{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "os              : Windows-10-10.0.19045-SP0\n",
      "python          : 3.11.5\n",
      "tsai            : 0.3.8\n",
      "fastai          : 2.7.13\n",
      "fastcore        : 1.5.29\n",
      "sklearn         : 1.3.2\n",
      "torch           : 2.1.1+cpu\n",
      "device          : cpu\n",
      "cpu cores       : 6\n",
      "threads per cpu : 1\n",
      "RAM             : 15.8 GB\n",
      "GPU memory      : [2.0] GB\n"
     ]
    }
   ],
   "source": [
    "import sklearn\n",
    "from tsai.basics import *\n",
    "my_setup(sklearn)\n",
    "import config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['DateString', 'Boiler2_Feed Water Temp (T-4) (°F)',\n",
      "       'Boiler2_Gas Flow (G-2) (MMBtu)', 'Boiler2_Make Up Flow (W-17) (kGal)',\n",
      "       'Boiler2_Steam Flow (S-1) (lbs)'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DateString</th>\n",
       "      <th>Boiler2_Feed Water Temp (T-4) (°F)</th>\n",
       "      <th>Boiler2_Gas Flow (G-2) (MMBtu)</th>\n",
       "      <th>Boiler2_Make Up Flow (W-17) (kGal)</th>\n",
       "      <th>Boiler2_Steam Flow (S-1) (lbs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01-01-2023 00:59</td>\n",
       "      <td>244</td>\n",
       "      <td>1.40</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01-01-2023 01:59</td>\n",
       "      <td>258</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01-01-2023 02:59</td>\n",
       "      <td>257</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01-01-2023 03:59</td>\n",
       "      <td>258</td>\n",
       "      <td>1.39</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01-01-2023 04:59</td>\n",
       "      <td>254</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1077</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         DateString  Boiler2_Feed Water Temp (T-4) (°F)  \\\n",
       "0  01-01-2023 00:59                                 244   \n",
       "1  01-01-2023 01:59                                 258   \n",
       "2  01-01-2023 02:59                                 257   \n",
       "3  01-01-2023 03:59                                 258   \n",
       "4  01-01-2023 04:59                                 254   \n",
       "\n",
       "   Boiler2_Gas Flow (G-2) (MMBtu)  Boiler2_Make Up Flow (W-17) (kGal)  \\\n",
       "0                            1.40                                0.78   \n",
       "1                            1.37                                0.03   \n",
       "2                            1.36                                0.03   \n",
       "3                            1.39                                0.03   \n",
       "4                            1.32                                0.06   \n",
       "\n",
       "   Boiler2_Steam Flow (S-1) (lbs)  \n",
       "0                            1084  \n",
       "1                            1069  \n",
       "2                            1077  \n",
       "3                            1094  \n",
       "4                            1077  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df=pd.read_csv('D:/project/Boiler1.csv')\n",
    "#df=df.drop(config.ENERGY_DROP_COLOUMNS,axis=1)\n",
    "print(df.columns)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial memory usage: 111.54 KB \n",
      "Final memory usage  : 55.83 KB   (-49.9%)\n",
      "[Pipeline] .......... (step 1 of 4) Processing shrinker, total=   0.0s\n",
      "[Pipeline] ... (step 2 of 4) Processing drop_duplicates, total=   0.0s\n",
      "[Pipeline] ........... (step 3 of 4) Processing add_mts, total=   0.0s\n",
      "[Pipeline] ...... (step 4 of 4) Processing fill_missing, total=   0.0s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DateString</th>\n",
       "      <th>Boiler2_Feed Water Temp (T-4) (°F)</th>\n",
       "      <th>Boiler2_Gas Flow (G-2) (MMBtu)</th>\n",
       "      <th>Boiler2_Make Up Flow (W-17) (kGal)</th>\n",
       "      <th>Boiler2_Steam Flow (S-1) (lbs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 00:59:00</td>\n",
       "      <td>244.0</td>\n",
       "      <td>1.40</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1084.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 01:59:00</td>\n",
       "      <td>258.0</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1069.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 02:59:00</td>\n",
       "      <td>257.0</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1077.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 03:59:00</td>\n",
       "      <td>258.0</td>\n",
       "      <td>1.39</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1094.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 04:59:00</td>\n",
       "      <td>254.0</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1077.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2853</th>\n",
       "      <td>2023-04-29 21:59:00</td>\n",
       "      <td>224.0</td>\n",
       "      <td>2.45</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1858.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2854</th>\n",
       "      <td>2023-04-29 22:59:00</td>\n",
       "      <td>226.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2855</th>\n",
       "      <td>2023-04-29 23:59:00</td>\n",
       "      <td>226.0</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1557.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2856</th>\n",
