorflow:global_step/sec: 79.0717\n",
      "INFO:tensorflow:loss = 709.83887, step = 14500 (1.267 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 14560 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 774.4803.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:45\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:45\n",
      "INFO:tensorflow:Saving dict for global step 14560: average_loss = 5.119154, global_step = 14560, loss = 348.10248\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:46\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-14560\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:46\n",
      "INFO:tensorflow:Saving dict for global step 14560: average_loss = 5.119154, global_step = 14560, loss = 348.10248\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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 tf_wx_model\\model.ckpt-14560\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 14561 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 831.94543, step = 14560\n",
      "INFO:tensorflow:global_step/sec: 71.9173\n",
      "INFO:tensorflow:loss = 883.74774, step = 14660 (1.392 sec)\n",
      "INFO:tensorflow:global_step/sec: 78.1692\n",
      "INFO:tensorflow:loss = 717.21735, step = 14760 (1.278 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 14820 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 711.3203.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:52\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:02:53\n",
      "INFO:tensorflow:Saving dict for global step 14820: average_loss = 5.0272093, global_step = 14820, loss = 341.85022\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:53\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-14820\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:02:54\n",
      "INFO:tensorflow:Saving dict for global step 14820: average_loss = 5.0272093, global_step = 14820, loss = 341.85022\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 tf_wx_model\\model.ckpt-14820\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 14821 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 870.65344, step = 14820\n",
      "INFO:tensorflow:global_step/sec: 79.2628\n",
      "INFO:tensorflow:loss = 737.9379, step = 14920 (1.268 sec)\n",
      "INFO:tensorflow:global_step/sec: 86.3126\n",
      "INFO:tensorflow:loss = 792.0819, step = 15020 (1.156 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 15080 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 786.11456.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:02:59\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:00\n",
      "INFO:tensorflow:Saving dict for global step 15080: average_loss = 5.039075, global_step = 15080, loss = 342.6571\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:00\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-15080\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:01\n",
      "INFO:tensorflow:Saving dict for global step 15080: average_loss = 5.039075, global_step = 15080, loss = 342.6571\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 tf_wx_model\\model.ckpt-15080\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 15081 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 909.0548, step = 15080\n",
      "INFO:tensorflow:global_step/sec: 84.5775\n",
      "INFO:tensorflow:loss = 800.46326, step = 15180 (1.186 sec)\n",
      "INFO:tensorflow:global_step/sec: 80.0834\n",
      "INFO:tensorflow:loss = 789.9846, step = 15280 (1.247 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 15340 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 778.27637.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:07\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:07\n",
      "INFO:tensorflow:Saving dict for global step 15340: average_loss = 5.1388307, global_step = 15340, loss = 349.4405\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:08\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-15340\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:08\n",
      "INFO:tensorflow:Saving dict for global step 15340: average_loss = 5.1388307, global_step = 15340, loss = 349.4405\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 tf_wx_model\\model.ckpt-15340\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 15341 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 837.7689, step = 15340\n",
      "INFO:tensorflow:global_step/sec: 67.8747\n",
      "INFO:tensorflow:loss = 781.3729, step = 15440 (1.482 sec)\n",
      "INFO:tensorflow:global_step/sec: 72.082\n",
      "INFO:tensorflow:loss = 751.4405, step = 15540 (1.380 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 15600 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 785.68286.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:15\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:15\n",
      "INFO:tensorflow:Saving dict for global step 15600: average_loss = 5.067219, global_step = 15600, loss = 344.57086\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:16\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-15600\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:16\n",
      "INFO:tensorflow:Saving dict for global step 15600: average_loss = 5.067219, global_step = 15600, loss = 344.57086\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 tf_wx_model\\model.ckpt-15600\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 15601 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 824.4302, step = 15600\n",
      "INFO:tensorflow:global_step/sec: 82.3181\n",
      "INFO:tensorflow:loss = 881.97046, step = 15700 (1.216 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.1275\n",
      "INFO:tensorflow:loss = 854.8092, step = 15800 (1.124 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 15860 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 761.3593.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:22\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:22\n",
      "INFO:tensorflow:Saving dict for global step 15860: average_loss = 4.9252815, global_step = 15860, loss = 334.91913\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:23\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-15860\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:23\n",
      "INFO:tensorflow:Saving dict for global step 15860: average_loss = 4.9252815, global_step = 15860, loss = 334.91913\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 tf_wx_model\\model.ckpt-15860\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 15861 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 871.53546, step = 15860\n",
      "INFO:tensorflow:global_step/sec: 74.0728\n",
      "INFO:tensorflow:loss = 770.02057, step = 15960 (1.352 sec)\n",
      "INFO:tensorflow:global_step/sec: 81.9443\n",
      "INFO:tensorflow:loss = 673.54517, step = 16060 (1.220 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 16120 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 775.1626.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:29\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:29\n",
      "INFO:tensorflow:Saving dict for global step 16120: average_loss = 4.933593, global_step = 16120, loss = 335.4843\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:30\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-16120\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:31\n",
      "INFO:tensorflow:Saving dict for global step 16120: average_loss = 4.933593, global_step = 16120, loss = 335.4843\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 tf_wx_model\\model.ckpt-16120\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 16121 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 901.8093, step = 16120\n",
      "INFO:tensorflow:global_step/sec: 77.8055\n",
      "INFO:tensorflow:loss = 728.66547, step = 16220 (1.288 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.6831\n",