       "      <td>2023-04-30 00:59:00</td>\n",
       "      <td>233.0</td>\n",
       "      <td>1.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>679.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>2023-04-30 01:59:00</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.09</td>\n",
       "      <td>657.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2858 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              DateString  Boiler2_Feed Water Temp (T-4) (°F)  \\\n",
       "0    2023-01-01 00:59:00                               244.0   \n",
       "1    2023-01-01 01:59:00                               258.0   \n",
       "2    2023-01-01 02:59:00                               257.0   \n",
       "3    2023-01-01 03:59:00                               258.0   \n",
       "4    2023-01-01 04:59:00                               254.0   \n",
       "...                  ...                                 ...   \n",
       "2853 2023-04-29 21:59:00                               224.0   \n",
       "2854 2023-04-29 22:59:00                               226.0   \n",
       "2855 2023-04-29 23:59:00                               226.0   \n",
       "2856 2023-04-30 00:59:00                               233.0   \n",
       "2857 2023-04-30 01:59:00                               234.0   \n",
       "\n",
       "      Boiler2_Gas Flow (G-2) (MMBtu)  Boiler2_Make Up Flow (W-17) (kGal)  \\\n",
       "0                               1.40                                0.78   \n",
       "1                               1.37                                0.03   \n",
       "2                               1.36                                0.03   \n",
       "3                               1.39                                0.03   \n",
       "4                               1.32                                0.06   \n",
       "...                              ...                                 ...   \n",
       "2853                            2.45                                0.21   \n",
       "2854                            1.50                                0.04   \n",
       "2855                            2.08                                0.28   \n",
       "2856                            1.04                                0.04   \n",
       "2857                            0.99                                0.09   \n",
       "\n",
       "      Boiler2_Steam Flow (S-1) (lbs)  \n",
       "0                             1084.0  \n",
       "1                             1069.0  \n",
       "2                             1077.0  \n",
       "3                             1094.0  \n",
       "4                             1077.0  \n",
       "...                              ...  \n",
       "2853                          1858.0  \n",
       "2854                          1073.0  \n",
       "2855                          1557.0  \n",
       "2856                           679.0  \n",
       "2857                           657.0  \n",
       "\n",
       "[2858 rows x 5 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "datetime_col=config.BOILER_DATETIME\n",
    "freq=config.FREQUENCY\n",
    "coloumns=config.BOILER_COLOUMNS\n",
    "method=config.METHOD\n",
    "value=config.VALUE\n",
    "\n",
    "\n",
    "preproc_pipe=sklearn.pipeline.Pipeline([\n",
    "    ('shrinker',TSShrinkDataFrame()),\n",
    "    ('drop_duplicates',TSDropDuplicates(datetime_col=datetime_col)),\n",
    "    ('add_mts',TSAddMissingTimestamps(datetime_col=datetime_col,freq=freq)),\n",
    "    ('fill_missing',TSFillMissing(columns=coloumns,method=method,value=value)),\n",
    "    ],\n",
    "    verbose=True)\n",
    "\n",
    "mkdir('data', exist_ok=True,parents=True)\n",
    "save_object(preproc_pipe,'data/boiler_preproc_pipe.pkl')\n",
    "preproc_pipe=load_object('data/boiler_preproc_pipe.pkl')\n",
    "'''\n",
    "df=preproc_pipe.fit_transform(df)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DateString                            datetime64[ns]\n",
       "Boiler2_Feed Water Temp (T-4) (°F)           float64\n",
       "Boiler2_Gas Flow (G-2) (MMBtu)               float32\n",
       "Boiler2_Make Up Flow (W-17) (kGal)           float32\n",
       "Boiler2_Steam Flow (S-1) (lbs)               float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x50 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "((#1510) [0,1,2,3,4,5,6,7,8,9...],\n",
       " (#216) [1677,1678,1679,1680,1681,1682,1683,1684,1685,1686...],\n",
       " (#431) [2060,2061,2062,2063,2064,2065,2066,2067,2068,2069...])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fcst_history= config.FCST_HISTORY\n",
    "fcst_horizon= config.FCST_HORIZON\n",
    "valid_size= config.VALID_SIZE\n",
    "test_size= config.TEST_SIZE\n",
    "\n",
    "splits=get_forecasting_splits(df,fcst_history=fcst_history,fcst_horizon=fcst_horizon,datetime_col=datetime_col,\n",
    "                              valid_size=valid_size,test_size=test_size)\n",
    "\n",
    "splits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data directory already exists.\n",
      "Pipeline saved as data\\Ener_exp_pipe.pkl\n",
      "[Pipeline] ............ (step 1 of 1) Processing scaler, total=   0.0s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DateString</th>\n",
       "      <th>Boiler2_Feed Water Temp (T-4) (°F)</th>\n",
       "      <th>Boiler2_Gas Flow (G-2) (MMBtu)</th>\n",
       "      <th>Boiler2_Make Up Flow (W-17) (kGal)</th>\n",
       "      <th>Boiler2_Steam Flow (S-1) (lbs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-01-01 00:59:00</td>\n",
       "      <td>-0.068402</td>\n",
       "      <td>-0.962832</td>\n",
       "      <td>2.770006</td>\n",
       "      <td>-0.944817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-01-01 01:59:00</td>\n",
       "      <td>0.640783</td>\n",
       "      <td>-1.013630</td>\n",
       "      <td>-0.963756</td>\n",
       "      <td>-0.974291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-01-01 02:59:00</td>\n",
       "      <td>0.590127</td>\n",
       "      <td>-1.030563</td>\n",
       "      <td>-0.963756</td>\n",
       "      <td>-0.958571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-01-01 03:59:00</td>\n",
       "      <td>0.640783</td>\n",
       "      <td>-0.979764</td>\n",
       "      <td>-0.963756</td>\n",
       "      <td>-0.925167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-01-01 04:59:00</td>\n",
       "      <td>0.438158</td>\n",
       "      <td>-1.098293</td>\n",
       "      <td>-0.814405</td>\n",
       "      <td>-0.958571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2853</th>\n",
       "      <td>2023-04-29 21:59:00</td>\n",
       "      <td>-1.081524</td>\n",
       "      <td>0.815102</td>\n",
       "      <td>-0.067653</td>\n",
       "      <td>0.576042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2854</th>\n",
       "      <td>2023-04-29 22:59:00</td>\n",
       "      <td>-0.980212</td>\n",
       "      <td>-0.793505</td>\n",
       "      <td>-0.913972</td>\n",
       "      <td>-0.966431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2855</th>\n",
       "      <td>2023-04-29 23:59:00</td>\n",
       "      <td>-0.980212</td>\n",
       "      <td>0.188592</td>\n",
       "      <td>0.280832</td>\n",
       "      <td>-0.015403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2856</th>\n",
       "      <td>2023-04-30 00:59:00</td>\n",
       "      <td>-0.625620</td>\n",
       "      <td>-1.572409</td>\n",
       "      <td>-0.913972</td>\n",
       "      <td>-1.740614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>2023-04-30 01:59:00</td>\n",
       "      <td>-0.574963</td>\n",
       "      <td>-1.657073</td>\n",
       "      <td>-0.665055</td>\n",
       "      <td>-1.783843</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2858 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              DateString  Boiler2_Feed Water Temp (T-4) (°F)  \\\n",
       "0    2023-01-01 00:59:00                           -0.068402   \n",
       "1    2023-01-01 01:59:00                            0.640783   \n",
       "2    2023-01-01 02:59:00                            0.590127   \n",
       "3    2023-01-01 03:59:00                            0.640783   \n",
       "4    2023-01-01 04:59:00                            0.438158   \n",
       "...                  ...                                 ...   \n",
       "2853 2023-04-29 21:59:00                           -1.081524   \n",
       "2854 2023-04-29 22:59:00                           -0.980212   \n",
       "2855 2023-04-29 23:59:00                           -0.980212   \n",
       "2856 2023-04-30 00:59:00                           -0.625620   \n",
       "2857 2023-04-30 01:59:00                           -0.574963   \n",
       "\n",
       "      Boiler2_Gas Flow (G-2) (MMBtu)  Boiler2_Make Up Flow (W-17) (kGal)  \\\n",
       "0                          -0.962832                            2.770006   \n",
       "1                          -1.013630                           -0.963756   \n",
       "2                          -1.030563                           -0.963756   \n",
       "3                          -0.979764                           -0.963756   \n",
       "4                          -1.098293                           -0.814405   \n",
       "...                              ...                                 ...   \n",
       "2853                        0.815102                           -0.067653   \n",
       "2854                       -0.793505                           -0.913972   \n",
       "2855                        0.188592                            0.280832   \n",
       "2856                       -1.572409                           -0.913972   \n",
       "2857                       -1.657073                           -0.665055   \n",
       "\n",
       "      Boiler2_Steam Flow (S-1) (lbs)  \n",
       "0                          -0.944817  \n",
       "1                          -0.974291  \n",
       "2                          -0.958571  \n",
       "3                          -0.925167  \n",
       "4                          -0.958571  \n",
       "...                              ...  \n",
       "2853                        0.576042  \n",
       "2854                       -0.966431  \n",
       "2855                       -0.015403  \n",
       "2856                       -1.740614  \n",
       "2857                       -1.783843  \n",
       "\n",
       "[2858 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coloumns=config.BOILER_COLOUMNS\n",
    "train_split=splits[0]\n",
    "\n",
    "\n",
    "exp_pipe=sklearn.pipeline.Pipeline([\n",
    "    ('scaler',TSStandardScaler(columns=coloumns)),\n",
    "    ],\n",
    "    verbose=True)\n",
    "\n",
    "\n",
    "save_object(exp_pipe,'data/Ener_exp_pipe.pkl')\n",
    "exp_pipe=load_object('data/Ener_exp_pipe.pkl')\n",