      "INFO:tensorflow:loss = 849.1585, step = 16320 (1.119 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 16380 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 731.6162.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:36\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:37\n",
      "INFO:tensorflow:Saving dict for global step 16380: average_loss = 4.924114, global_step = 16380, loss = 334.83975\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:37\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-16380\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:38\n",
      "INFO:tensorflow:Saving dict for global step 16380: average_loss = 4.924114, global_step = 16380, loss = 334.83975\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 tf_wx_model\\model.ckpt-16380\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 16381 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 705.68445, step = 16380\n",
      "INFO:tensorflow:global_step/sec: 73.3871\n",
      "INFO:tensorflow:loss = 774.5802, step = 16480 (1.368 sec)\n",
      "INFO:tensorflow:global_step/sec: 75.0758\n",
      "INFO:tensorflow:loss = 786.8081, step = 16580 (1.337 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 16640 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 690.95123.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:44\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:44\n",
      "INFO:tensorflow:Saving dict for global step 16640: average_loss = 4.9046474, global_step = 16640, loss = 333.51602\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:45\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-16640\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:45\n",
      "INFO:tensorflow:Saving dict for global step 16640: average_loss = 4.9046474, global_step = 16640, loss = 333.51602\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 tf_wx_model\\model.ckpt-16640\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 16641 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 769.8479, step = 16640\n",
      "INFO:tensorflow:global_step/sec: 70.7981\n",
      "INFO:tensorflow:loss = 792.0234, step = 16740 (1.414 sec)\n",
      "INFO:tensorflow:global_step/sec: 78.8516\n",
      "INFO:tensorflow:loss = 740.0796, step = 16840 (1.268 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 16900 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 587.0644.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:51\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:03:52\n",
      "INFO:tensorflow:Saving dict for global step 16900: average_loss = 4.9395785, global_step = 16900, loss = 335.89133\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:53\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-16900\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:03:53\n",
      "INFO:tensorflow:Saving dict for global step 16900: average_loss = 4.9395785, global_step = 16900, loss = 335.89133\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 tf_wx_model\\model.ckpt-16900\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 16901 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 703.3685, step = 16900\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 68.5093\n",
      "INFO:tensorflow:loss = 942.8047, step = 17000 (1.466 sec)\n",
      "INFO:tensorflow:global_step/sec: 80.3978\n",
      "INFO:tensorflow:loss = 710.8085, step = 17100 (1.240 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 17160 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 691.0006.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:03:59\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:00\n",
      "INFO:tensorflow:Saving dict for global step 17160: average_loss = 4.844035, global_step = 17160, loss = 329.39438\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:00\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-17160\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:01\n",
      "INFO:tensorflow:Saving dict for global step 17160: average_loss = 4.844035, global_step = 17160, loss = 329.39438\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 tf_wx_model\\model.ckpt-17160\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 17161 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 715.34863, step = 17160\n",
      "INFO:tensorflow:global_step/sec: 80.6134\n",
      "INFO:tensorflow:loss = 908.036, step = 17260 (1.242 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.6715\n",
      "INFO:tensorflow:loss = 693.5599, step = 17360 (1.092 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 17420 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 788.1182.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:06\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:07\n",
      "INFO:tensorflow:Saving dict for global step 17420: average_loss = 4.8567615, global_step = 17420, loss = 330.25977\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:07\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-17420\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:08\n",
      "INFO:tensorflow:Saving dict for global step 17420: average_loss = 4.8567615, global_step = 17420, loss = 330.25977\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 tf_wx_model\\model.ckpt-17420\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 17421 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 724.92487, step = 17420\n",
      "INFO:tensorflow:global_step/sec: 79.2428\n",
      "INFO:tensorflow:loss = 661.6065, step = 17520 (1.265 sec)\n",
      "INFO:tensorflow:global_step/sec: 96.5753\n",
      "INFO:tensorflow:loss = 736.5816, step = 17620 (1.034 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 17680 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 825.26794.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:13\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:14\n",
      "INFO:tensorflow:Saving dict for global step 17680: average_loss = 4.974892, global_step = 17680, loss = 338.29266\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:14\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-17680\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:15\n",
      "INFO:tensorflow:Saving dict for global step 17680: average_loss = 4.974892, global_step = 17680, loss = 338.29266\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 tf_wx_model\\model.ckpt-17680\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 17681 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 802.0611, step = 17680\n",
      "INFO:tensorflow:global_step/sec: 68.4145\n",
      "INFO:tensorflow:loss = 763.6139, step = 17780 (1.465 sec)\n",
      "INFO:tensorflow:global_step/sec: 90.3185\n",
      "INFO:tensorflow:loss = 803.85956, step = 17880 (1.105 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 17940 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 778.7988.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:21\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:21\n",
      "INFO:tensorflow:Saving dict for global step 17940: average_loss = 4.7658086, global_step = 17940, loss = 324.07498\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:22\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-17940\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:22\n",
      "INFO:tensorflow:Saving dict for global step 17940: average_loss = 4.7658086, global_step = 17940, loss = 324.07498\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 tf_wx_model\\model.ckpt-17940\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 17941 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 733.2507, step = 17940\n",
      "INFO:tensorflow:global_step/sec: 73.1453\n",
      "INFO:tensorflow:loss = 802.88074, step = 18040 (1.370 sec)\n",