    "\n",
    "df_scaled=exp_pipe.fit_transform(df,scaler__idxs=train_split)\n",
    "\n",
    "df_scaled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_vars=config.BOILER_COLOUMNS\n",
    "y_vars=config.BOILER_COLOUMNS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2491, 4, 200), (2491, 4, 168))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X,y=prepare_forecasting_data(df,fcst_history=fcst_history,fcst_horizon=fcst_horizon,x_vars=x_vars,y_vars=y_vars)\n",
    "X.shape , y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn=TSForecaster(X,y,splits=splits,\n",
    "                   batch_size=16,path=\"models\",\n",
    "                   pipelines=[preproc_pipe,exp_pipe],\n",
    "                   arch=\"InceptionTimePlus\",\n",
    "                   #arch_config=arch_config,\n",
    "                   metrics=[mae,mape],\n",
    "                   cbs=ShowGraph())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not enough values to plot a chart\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "InceptionTimePlus (Input shape: 16 x 4 x 200)\n",
       "============================================================================\n",
       "Layer (type)         Output Shape         Param #    Trainable \n",
       "============================================================================\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    128        True      \n",
       "Conv1d                                    39936      True      \n",
       "Conv1d                                    19456      True      \n",
       "Conv1d                                    9216       True      \n",
       "MaxPool1d                                                      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    128        True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 128 x 200      \n",
       "Concat                                                         \n",
       "BatchNorm1d                               256        True      \n",
       "ReLU                                                           \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "Conv1d                                    39936      True      \n",
       "Conv1d                                    19456      True      \n",
       "Conv1d                                    9216       True      \n",
       "MaxPool1d                                                      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 128 x 200      \n",
       "Concat                                                         \n",
       "BatchNorm1d                               256        True      \n",
       "ReLU                                                           \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "Conv1d                                    39936      True      \n",
       "Conv1d                                    19456      True      \n",
       "Conv1d                                    9216       True      \n",
       "MaxPool1d                                                      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 128 x 200      \n",
       "Concat                                                         \n",
       "BatchNorm1d                               256        True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "Conv1d                                    39936      True      \n",
       "Conv1d                                    19456      True      \n",
       "Conv1d                                    9216       True      \n",
       "MaxPool1d                                                      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 128 x 200      \n",
       "Concat                                                         \n",
       "BatchNorm1d                               256        True      \n",
       "ReLU                                                           \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "Conv1d                                    39936      True      \n",
       "Conv1d                                    19456      True      \n",
       "Conv1d                                    9216       True      \n",
       "MaxPool1d                                                      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 128 x 200      \n",
       "Concat                                                         \n",
       "BatchNorm1d                               256        True      \n",
       "ReLU                                                           \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "Conv1d                                    39936      True      \n",
       "Conv1d                                    19456      True      \n",
       "Conv1d                                    9216       True      \n",
       "MaxPool1d                                                      \n",
       "____________________________________________________________________________\n",
       "                     16 x 32 x 200       \n",
       "Conv1d                                    4096       True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 128 x 200      \n",
       "Concat                                                         \n",
       "BatchNorm1d                               256        True      \n",
       "Conv1d                                    512        True      \n",