      "INFO:tensorflow:global_step/sec: 93.9214\n",
      "INFO:tensorflow:loss = 943.34705, step = 18140 (1.064 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 18200 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 644.5218.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:28\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:29\n",
      "INFO:tensorflow:Saving dict for global step 18200: average_loss = 4.8093085, global_step = 18200, loss = 327.033\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:29\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-18200\n",
      "INFO:tensorflow:Running local_init_op.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:30\n",
      "INFO:tensorflow:Saving dict for global step 18200: average_loss = 4.8093085, global_step = 18200, loss = 327.033\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 tf_wx_model\\model.ckpt-18200\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 18201 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 727.11365, step = 18200\n",
      "INFO:tensorflow:global_step/sec: 78.3891\n",
      "INFO:tensorflow:loss = 584.4463, step = 18300 (1.277 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.2556\n",
      "INFO:tensorflow:loss = 884.0623, step = 18400 (1.135 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 18460 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 765.54877.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:36\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:36\n",
      "INFO:tensorflow:Saving dict for global step 18460: average_loss = 4.843443, global_step = 18460, loss = 329.35413\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:37\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-18460\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:37\n",
      "INFO:tensorflow:Saving dict for global step 18460: average_loss = 4.843443, global_step = 18460, loss = 329.35413\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 tf_wx_model\\model.ckpt-18460\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 18461 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 727.2346, step = 18460\n",
      "INFO:tensorflow:global_step/sec: 69.8288\n",
      "INFO:tensorflow:loss = 879.20935, step = 18560 (1.435 sec)\n",
      "INFO:tensorflow:global_step/sec: 72.2358\n",
      "INFO:tensorflow:loss = 720.86316, step = 18660 (1.385 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 18720 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 678.0328.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:43\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:44\n",
      "INFO:tensorflow:Saving dict for global step 18720: average_loss = 4.8723865, global_step = 18720, loss = 331.32227\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:44\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-18720\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:45\n",
      "INFO:tensorflow:Saving dict for global step 18720: average_loss = 4.8723865, global_step = 18720, loss = 331.32227\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 tf_wx_model\\model.ckpt-18720\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 18721 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 830.5586, step = 18720\n",
      "INFO:tensorflow:global_step/sec: 69.3048\n",
      "INFO:tensorflow:loss = 790.61237, step = 18820 (1.447 sec)\n",
      "INFO:tensorflow:global_step/sec: 81.7399\n",
      "INFO:tensorflow:loss = 778.8241, step = 18920 (1.220 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 18980 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 716.6556.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:51\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:51\n",
      "INFO:tensorflow:Saving dict for global step 18980: average_loss = 4.686396, global_step = 18980, loss = 318.67493\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:52\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-18980\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:04:53\n",
      "INFO:tensorflow:Saving dict for global step 18980: average_loss = 4.686396, global_step = 18980, loss = 318.67493\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 tf_wx_model\\model.ckpt-18980\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 18981 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 764.40845, step = 18980\n",
      "INFO:tensorflow:global_step/sec: 76.2914\n",
      "INFO:tensorflow:loss = 770.1385, step = 19080 (1.313 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.3152\n",
      "INFO:tensorflow:loss = 836.87744, step = 19180 (1.095 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 19240 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 599.094.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:58\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:04:59\n",
      "INFO:tensorflow:Saving dict for global step 19240: average_loss = 4.6727676, global_step = 19240, loss = 317.7482\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:04:59\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-19240\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:00\n",
      "INFO:tensorflow:Saving dict for global step 19240: average_loss = 4.6727676, global_step = 19240, loss = 317.7482\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 tf_wx_model\\model.ckpt-19240\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 19241 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 748.3367, step = 19240\n",
      "INFO:tensorflow:global_step/sec: 76.9198\n",
      "INFO:tensorflow:loss = 572.4368, step = 19340 (1.302 sec)\n",
      "INFO:tensorflow:global_step/sec: 77.5901\n",
      "INFO:tensorflow:loss = 789.12067, step = 19440 (1.295 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 19500 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 611.4318.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:06\n",
      "INFO:tensorflow:Graph was finalized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:06\n",
      "INFO:tensorflow:Saving dict for global step 19500: average_loss = 4.6604123, global_step = 19500, loss = 316.90805\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:07\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-19500\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:08\n",
      "INFO:tensorflow:Saving dict for global step 19500: average_loss = 4.6604123, global_step = 19500, loss = 316.90805\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 tf_wx_model\\model.ckpt-19500\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 19501 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 731.36914, step = 19500\n",
      "INFO:tensorflow:global_step/sec: 80.8119\n",
      "INFO:tensorflow:loss = 713.553, step = 19600 (1.239 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.5483\n",
      "INFO:tensorflow:loss = 754.4469, step = 19700 (1.097 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 19760 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 739.17004.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:13\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:13\n",
      "INFO:tensorflow:Saving dict for global step 19760: average_loss = 4.6448307, global_step = 19760, loss = 315.84848\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:14\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-19760\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:15\n",
      "INFO:tensorflow:Saving dict for global step 19760: average_loss = 4.6448307, global_step = 19760, loss = 315.84848\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 tf_wx_model\\model.ckpt-19760\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 19761 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 728.27325, step = 19760\n",
      "INFO:tensorflow:global_step/sec: 83.1081\n",
      "INFO:tensorflow:loss = 702.3726, step = 19860 (1.210 sec)\n",
      "INFO:tensorflow:global_step/sec: 91.7441\n",
      "INFO:tensorflow:loss = 700.17914, step = 19960 (1.085 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 20020 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 693.308.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:20\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:21\n",
      "INFO:tensorflow:Saving dict for global step 20020: average_loss = 4.663508, global_step = 20020, loss = 317.11853\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:21\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-20020\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:22\n",
      "INFO:tensorflow:Saving dict for global step 20020: average_loss = 4.663508, global_step = 20020, loss = 317.11853\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 tf_wx_model\\model.ckpt-20020\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 20021 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 719.6252, step = 20020\n",
      "INFO:tensorflow:global_step/sec: 75.1887\n",
      "INFO:tensorflow:loss = 775.53174, step = 20120 (1.334 sec)\n",
      "INFO:tensorflow:global_step/sec: 86.5201\n",
      "INFO:tensorflow:loss = 742.91516, step = 20220 (1.154 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 20280 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 571.60205.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:27\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:28\n",
      "INFO:tensorflow:Saving dict for global step 20280: average_loss = 4.621713, global_step = 20280, loss = 314.2765\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:28\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-20280\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:29\n",
      "INFO:tensorflow:Saving dict for global step 20280: average_loss = 4.621713, global_step = 20280, loss = 314.2765\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 tf_wx_model\\model.ckpt-20280\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 20281 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 682.89124, step = 20280\n",
      "INFO:tensorflow:global_step/sec: 79.8873\n",
      "INFO:tensorflow:loss = 696.74384, step = 20380 (1.254 sec)\n",
      "INFO:tensorflow:global_step/sec: 96.7163\n",
      "INFO:tensorflow:loss = 741.0583, step = 20480 (1.034 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 20540 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 665.2219.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:34\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:35\n",
      "INFO:tensorflow:Saving dict for global step 20540: average_loss = 4.6136518, global_step = 20540, loss = 313.72833\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:35\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-20540\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:36\n",
      "INFO:tensorflow:Saving dict for global step 20540: average_loss = 4.6136518, global_step = 20540, loss = 313.72833\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 tf_wx_model\\model.ckpt-20540\n",
      "INFO:tensorflow:Running local_init_op.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 20541 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 699.19525, step = 20540\n",
      "INFO:tensorflow:global_step/sec: 61.4109\n",
      "INFO:tensorflow:loss = 765.5751, step = 20640 (1.629 sec)\n",
      "INFO:tensorflow:global_step/sec: 71.8238\n",
      "INFO:tensorflow:loss = 667.0259, step = 20740 (1.392 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 20800 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 777.195.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:42\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:43\n",
      "INFO:tensorflow:Saving dict for global step 20800: average_loss = 4.5850506, global_step = 20800, loss = 311.78345\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:43\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-20800\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:44\n",
      "INFO:tensorflow:Saving dict for global step 20800: average_loss = 4.5850506, global_step = 20800, loss = 311.78345\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 tf_wx_model\\model.ckpt-20800\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 20801 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 612.74786, step = 20800\n",
      "INFO:tensorflow:global_step/sec: 75.3169\n",
      "INFO:tensorflow:loss = 662.51, step = 20900 (1.334 sec)\n",
      "INFO:tensorflow:global_step/sec: 71.4392\n",
      "INFO:tensorflow:loss = 764.38513, step = 21000 (1.398 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 21060 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 650.2174.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:50\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:50\n",
      "INFO:tensorflow:Saving dict for global step 21060: average_loss = 4.6689177, global_step = 21060, loss = 317.4864\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:51\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-21060\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:51\n",
      "INFO:tensorflow:Saving dict for global step 21060: average_loss = 4.6689177, global_step = 21060, loss = 317.4864\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 tf_wx_model\\model.ckpt-21060\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 21061 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 722.64655, step = 21060\n",
      "INFO:tensorflow:global_step/sec: 82.8217\n",
      "INFO:tensorflow:loss = 745.8009, step = 21160 (1.209 sec)\n",
      "INFO:tensorflow:global_step/sec: 93.2391\n",
      "INFO:tensorflow:loss = 813.2641, step = 21260 (1.073 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 21320 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 708.4074.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:57\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:05:57\n",
      "INFO:tensorflow:Saving dict for global step 21320: average_loss = 4.610219, global_step = 21320, loss = 313.4949\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:05:58\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-21320\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:05:58\n",
      "INFO:tensorflow:Saving dict for global step 21320: average_loss = 4.610219, global_step = 21320, loss = 313.4949\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 tf_wx_model\\model.ckpt-21320\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 21321 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 662.5238, step = 21320\n",
      "INFO:tensorflow:global_step/sec: 71.4219\n",
      "INFO:tensorflow:loss = 644.4281, step = 21420 (1.405 sec)\n",
      "INFO:tensorflow:global_step/sec: 74.0162\n",
      "INFO:tensorflow:loss = 685.6378, step = 21520 (1.360 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 21580 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 873.28503.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:05\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:05\n",
      "INFO:tensorflow:Saving dict for global step 21580: average_loss = 4.5647264, global_step = 21580, loss = 310.4014\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:06\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-21580\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:06\n",
      "INFO:tensorflow:Saving dict for global step 21580: average_loss = 4.5647264, global_step = 21580, loss = 310.4014\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 tf_wx_model\\model.ckpt-21580\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 21581 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 697.0437, step = 21580\n",
      "INFO:tensorflow:global_step/sec: 70.4264\n",