       "BatchNorm1d                               256        True      \n",
       "BatchNorm1d                               256        True      \n",
       "ReLU                                                           \n",
       "ReLU                                                           \n",
       "Add                                                            \n",
       "____________________________________________________________________________\n",
       "                     16 x 25600          \n",
       "Reshape                                                        \n",
       "____________________________________________________________________________\n",
       "                     16 x 672            \n",
       "Linear                                    17203872   True      \n",
       "____________________________________________________________________________\n",
       "                     16 x 4 x 168        \n",
       "Reshape                                                        \n",
       "____________________________________________________________________________\n",
       "\n",
       "Total params: 17,659,296\n",
       "Total trainable params: 17,659,296\n",
       "Total non-trainable params: 0\n",
       "\n",
       "Optimizer used: <function Adam at 0x00000192811576A0>\n",
       "Loss function: FlattenedLoss of MSELoss()\n",
       "\n",
       "Callbacks:\n",
       "  - TrainEvalCallback\n",
       "  - CastToTensor\n",
       "  - Recorder\n",
       "  - ProgressCallback\n",
       "  - ShowGraph"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr_max=learn.lr_find().valley"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>mae</th>\n",
       "      <th>mape</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.212351</td>\n",
       "      <td>0.824930</td>\n",
       "      <td>0.719851</td>\n",
       "      <td>57147004.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.100222</td>\n",
       "      <td>0.726764</td>\n",
       "      <td>0.648411</td>\n",
       "      <td>46697956.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.012402</td>\n",
       "      <td>0.697390</td>\n",
       "      <td>0.620173</td>\n",
       "      <td>42839864.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.933630</td>\n",
       "      <td>0.685987</td>\n",
       "      <td>0.618613</td>\n",
       "      <td>43412472.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.861508</td>\n",
       "      <td>0.667735</td>\n",
       "      <td>0.610010</td>\n",
       "      <td>42887408.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.787370</td>\n",
       "      <td>0.658486</td>\n",
       "      <td>0.603183</td>\n",
       "      <td>41922900.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.726425</td>\n",
       "      <td>0.666707</td>\n",
       "      <td>0.613527</td>\n",
       "      <td>43896732.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.663054</td>\n",
       "      <td>0.651100</td>\n",
       "      <td>0.596196</td>\n",
       "      <td>41200560.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.591635</td>\n",
       "      <td>0.653358</td>\n",
       "      <td>0.596692</td>\n",
       "      <td>41367356.000000</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.523935</td>\n",
       "      <td>0.651854</td>\n",
       "      <td>0.595803</td>\n",
       "      <td>41319984.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.447466</td>\n",
       "      <td>0.662365</td>\n",
       "      <td>0.602748</td>\n",
       "      <td>42129432.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.372679</td>\n",
       "      <td>0.669591</td>\n",
       "      <td>0.610761</td>\n",
       "      <td>43442248.000000</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>0.292156</td>\n",
       "      <td>0.678473</td>\n",
       "      <td>0.613142</td>\n",
       "      <td>43612388.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.219278</td>\n",
       "      <td>0.693442</td>\n",
       "      <td>0.619563</td>\n",
       "      <td>43985076.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>0.158979</td>\n",
       "      <td>0.696271</td>\n",
       "      <td>0.617336</td>\n",
       "      <td>43234712.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>0.114882</td>\n",
       "      <td>0.708511</td>\n",
       "      <td>0.626223</td>\n",
       "      <td>44500228.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>0.082838</td>\n",
       "      <td>0.708630</td>\n",
       "      <td>0.629866</td>\n",
       "      <td>45632748.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>0.057814</td>\n",
       "      <td>0.710818</td>\n",
       "      <td>0.628249</td>\n",
       "      <td>45111776.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>0.048526</td>\n",
       "      <td>0.718293</td>\n",
       "      <td>0.629351</td>\n",
       "      <td>44957804.000000</td>\n",
       "      <td>00:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>0.043417</td>\n",
       "      <td>0.727201</td>\n",
       "      <td>0.639699</td>\n",
       "      <td>46826588.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>0.037594</td>\n",
       "      <td>0.732065</td>\n",
       "      <td>0.641876</td>\n",
       "      <td>46792668.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>0.035118</td>\n",
       "      <td>0.724876</td>\n",
       "      <td>0.635067</td>\n",