      "INFO:tensorflow:loss = 699.3533, step = 21680 (1.424 sec)\n",
      "INFO:tensorflow:global_step/sec: 69.4596\n",
      "INFO:tensorflow:loss = 848.41473, step = 21780 (1.439 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 21840 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 823.77423.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:13\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:13\n",
      "INFO:tensorflow:Saving dict for global step 21840: average_loss = 4.521, global_step = 21840, loss = 307.428\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:14\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-21840\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:14\n",
      "INFO:tensorflow:Saving dict for global step 21840: average_loss = 4.521, global_step = 21840, loss = 307.428\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 tf_wx_model\\model.ckpt-21840\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 21841 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 622.8135, step = 21840\n",
      "INFO:tensorflow:global_step/sec: 78.398\n",
      "INFO:tensorflow:loss = 763.6228, step = 21940 (1.278 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.0799\n",
      "INFO:tensorflow:loss = 655.26733, step = 22040 (1.174 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 22100 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 738.21954.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:20\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:20\n",
      "INFO:tensorflow:Saving dict for global step 22100: average_loss = 4.5152445, global_step = 22100, loss = 307.03662\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:21\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-22100\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:21\n",
      "INFO:tensorflow:Saving dict for global step 22100: average_loss = 4.5152445, global_step = 22100, loss = 307.03662\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 tf_wx_model\\model.ckpt-22100\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 22101 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 750.0534, step = 22100\n",
      "INFO:tensorflow:global_step/sec: 84.377\n",
      "INFO:tensorflow:loss = 763.29236, step = 22200 (1.187 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.1827\n",
      "INFO:tensorflow:loss = 667.5622, step = 22300 (1.134 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 22360 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 684.424.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:27\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:28\n",
      "INFO:tensorflow:Saving dict for global step 22360: average_loss = 4.4886513, global_step = 22360, loss = 305.22827\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:28\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-22360\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:29\n",
      "INFO:tensorflow:Saving dict for global step 22360: average_loss = 4.4886513, global_step = 22360, loss = 305.22827\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 tf_wx_model\\model.ckpt-22360\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 22361 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 660.83514, step = 22360\n",
      "INFO:tensorflow:global_step/sec: 81.379\n",
      "INFO:tensorflow:loss = 712.42334, step = 22460 (1.231 sec)\n",
      "INFO:tensorflow:global_step/sec: 87.2619\n",
      "INFO:tensorflow:loss = 739.8084, step = 22560 (1.147 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 22620 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 708.4932.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:34\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:35\n",
      "INFO:tensorflow:Saving dict for global step 22620: average_loss = 4.5959616, global_step = 22620, loss = 312.5254\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:35\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-22620\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:36\n",
      "INFO:tensorflow:Saving dict for global step 22620: average_loss = 4.5959616, global_step = 22620, loss = 312.5254\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 tf_wx_model\\model.ckpt-22620\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 22621 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 686.0472, step = 22620\n",
      "INFO:tensorflow:global_step/sec: 83.7013\n",
      "INFO:tensorflow:loss = 696.0925, step = 22720 (1.197 sec)\n",
      "INFO:tensorflow:global_step/sec: 90.3707\n",
      "INFO:tensorflow:loss = 778.01337, step = 22820 (1.111 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 22880 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 611.24176.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:41\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:42\n",
      "INFO:tensorflow:Saving dict for global step 22880: average_loss = 4.489937, global_step = 22880, loss = 305.3157\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:42\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-22880\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:43\n",
      "INFO:tensorflow:Saving dict for global step 22880: average_loss = 4.489937, global_step = 22880, loss = 305.3157\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 tf_wx_model\\model.ckpt-22880\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 22881 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 700.7922, step = 22880\n",
      "INFO:tensorflow:global_step/sec: 80.4315\n",
      "INFO:tensorflow:loss = 630.2758, step = 22980 (1.245 sec)\n",
      "INFO:tensorflow:global_step/sec: 83.6572\n",
      "INFO:tensorflow:loss = 676.9463, step = 23080 (1.196 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 23140 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 718.6312.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:48\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:49\n",
      "INFO:tensorflow:Saving dict for global step 23140: average_loss = 4.6056585, global_step = 23140, loss = 313.18478\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:49\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-23140\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:50\n",
      "INFO:tensorflow:Saving dict for global step 23140: average_loss = 4.6056585, global_step = 23140, loss = 313.18478\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 tf_wx_model\\model.ckpt-23140\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 23141 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 707.8052, step = 23140\n",
      "INFO:tensorflow:global_step/sec: 79.2372\n",
      "INFO:tensorflow:loss = 695.60254, step = 23240 (1.268 sec)\n",
      "INFO:tensorflow:global_step/sec: 83.5956\n",
      "INFO:tensorflow:loss = 749.9201, step = 23340 (1.192 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 23400 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 624.74097.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:55\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:06:56\n",
      "INFO:tensorflow:Saving dict for global step 23400: average_loss = 4.431364, global_step = 23400, loss = 301.33276\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:06:56\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-23400\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:06:57\n",
      "INFO:tensorflow:Saving dict for global step 23400: average_loss = 4.431364, global_step = 23400, loss = 301.33276\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 tf_wx_model\\model.ckpt-23400\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 23401 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 565.789, step = 23400\n",
      "INFO:tensorflow:global_step/sec: 64.2181\n",
      "INFO:tensorflow:loss = 569.124, step = 23500 (1.560 sec)\n",