       "      <td>45652172.000000</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>0.034013</td>\n",
       "      <td>0.722437</td>\n",
       "      <td>0.635286</td>\n",
       "      <td>45864836.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>0.032949</td>\n",
       "      <td>0.725131</td>\n",
       "      <td>0.642827</td>\n",
       "      <td>47511312.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>0.029634</td>\n",
       "      <td>0.710065</td>\n",
       "      <td>0.628997</td>\n",
       "      <td>45248776.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>0.028895</td>\n",
       "      <td>0.712139</td>\n",
       "      <td>0.629503</td>\n",
       "      <td>45261624.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>0.027550</td>\n",
       "      <td>0.711326</td>\n",
       "      <td>0.629180</td>\n",
       "      <td>45518664.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>0.025823</td>\n",
       "      <td>0.704623</td>\n",
       "      <td>0.626737</td>\n",
       "      <td>45311416.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>0.025102</td>\n",
       "      <td>0.710496</td>\n",
       "      <td>0.625165</td>\n",
       "      <td>44366208.000000</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>0.023782</td>\n",
       "      <td>0.701253</td>\n",
       "      <td>0.629040</td>\n",
       "      <td>45904548.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>0.022638</td>\n",
       "      <td>0.701524</td>\n",
       "      <td>0.627354</td>\n",
       "      <td>45676384.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>0.021628</td>\n",
       "      <td>0.695407</td>\n",
       "      <td>0.622505</td>\n",
       "      <td>44689528.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>0.022130</td>\n",
       "      <td>0.693363</td>\n",
       "      <td>0.623501</td>\n",
       "      <td>45235676.000000</td>\n",
       "      <td>00:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>0.019685</td>\n",
       "      <td>0.705369</td>\n",
       "      <td>0.631093</td>\n",
       "      <td>46415660.000000</td>\n",
       "      <td>00:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>0.018540</td>\n",
       "      <td>0.698626</td>\n",
       "      <td>0.624566</td>\n",
       "      <td>45204916.000000</td>\n",
       "      <td>00:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.687630</td>\n",
       "      <td>0.618335</td>\n",
       "      <td>44361580.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>0.017594</td>\n",
       "      <td>0.694582</td>\n",
       "      <td>0.623373</td>\n",
       "      <td>45094608.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>0.016538</td>\n",
       "      <td>0.685040</td>\n",
       "      <td>0.612244</td>\n",
       "      <td>43325152.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>0.014685</td>\n",
       "      <td>0.684941</td>\n",
       "      <td>0.616390</td>\n",
       "      <td>44235300.000000</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>0.014140</td>\n",
       "      <td>0.677756</td>\n",
       "      <td>0.612174</td>\n",
       "      <td>43837700.000000</td>\n",
       "      <td>00:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>0.013850</td>\n",
       "      <td>0.695147</td>\n",
       "      <td>0.625768</td>\n",
       "      <td>45384940.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>0.013647</td>\n",
       "      <td>0.681291</td>\n",
       "      <td>0.614148</td>\n",
       "      <td>43896624.000000</td>\n",
       "      <td>00:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>0.013055</td>\n",
       "      <td>0.677227</td>\n",
       "      <td>0.614049</td>\n",
       "      <td>44295832.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>0.012069</td>\n",
       "      <td>0.676551</td>\n",
       "      <td>0.613632</td>\n",
       "      <td>44186344.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>0.011411</td>\n",
       "      <td>0.684829</td>\n",
       "      <td>0.618219</td>\n",
       "      <td>44585620.000000</td>\n",
       "      <td>00:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>0.010843</td>\n",
       "      <td>0.677316</td>\n",
       "      <td>0.614566</td>\n",
       "      <td>44340300.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>0.010296</td>\n",
       "      <td>0.676068</td>\n",
       "      <td>0.615025</td>\n",
       "      <td>44741476.000000</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>0.009868</td>\n",
       "      <td>0.674020</td>\n",
       "      <td>0.613245</td>\n",
       "      <td>44403856.000000</td>\n",
       "      <td>00:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>0.009092</td>\n",
       "      <td>0.673271</td>\n",
       "      <td>0.613953</td>\n",
       "      <td>44555988.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>0.008766</td>\n",
       "      <td>0.672115</td>\n",
       "      <td>0.609267</td>\n",
       "      <td>43521884.000000</td>\n",
       "      <td>00:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>0.008621</td>\n",
       "      <td>0.668171</td>\n",
       "      <td>0.608084</td>\n",
       "      <td>43631968.000000</td>\n",
       "      <td>00:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>0.008127</td>\n",
       "      <td>0.665982</td>\n",
       "      <td>0.606344</td>\n",
       "      <td>43399344.000000</td>\n",
       "      <td>00:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>0.007728</td>\n",
       "      <td>0.667757</td>\n",
       "      <td>0.609356</td>\n",
       "      <td>43948908.000000</td>\n",
       "      <td>01:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>0.007440</td>\n",
       "      <td>0.665254</td>\n",
       "      <td>0.606669</td>\n",
       "      <td>43506564.000000</td>\n",
       "      <td>00:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>0.007381</td>\n",
       "      <td>0.668070</td>\n",
       "      <td>0.609386</td>\n",
       "      <td>43888100.000000</td>\n",
       "      <td>00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>0.006595</td>\n",
       "      <td>0.662823</td>\n",
       "      <td>0.604181</td>\n",
       "      <td>43155048.000000</td>\n",
       "      <td>00:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.668902</td>\n",
       "      <td>0.610255</td>\n",
       "      <td>44029032.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>0.006076</td>\n",
       "      <td>0.660912</td>\n",
       "      <td>0.605775</td>\n",
       "      <td>43669860.000000</td>\n",
       "      <td>00:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>0.005927</td>\n",
       "      <td>0.665726</td>\n",
       "      <td>0.607750</td>\n",
       "      <td>43735788.000000</td>\n",
       "      <td>00:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>0.005316</td>\n",
       "      <td>0.665320</td>\n",
       "      <td>0.609736</td>\n",
       "      <td>44198768.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>0.004821</td>\n",
       "      <td>0.659598</td>\n",
       "      <td>0.603880</td>\n",
       "      <td>43235864.000000</td>\n",
       "      <td>00:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "      <td>0.004480</td>\n",
       "      <td>0.668504</td>\n",
       "      <td>0.611848</td>\n",
       "      <td>44365860.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62</td>\n",
       "      <td>0.004446</td>\n",
       "      <td>0.660886</td>\n",
       "      <td>0.605350</td>\n",
       "      <td>43538028.000000</td>\n",
       "      <td>00:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63</td>\n",
       "      <td>0.004208</td>\n",
       "      <td>0.658587</td>\n",
       "      <td>0.604460</td>\n",
       "      <td>43488988.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>0.004094</td>\n",
       "      <td>0.657437</td>\n",
       "      <td>0.602903</td>\n",
       "      <td>43158612.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\n",
       "      <td>0.004061</td>\n",
       "      <td>0.662492</td>\n",
       "      <td>0.607860</td>\n",
       "      <td>43969228.000000</td>\n",
       "      <td>00:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>0.003655</td>\n",
       "      <td>0.662971</td>\n",
       "      <td>0.608424</td>\n",
       "      <td>44088552.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>0.003379</td>\n",
       "      <td>0.661667</td>\n",
       "      <td>0.608197</td>\n",
       "      <td>44047432.000000</td>\n",
       "      <td>00:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>0.003162</td>\n",
       "      <td>0.661533</td>\n",
       "      <td>0.606909</td>\n",
       "      <td>43728892.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>0.003409</td>\n",
       "      <td>0.659652</td>\n",
       "      <td>0.605861</td>\n",
       "      <td>43788664.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>0.003151</td>\n",
       "      <td>0.665189</td>\n",
       "      <td>0.610280</td>\n",
       "      <td>44282608.000000</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71</td>\n",
       "      <td>0.002789</td>\n",
       "      <td>0.658729</td>\n",
       "      <td>0.602978</td>\n",
       "      <td>43138800.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72</td>\n",
       "      <td>0.002790</td>\n",
       "      <td>0.657050</td>\n",
       "      <td>0.602436</td>\n",
       "      <td>43146524.000000</td>\n",
       "      <td>00:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>0.002584</td>\n",
       "      <td>0.660218</td>\n",
       "      <td>0.607909</td>\n",
       "      <td>44044512.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74</td>\n",
       "      <td>0.002255</td>\n",
       "      <td>0.661180</td>\n",
       "      <td>0.607648</td>\n",
       "      <td>44009088.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>0.002365</td>\n",
       "      <td>0.658338</td>\n",
       "      <td>0.605095</td>\n",
       "      <td>43568264.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76</td>\n",
       "      <td>0.002301</td>\n",
       "      <td>0.659847</td>\n",
       "      <td>0.605203</td>\n",
       "      <td>43510404.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>0.002208</td>\n",
       "      <td>0.657137</td>\n",
       "      <td>0.603738</td>\n",
       "      <td>43386208.000000</td>\n",
       "      <td>00:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>0.001868</td>\n",
       "      <td>0.660815</td>\n",
       "      <td>0.607525</td>\n",
       "      <td>43915184.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>0.002046</td>\n",
       "      <td>0.660461</td>\n",
       "      <td>0.607062</td>\n",
       "      <td>43850316.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>0.002058</td>\n",
       "      <td>0.660039</td>\n",