      "INFO:tensorflow:global_step/sec: 87.4474\n",
      "INFO:tensorflow:loss = 633.55304, step = 23600 (1.143 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 23660 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 752.6022.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:03\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:03\n",
      "INFO:tensorflow:Saving dict for global step 23660: average_loss = 4.444986, global_step = 23660, loss = 302.25903\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:04\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-23660\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:04\n",
      "INFO:tensorflow:Saving dict for global step 23660: average_loss = 4.444986, global_step = 23660, loss = 302.25903\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 tf_wx_model\\model.ckpt-23660\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 23661 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 656.01355, step = 23660\n",
      "INFO:tensorflow:global_step/sec: 73.2574\n",
      "INFO:tensorflow:loss = 877.8438, step = 23760 (1.367 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.558\n",
      "INFO:tensorflow:loss = 648.77313, step = 23860 (1.170 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 23920 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 684.6496.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:10\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:11\n",
      "INFO:tensorflow:Saving dict for global step 23920: average_loss = 4.6207685, global_step = 23920, loss = 314.21225\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:11\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-23920\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:12\n",
      "INFO:tensorflow:Saving dict for global step 23920: average_loss = 4.6207685, global_step = 23920, loss = 314.21225\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 tf_wx_model\\model.ckpt-23920\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 23921 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 900.38947, step = 23920\n",
      "INFO:tensorflow:global_step/sec: 76.7187\n",
      "INFO:tensorflow:loss = 748.6368, step = 24020 (1.305 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.6185\n",
      "INFO:tensorflow:loss = 606.88525, step = 24120 (1.168 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 24180 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 761.06396.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:17\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:18\n",
      "INFO:tensorflow:Saving dict for global step 24180: average_loss = 4.4334726, global_step = 24180, loss = 301.47614\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:18\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-24180\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:19\n",
      "INFO:tensorflow:Saving dict for global step 24180: average_loss = 4.4334726, global_step = 24180, loss = 301.47614\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Create CheckpointSaverHook.\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-24180\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 24181 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 809.07916, step = 24180\n",
      "INFO:tensorflow:global_step/sec: 73.2936\n",
      "INFO:tensorflow:loss = 598.7927, step = 24280 (1.366 sec)\n",
      "INFO:tensorflow:global_step/sec: 88.3782\n",
      "INFO:tensorflow:loss = 849.1217, step = 24380 (1.130 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 24440 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 766.4391.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:25\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:25\n",
      "INFO:tensorflow:Saving dict for global step 24440: average_loss = 4.404077, global_step = 24440, loss = 299.47723\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:26\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-24440\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:26\n",
      "INFO:tensorflow:Saving dict for global step 24440: average_loss = 4.404077, global_step = 24440, loss = 299.47723\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 tf_wx_model\\model.ckpt-24440\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 24441 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 658.26324, step = 24440\n",
      "INFO:tensorflow:global_step/sec: 79.9151\n",
      "INFO:tensorflow:loss = 735.06335, step = 24540 (1.254 sec)\n",
      "INFO:tensorflow:global_step/sec: 85.6252\n",
      "INFO:tensorflow:loss = 607.022, step = 24640 (1.168 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 24700 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 668.3271.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:32\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:32\n",
      "INFO:tensorflow:Saving dict for global step 24700: average_loss = 4.370008, global_step = 24700, loss = 297.16055\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:33\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-24700\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:34\n",
      "INFO:tensorflow:Saving dict for global step 24700: average_loss = 4.370008, global_step = 24700, loss = 297.16055\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 tf_wx_model\\model.ckpt-24700\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 24701 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 745.11774, step = 24700\n",
      "INFO:tensorflow:global_step/sec: 75.7641\n",
      "INFO:tensorflow:loss = 554.46075, step = 24800 (1.322 sec)\n",
      "INFO:tensorflow:global_step/sec: 89.9245\n",
      "INFO:tensorflow:loss = 749.2708, step = 24900 (1.111 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 24960 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 735.1143.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:39\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:40\n",
      "INFO:tensorflow:Saving dict for global step 24960: average_loss = 4.5093274, global_step = 24960, loss = 306.63428\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:40\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-24960\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:41\n",
      "INFO:tensorflow:Saving dict for global step 24960: average_loss = 4.5093274, global_step = 24960, loss = 306.63428\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 tf_wx_model\\model.ckpt-24960\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 24961 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 759.8805, step = 24960\n",
      "INFO:tensorflow:global_step/sec: 74.5774\n",
      "INFO:tensorflow:loss = 756.3301, step = 25060 (1.343 sec)\n",
      "INFO:tensorflow:global_step/sec: 80.5032\n",
      "INFO:tensorflow:loss = 582.28925, step = 25160 (1.243 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 25220 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 662.7747.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:46\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:47\n",
      "INFO:tensorflow:Saving dict for global step 25220: average_loss = 4.3479104, global_step = 25220, loss = 295.6579\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:48\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-25220\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:48\n",
      "INFO:tensorflow:Saving dict for global step 25220: average_loss = 4.3479104, global_step = 25220, loss = 295.6579\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 tf_wx_model\\model.ckpt-25220\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 25221 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 651.77985, step = 25220\n",
      "INFO:tensorflow:global_step/sec: 80.8361\n",
      "INFO:tensorflow:loss = 640.83655, step = 25320 (1.239 sec)\n",
      "INFO:tensorflow:global_step/sec: 84.01\n",
      "INFO:tensorflow:loss = 737.7175, step = 25420 (1.192 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 25480 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 777.86426.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:54\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:07:54\n",
      "INFO:tensorflow:Saving dict for global step 25480: average_loss = 4.3411913, global_step = 25480, loss = 295.20102\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:07:55\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-25480\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:07:56\n",
      "INFO:tensorflow:Saving dict for global step 25480: average_loss = 4.3411913, global_step = 25480, loss = 295.20102\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 tf_wx_model\\model.ckpt-25480\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 25481 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 718.1654, step = 25480\n",
      "INFO:tensorflow:global_step/sec: 71.6056\n",
      "INFO:tensorflow:loss = 689.5972, step = 25580 (1.401 sec)\n",
      "INFO:tensorflow:global_step/sec: 81.5211\n",
      "INFO:tensorflow:loss = 608.842, step = 25680 (1.233 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 25740 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 677.4586.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:08:02\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:08:02\n",
      "INFO:tensorflow:Saving dict for global step 25740: average_loss = 4.3407426, global_step = 25740, loss = 295.1705\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:08:03\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-25740\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:08:04\n",
      "INFO:tensorflow:Saving dict for global step 25740: average_loss = 4.3407426, global_step = 25740, loss = 295.1705\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 tf_wx_model\\model.ckpt-25740\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Saving checkpoints for 25741 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:loss = 668.86536, step = 25740\n",
      "INFO:tensorflow:global_step/sec: 58.29\n",
      "INFO:tensorflow:loss = 652.4247, step = 25840 (1.718 sec)\n",
      "INFO:tensorflow:global_step/sec: 98.3047\n",
      "INFO:tensorflow:loss = 623.4376, step = 25940 (1.020 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 26000 into tf_wx_model\\model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 654.5786.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:08:10\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\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 2019-04-07-05:08:10\n",
      "INFO:tensorflow:Saving dict for global step 26000: average_loss = 4.329046, global_step = 26000, loss = 294.37512\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Starting evaluation at 2019-04-07-05:08:11\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Restoring parameters from tf_wx_model\\model.ckpt-26000\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "INFO:tensorflow:Finished evaluation at 2019-04-07-05:08:11\n",
      "INFO:tensorflow:Saving dict for global step 26000: average_loss = 4.329046, global_step = 26000, loss = 294.37512\n"
     ]
    }
   ],
   "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)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'average_loss': 36.174767, 'loss': 2459.884, 'global_step': 260}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluations[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/SWuatrXW7hyePyfJFa21dyd5d1XdONuuAQAAzN+kkaZtVbUQrH4syYcWbZsUuAAAADa8ScHnbUn+uKq+nuRIkv+SJFX1gxlN0QMAANjUJlXP+7WqujbJSUn+sLXWhk0PSvIvZ905AACAeeuGpqp6eGvtY0e3t9b+9Kh9/mIWnQMAAJi3SWua3lNVr6yqp1bVwxYaq+pxVfXCqtqb5LzZdhEAAGB+Jk3P+7GqemaSn01yTlWdmOSeJAeSvC/Jha21P5t9NwEAAOZjYgW81tr7k7x/DfoCAACw7kyangcAALClCU0AAAAdQhMAAEDHskJTVf1AVT1keP60qvpXVbVjtl0DAACYv+WONL07yb1V9YNJXp/k9CS/N7NeAQAArBPLDU3fba3dk+RZSf5ta+2lSU6aXbcAAADWh+WGprur6nlJLkzy3qHt+Nl0CQAAYP1Ybmh6QZK/meTXWmtfrKrTk7xldt0CAABYHybe3DZJWmufSfKvkqSqTkxyQmvtsll2DAAAYD1YbvW8P6qqR1TVI5N8Kskbq+pVs+0aAADA/C13et73tda+leTZSd7YWvuRJH93dt0CAABYH5Ybmo6rqpOS/GS+VwgCAABg01tuaPqVJHuTfL61dl1VPS7J52bXLQAAgPVhuYUgfj/J7y/6/QtJfnxWnQIAAFgvllsI4pSq+oOqur2qvlZV766qU2bdOQAAgHlb7vS8Nya5OsnJSXYl+U9DGwAAwKa23NC0s7X2xtbaPcPjd5PsnGG/AAAA1oXlhqavV9VPVdW24fFTSf58lh0DAABYD5Ybmn4mo3Ljf5bktiT/OMkLZtUpAACA9WJZoam19pXW2j9qre1srT26tXZBRje6BQAA2NSWO9K0lJ9ftV4AAACsUysJTbVqvQAAAFinVhKa2qr1AgAAYJ06rrexqu7K0uGokmyfSY8AAADWkW5oaq2dsFYdAQAAWI9WMj0PAABg0xOaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoOG7eHeCBrrrhUC7feyC3Hj6Sk3dsz8V7zswFZ++ad7cAAGBLEprWmatuOJRLr9yfI3ffmyQ5dPhILr1yf5IITgAAMAem560zl+89cF9gWnDk7ntz+d4Dc+oRAABsbULTOnPr4SPH1A4AAMyW0LTOnLxj+zG1AwAAsyU0rTMX7zkz24/fdr+27cdvy8V7zpxTjwAAYGtTCGKdWSj2oHoeAACsD0LTOnTB2buEJAAAWCdMzwMAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACAjpmFpqp6Q1XdXlWfXtT2yKq6pqo+N/w8cWivqvrNqjpYVTdV1RMXHXPhsP/nqurCWfUXAABgKbMcafrdJOcd1XZJkmtba2ckuXb4PUmekeSM4XFRktcmo5CV5GVJnpzkSUlethC0AAAA1sLMQlNr7SNJ7jyq+fwkbxqevynJBYva39xGPpZkR1WdlGRPkmtaa3e21r6R5Jo8MIgBAADMzFqvaXpMa+22JBl+Pnpo35Xkq4v2u2VoG9f+AFV1UVXtq6p9d9xxx6p3HAAA2JrWSyGIWqKtddof2NjaFa213a213Tt37lzVzgEAAFvXWoemrw3T7jL8vH1ovyXJqYv2OyXJrZ12AACANbHWoenqJAsV8C5M8p5F7c8fqug9Jck3h+l7e5OcW1UnDgUgzh3aAAAA1sRxszpxVb0tydOSPKqqbsmoCt5lSd5ZVS9M8pUkPzHs/v4kz0xyMMlfJnlBkrTW7qyqX01y3bDfr7TWji4uAQAAMDPV2pJLhDa03bt3t3379s27GwAAwDpWVde31nZP2m+9FIIAAABYl4QmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqOm3cHODZX3XAol+89kFsPH8nJO7bn4j1n5oKzd827WwAAsGkJTRvIVTccyqVX7s+Ru+9Nkhw6fCSXXrk/SQQnAACYEdPzNpDL9x64LzAtOHL3vbl874E59QgAADY/oWkDufXwkWNqBwAAVk5o2kBO3rH9mNoBAICVE5o2kIv3nJntx2+7X9v247fl4j1nzqlHAACw+SkEsYEsFHtQPQ8AANaO0LTBXHD2LiEJAADWkOl5AAAAHUITAABAh9AEAADQITQBAAB0CE0AAAAdQhMAAECH0AQAANAhNAEAAHQITQAAAB1CEwAAQIfQBAAA0CE0AQAAdAhNAAAAHUITAABAh9AEAADQITQBAAB0CE0AAAAdQhMAAECH0AQAANAhNAEAAHQITQAAAB3HzbsDrK6rbjiUy/ceyK2Hj+TkHdtz8Z4zc8HZu+bdLQAA2LCEpk3kqhsO5dIr9+fI3fcmSQ4dPpJLr9yfJIITAABMyfS8TeTyvQfuC0wLjtx9by7fe2BOPQIAgI1PaNpEbj185JjaAQCAyYSmTeTkHduPqR0AAJhMaNpELt5zZrYfv+1+bduP35aL95w5px4BAMDGpxDEJrJQ7EH1PAAAWD1C0yZzwdm7hCQAAFhFpucBAAB0CE0AAAAdpudtIVfdcMh6JwAAOEZC0xZx1Q2HcumV+++7+e2hw0dy6ZX7k0RwAgCADtPztojL9x64LzAtOHL3vbl874E59QgAADYGoWmLuPXwkWNqBwAARoSmLeLkHduPqR0AABgRmraIi/ecme3Hb7tf2/bjt+XiPWcmGa15OueyD+X0S96Xcy77UK664dA8ugkAAOuOQhBbxEKxh6Wq5ykSAQAA4wlNW8gFZ+9aMgT1ikQshCqlygEA2KqEJrpFIiaNQglUAABsdnMJTVX1pSR3Jbk3yT2ttd1V9cgk70hyWpIvJfnJ1to3qqqS/Lskz0zyl0n+WWvtk/Po92Z18o7tObREcDp5x/aJpconTetb61AlxAEAsNrmWQji77TWzmqt7R5+vyTJta21M5JcO/yeJM9IcsbwuCjJa9e8p5tcr0hEbxRqUqBaGKU6dPhIWr4XqhaKTPSKT0yzbdLrAQDANNbT9LzzkzxteP6mJH+U5F8P7W9urbUkH6uqHVV1Umvttrn0chPqFYm4fO+BsaNQk+79NO0o1bTbrM0CAGAWapRF1vhFq76Y5BtJWpLfaa1dUVWHW2s7Fu3zjdbaiVX13iSXtdb+ZGi/Nsm/bq3tO+qcF2U0EpXHPvaxP/LlL395rd7Opnb0mqZkNAr1689+wthAtWvH9nz0kqfn9Evel6Wursr4KYG7hvtGTbPt1mGEaanXe/Vzzhr7PgQnAICtqaquXzTzbax5Tc87p7X2xIym3r2oqp7a2beWaHvA38attStaa7tba7t37ty5Wv3c8i44e1d+/dlPyK4d21MZhZOFoDHp3k+9G+r2Rqmm3dZ7vUmjXgAAMM5cQlNr7dbh5+1J/iDJk5J8rapOSpLh5+3D7rckOXXR4ackuXXtessFZ+/KRy95er542d/PRy95+n0jM71AlfTXSvUCzrTbpl2bBQAAPWu+pqmqHpbkQa21u4bn5yb5lSRXJ7kwyWXDz/cMh1yd5MVV9fYkT07yTeuZ1o9x935a2JYsvVYqyZLT5RZGqabZNu3aLAAA6JlHIYjHJPmDUSXxHJfk91pr/7mqrkvyzqp6YZKvJPmJYf/3Z1Ru/GBGJcdfsPZdZlrjQtWkQDXttnGvd/GeM7tBLFGuHACApc2lEMSs7d69u+3bt2/yjmwpvVDUK3ih8h4AwOa03EIQ66nkOMxUbyrhSm/iCwDA5iU0QcYXhJh0E1+jUAAAm5/QBBl/36hJ5dGPntZ39CjUpCmBwhYAwPonNEH6hSJ6lfemndbX22b0CgBgfRGaINOXR3/pO25c8nyTpvUtPB+3zRoqAID1Q/U8WIZxIz/nXPahJUehdg3T+pb6X1cNP8dtGzdVcNeO7fnoJU/v9mfSNgAAvkf1PFhF09z/adINdadZQ5U8sDz6sUz7AwDg2AlNsALTTuvrbZsUtqad9reStVKzGr0yKgYAbARCE6zQuFGoSYGqt60XtiaNRI3bNm2lv0nHTWtW5wUAWG3WNME61BuB6a2jSpae9jdp27hphr/+7CeMHflavMZqGr33sZLzAgAslzVNsIGNG71K+uuoktWv9LecNVbTTLGbZsQMAGAehCbYYKad9tdbK9ULML0b/y5nit24UNU7LwDAemJ6HmwRRwecZHlT8FYyda/3msnSo2K//uwnTCxaoYAEALAaTM8D7mfaSn+943pT/haOGTftb2Hd0rEWnzi6r8staAEAMC2hCbaQaSv9jTtu0hS7SeuWxp132rLqycruUyVwAQBLEZqAJP3iE+NMKkox7bqlacuq98LWpKl9SqADAOMITcDUJo1QTQpV40wKW9MUtEj694aaFLimXWNl9AoANj6hCViR3gjVcir9LWXasuq9CoEL/ZimtPq0a6x62zZacBL+ANjKhCZgpqaZ9jdtWfVkfKBK+tP+eqNbK1ljNe3oVbJ+gspKpy6ul/cBANNSchzYVHp/oJ9z2YemKq3+0nfcmKW+KWv4Oc22Vz/nrIkl19dLSfbe57ZQBXGcSe8DAOZJyXFgS+qNbPWm/fVGtyZN+5tm26Q1VJNGt2ZRkn3ctmkKcyxYTnEOAFjvhCZgy5i2tPq0a6x62ybd46oXVGZRkr23bdoqiJPeR2LqHgAbg9AEbClrvcZq3LZJo1e9oDKLkuwLz5fatpwqiOPCT+99KPMOwEZhTRPAHCxnzdK47eMC167OlMBdQ9iaZv3VFy/7+xOn9Y3ra7L0aNuk9/HRS55uFAqAmbOmCWAdW85Uwd72WZRk723rjdD1RrAWCkUs9T56UxQnjUKtpBDGWocx4Q9g4xOaAOZk0lTBcdtnVZJ9mhsRJ5PXLY17Hysp876SQhizCGPjtpmCCLA5mJ4HsIXMolT5tCXJe9P6emXex4WtSdMTP3rJ06cuO5+Mn2bY2zZpCuLC57DaI1FGtwCWZ7nT84QmAFZkJfdiGvfHfS/crGRt1umXvG/Vw1hvW6+vC2vFVvt+XCs5J8BWY00TAGtiOdMFe8cea5n3lazNmkVVwt62SeXaZzENcdpzbrbgJBwCq8lIEwDr0jQjKcn4qXKzqkrY29ab8nfB2btmMvLVG93qnXM5FQtXe83XpG3TWsnoJ7C1GGkCYEObRSGMWVQl7G2b9HqzGPma9pzLKZIxzcjXtNtWUpijN9q2ktC01uEPWD+MNAHAYK1HS2Yx8tUb3Zr2nJOKaPSOnXbbtIU5Jo3gLee+Y6s9wgmsXwpBCE0AbACzmoZ4rOfsVSycVEQjGV+AY9pt661K4koCJ7B+mZ4HABvArKYhHus5JxXYmFTUYrW3raQwx6RCIr1CGeO2raQ/m2Wt2CSmKLKZGWkCAJZVqny172PV27bSkZ1xf8BPO2I27cjXpGIga/25rmStWG/7LMrnz9JKptTOoq8C5/wYaQIAlm3SyNZKRr6m3TZtYY6F/i71R+e0I2YWaNNGAAANqUlEQVS90atefyYVpZh25Gsl21ZSmGO1S90v5zWnHaUbZ1LRk9U+bpJZnXfSawppx8ZIEwCwLq118Y1k9UdoJhWl2CxrxaYtdd97zZWM0vX+e/XeR6/0/qTjJlnt/kxLSf77M9IEAGxo40aLJm2bdM5kddeK9bZNGtnaSGvFesfOonz+Skfpxo3eTFt6f9L7mBSqV7s/0wb5WZXk3+yMNAEAzMhmWis2bVXCaV+zN3o1aZRu2tGtabdNGhWbRcn+aStBTqqUmWye4iTLYaQJAGDONtNasd66rlncOHolFR17ozevfs5ZY1/zpe+4carjJo3ezKI/066HmzS6OY8bWW8ERpoAALaQWVTPm8VrrmSUrje6tZJ1S9OuXZvFOqreSFwyfl3buJA2y1Gx3rZ538vMzW2FJgCADW1WJdB7rzfNccsJRavdn5VMtex9rmtdnGRhSuC8mJ4HAMCGNqngx0puDj3ufNMcN6kk/az6M+1Uy97nutbFSTYKI00AALBC6+0mvWtdln/abfNe02R6ntAEAADHTPW8JfYTmgAAgK1ouaHpQWvRGQAAgI1KaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACADqEJAACgQ2gCAADoEJoAAAA6hCYAAIAOoQkAAKBDaAIAAOgQmgAAADqEJgAAgA6hCQAAoENoAgAA6BCaAAAAOoQmAACAjmqtzbsPq66q7kjy5TV+2Ucl+foavyYbj+uE5XCdsByuE5bDdcJybOXr5Ptbazsn7bQpQ9M8VNW+1truefeD9c11wnK4TlgO1wnL4TphOVwnk5meBwAA0CE0AQAAdAhNq+eKeXeADcF1wnK4TlgO1wnL4TphOVwnE1jTBAAA0GGkCQAAoENoWqGqOq+qDlTVwaq6ZN79Ye1V1Zeqan9V3VhV+4a2R1bVNVX1ueHniUN7VdVvDtfLTVX1xEXnuXDY/3NVdeG83g+ro6reUFW3V9WnF7Wt2nVRVT8yXHcHh2Nrbd8hq2HMdfLyqjo0fKfcWFXPXLTt0uG/+YGq2rOofcl/i6rq9Kr6+HD9vKOqHrx2747VUlWnVtWHq+qzVXVzVb1kaPedwn0614nvlNXQWvOY8pFkW5LPJ3lckgcn+VSSx8+7Xx5rfh18Kcmjjmr7P5NcMjy/JMkrhufPTPKBJJXkKUk+PrQ/MskXhp8nDs9PnPd781jRdfHUJE9M8ulZXBdJPpHkbw7HfCDJM+b9nj1W7Tp5eZL/ZYl9Hz/8O/OQJKcP//5s6/1blOSdSZ47PP/tJP9i3u/ZY6rr5KQkTxyen5DkT4frwXeKx3KuE98pq/Aw0rQyT0pysLX2hdbad5K8Pcn5c+4T68P5Sd40PH9TkgsWtb+5jXwsyY6qOinJniTXtNbubK19I8k1Sc5b606zelprH0ly51HNq3JdDNse0Vr7r230L9ebF52LDWTMdTLO+Une3lr7dmvti0kOZvTv0JL/Fg0jBU9P8q7h+MXXHBtIa+221tonh+d3Jflskl3xncIinetkHN8px0BoWpldSb666Pdb0r842Zxakj+squur6qKh7TGttduS0ZdYkkcP7eOuGdfS1rBa18Wu4fnR7WweLx6mVb1hYcpVjv06+atJDrfW7jmqnQ2sqk5LcnaSj8d3CmMcdZ0kvlNWTGhamaXm+ypHuPWc01p7YpJnJHlRVT21s++4a8a1tLUd63XhetncXpvkB5KcleS2JK8c2l0nW1xVPTzJu5P8XGvtW71dl2hzrWwRS1wnvlNWgdC0MrckOXXR76ckuXVOfWFOWmu3Dj9vT/IHGQ1rf22Y7pDh5+3D7uOuGdfS1rBa18Utw/Oj29kEWmtfa63d21r7bpLXZfSdkhz7dfL1jKZlHXdUOxtQVR2f0R/Cb22tXTk0+07hfpa6TnynrA6haWWuS3LGUEnkwUmem+TqOfeJNVRVD6uqExaeJzk3yaczug4WqhJdmOQ9w/Orkzx/qGz0lCTfHKZU7E1yblWdOAybnzu0sbmsynUxbLurqp4yzDF//qJzscEt/BE8eFZG3ynJ6Dp5blU9pKpOT3JGRov3l/y3aFib8uEk/3g4fvE1xwYy/O/89Uk+21p71aJNvlO4z7jrxHfKKpl3JYqN/sioQs2fZlRl5Jfm3R+PNf/v/7iMqsp8KsnNC9dARvN+r03yueHnI4f2SvKa4XrZn2T3onP9TEaLMA8mecG835vHiq+Nt2U0DeLujP5fuxeu5nWRZHdG//B9PslvZbhZucfGeoy5Tv7jcB3clNEfNSct2v+Xhv/mB7Koutm4f4uG76hPDNfP7yd5yLzfs8dU18nfymga1E1Jbhwez/Sd4rHM68R3yio8avgAAAAAWILpeQAAAB1CEwAAQIfQBAAA0CE0AQAAdAhNAAAAHUITwDpSVX+1qm4cHn9WVYcW/f7gZZ7jjVV15oR9XlRV/3R1er3k+Z9dVf/trM4/vMaDqurDVfXwqjququ5d9FndWFUXr+Jr/WBV3bha55vi9Wf+eQ6v879X1XOOant+Ve2vqpuq6qNV9YSh/aFV9cdVtW3W/QKYt+Mm7wLAWmmt/XmSs5Kkql6e5C9aa7+xeJ/hBobVRnd3X+ocL1jG67xm5b3tenaS7yb5f2b4Gv8wyb7W2l8Md6i/q7V21gxfb57W4vNMkr+X0f19Fvt8kh9trR2uqn+Y5LeTnNNa+/+q6iMZ3ejyHTPuF8BcGWkC2ACGkY5PV9VvJ/lkkpOq6oqq2ldVN1fVLy/a90+q6qxh9OVwVV1WVZ+qqv9aVY8e9vk3VfVzi/a/rKo+UVUHqup/GNofVlXvHo592/BaDwglVXV5VX1mGIl4RVX9aEY3Rnz1MOJzWlWdUVV7q+r6qvpIVf3QcOxbquq1VfVfqupPq+oZQ/sTquq64fibqupxS3ws/zTLuBt9Vd2y6P19fOFcw93uPzyc/5qqOmVo/2+q6j1D+6eq6snDqY6rqtcPn/cHquqhw/4vHd7/p6rqLcv6D9rv71w+z6rakSSttTsXt7fWPtpaOzz8+rEkpyzafFVG/x0ANjUjTQAbx+OTvKC19s+TpKouaa3dOYyyfLiq3tVa+8xRx3xfkj9urV1SVa9K8jNJLlvi3NVae1JV/aMkv5zkvCT/MsmftdZ+vKr+RkZh7f4HVT0moz/of7i11qpqxzAi8f4k72qtXTXs9+Ek/2Nr7fNVdU6S30py7nCaU5P87SRnJPlgVf1gkv85yW+01t5RVQ9JUkv0+Zwk/2zR7yfU/afQ/ZvW2ruG598Y3t/PJHlVkguS/Psk/6G19taquijJv81o1OQ1Sa5prf3W8Nn+lSSPTnJmkue11vZX1ZXDOd6e5H9N8v2tte8sBI+jPqPHJ/m9JfqfjEZw7lonn+e5ST44pp8LXpjkA4t+/1SSp0w4BmDDE5oANo7Pt9auW/T786rqhRl9l5+cUag6OjQdaa0t/JF7fZIfHXPuKxftc9rw/G8leUWStNY+VVU3L3HcnRlNG3tdVb0vyXuP3mEIEk9J8u6q+/5WX/zvzzuHqYYHquqrGf2x/38n+d+q6vuTXNlaO7jEa5/QWvvLRb/3pue9bfj51nwvND45yT8Ynr85ya8Oz5+W5LlJ0lq7J8m3hhG6g621/cM+iz+nm5O8parek9HIy/0MQXa50wbn+Xmel+S14zpWVX83yU9ndF0svLd7qqpV1fbW2pFlvkeADcf0PICN4/9deFJVZyR5SZKnt9b+epL/nOShSxzznUXP7834/7Ps20vss9RoxP201u5OsjujsPDjSd63xG6V5OuttbMWPf7a4tM88LTtPyZ51tCva6rqqUucd8k1XeO6egz7jtv/24ueL/6c9mS0zudJSfbVUYURqurxdf8CFYsfJ9zvRef7ef5IRmHwgS84mpb5O0nOb61946jND879PxuATUdoAtiYHpHkroxGQU7K6A/31fYnSX4yGa2JyWgk636GP/of0Vp7b5KXJjl72HRXkhOSZPgj+7aqetZwzIOG6X4LfqJGfiijqWWfq6rHtdYOttb+XUbB4a8v0b+DVXXaMt/LQkW45yX56PD8YwvvL8lPJfnI8PzDSRamQG6rqkeMO+kQkE5prX0oycVJdmY0ne8+rbXPHBVwFj/uOup8c/k8h+P3L1VcZPiM35Xknxw9QjVMJzw0rigJwGYhNAFsTJ/MaCrep5O8Lt8LAqvp/0qyq6puSvILw2t986h9vi/J+6rqU0k+lOTnh/a3JfnFhcIFGU13++fDfjfne9PikuRgRoHlPyW5qLX2nST/ZCi4cGOSxyVZqsDC+zKaSrfghKNGcX5t0ba/UlWfSPIvhveSJC9OctHw/p6TUUhZaN9TVfuT7EvSK/V9XJLfG87xySSvODoIHaN5fZ7PyGi0cikvT/LIJL8zvP7HF237O1l6NAxgU6nWjnXGAgBbwVAE4bihtPQZSf4wyRnDOp/Veo23ZFGBg2M89pSMCjmcN2G/W5L8tUUV4DataT/PqvpQkue01u44xuPek+QXxqyRAtg0FIIAYJyHJ7l2CE+V5GdXMzCtVGvtlqr63ap6eGvtL+bdn42stfb0Yz1mqML3LoEJ2AqMNAEAAHRY0wQAANAhNAEAAHQITQAAAB1CEwAAQIfQBAAA0CE0AQAAdPz/7Hy8ZkNtLLsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "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 tf_wx_model\\model.ckpt-26000\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "The Explained Variance: 0.93\n",
      "The Mean Absolute Error: 1.33 degrees Celcius\n",
      "The Median Absolute Error: 1.09 degrees Celcius\n"
     ]
    }
   ],
   "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))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temprature-count \t predicted\n",
      "2017-08-26 \t 28 \t\t 28.64173\n",
      "2017-05-06 \t 36 \t\t 32.9329\n",
      "2018-03-03 \t 26 \t\t 26.459944\n",
      "2017-12-26 \t 18 \t\t 17.70695\n",
      "2017-01-10 \t 13 \t\t 14.89978\n",
      "2016-12-03 \t 19 \t\t 21.527987\n",
      "2016-06-23 \t 34 \t\t 32.162914\n",
      "2017-07-19 \t 31 \t\t 30.615353\n",
      "2017-11-15 \t 22 \t\t 23.823896\n",
      "2016-07-02 \t 26 \t\t 29.665443\n"
     ]
    }
   ],
   "source": [
    "print(\"temprature-count \\t predicted\")\n",
    "for i in range(10):\n",
    "    print(X_test.index[i],\"\\t\",y_test[i],\"\\t\\t\",predictions[i])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: [meantempm_1, meantempm_2, meantempm_3, meandewptm_1, meandewptm_2, meandewptm_3, meanpressurem_1, meanpressurem_2, meanpressurem_3, maxhumidity_1, maxhumidity_2, maxhumidity_3, minhumidity_1, minhumidity_2, minhumidity_3, maxtempm_1, maxtempm_2, maxtempm_3, mintempm_1, mintempm_2, mintempm_3, maxdewptm_1, maxdewptm_2, maxdewptm_3, mindewptm_1, mindewptm_2, mindewptm_3, maxpressurem_1, maxpressurem_2, maxpressurem_3, minpressurem_1, minpressurem_2, minpressurem_3, precipm_1, precipm_2, precipm_3]\n",
      "Index: []\n",
      "\n",
      "[0 rows x 36 columns]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "    print(X_test.head(0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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