       "      <td>0.605826</td>\n",
       "      <td>43649180.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>0.001917</td>\n",
       "      <td>0.658168</td>\n",
       "      <td>0.605329</td>\n",
       "      <td>43635620.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>0.001713</td>\n",
       "      <td>0.659953</td>\n",
       "      <td>0.606746</td>\n",
       "      <td>43813496.000000</td>\n",
       "      <td>00:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83</td>\n",
       "      <td>0.001699</td>\n",
       "      <td>0.657523</td>\n",
       "      <td>0.604672</td>\n",
       "      <td>43521788.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>84</td>\n",
       "      <td>0.001540</td>\n",
       "      <td>0.657575</td>\n",
       "      <td>0.604233</td>\n",
       "      <td>43441328.000000</td>\n",
       "      <td>00:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>0.001539</td>\n",
       "      <td>0.658119</td>\n",
       "      <td>0.605681</td>\n",
       "      <td>43727724.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>86</td>\n",
       "      <td>0.001625</td>\n",
       "      <td>0.655489</td>\n",
       "      <td>0.603048</td>\n",
       "      <td>43328312.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>87</td>\n",
       "      <td>0.001537</td>\n",
       "      <td>0.656203</td>\n",
       "      <td>0.604066</td>\n",
       "      <td>43554936.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88</td>\n",
       "      <td>0.001507</td>\n",
       "      <td>0.660106</td>\n",
       "      <td>0.607156</td>\n",
       "      <td>43882084.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>89</td>\n",
       "      <td>0.001292</td>\n",
       "      <td>0.658194</td>\n",
       "      <td>0.605295</td>\n",
       "      <td>43620228.000000</td>\n",
       "      <td>00:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>90</td>\n",
       "      <td>0.001332</td>\n",
       "      <td>0.659269</td>\n",
       "      <td>0.606142</td>\n",
       "      <td>43728696.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>91</td>\n",
       "      <td>0.001356</td>\n",
       "      <td>0.657872</td>\n",
       "      <td>0.604870</td>\n",
       "      <td>43561744.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>92</td>\n",
       "      <td>0.001325</td>\n",
       "      <td>0.658463</td>\n",
       "      <td>0.605315</td>\n",
       "      <td>43599968.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93</td>\n",
       "      <td>0.001462</td>\n",
       "      <td>0.657685</td>\n",
       "      <td>0.604599</td>\n",
       "      <td>43526020.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>94</td>\n",
       "      <td>0.001311</td>\n",
       "      <td>0.656633</td>\n",
       "      <td>0.604083</td>\n",
       "      <td>43487780.000000</td>\n",
       "      <td>00:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95</td>\n",
       "      <td>0.001439</td>\n",
       "      <td>0.658216</td>\n",
       "      <td>0.605591</td>\n",
       "      <td>43695568.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96</td>\n",
       "      <td>0.001298</td>\n",
       "      <td>0.656718</td>\n",
       "      <td>0.604977</td>\n",
       "      <td>43666456.000000</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>97</td>\n",
       "      <td>0.001426</td>\n",
       "      <td>0.655998</td>\n",
       "      <td>0.604047</td>\n",
       "      <td>43534420.000000</td>\n",
       "      <td>00:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>98</td>\n",
       "      <td>0.001333</td>\n",
       "      <td>0.658195</td>\n",
       "      <td>0.606203</td>\n",
       "      <td>43827668.000000</td>\n",
       "      <td>00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>99</td>\n",
       "      <td>0.001270</td>\n",
       "      <td>0.658538</td>\n",
       "      <td>0.605874</td>\n",
       "      <td>43727288.000000</td>\n",
       "      <td>00:50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_epochs=100\n",
    "\n",
    "learn.fit_one_cycle(n_epoch=n_epochs,lr_max=lr_max)\n",
    "learn.export('BoilerInceptionTime.pt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(431, 4, 168)\n",
      "0.8512357553306085\n",
      "0.6979956265191642\n",
      "1.2796888738407555\n"
     ]
    }
   ],
   "source": [
    "from tsai.inference import load_learner\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "from sklearn.metrics import mean_absolute_percentage_error\n",
    "\n",
    "learn=load_learner('models/BoilerInceptionTime.pt')\n",
    "y_test_preds, *_=learn.get_X_preds(X[splits[2]])\n",
    "y_test_preds=to_np(y_test_preds)\n",
    "print(y_test_preds.shape)\n",
    "\n",
    "y_test=y[splits[2]]\n",
    "\n",
    "print(mean_squared_error(y_test.flatten(),y_test_preds.flatten()))\n",
    "print(mean_absolute_error(y_test.flatten(),y_test_preds.flatten()))\n",
    "print(mean_absolute_percentage_error(y_test.flatten(),y_test_preds.flatten()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_test=X[splits[2]]\n",
    "plot_forecast(X_test,y_test,y_test_preds,sel_vars=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2023-04-21 18:59:00', '2023-04-21 19:59:00',\n",
       "               '2023-04-21 20:59:00', '2023-04-21 21:59:00',\n",
       "               '2023-04-21 22:59:00', '2023-04-21 23:59:00',\n",
       "               '2023-04-22 00:59:00', '2023-04-22 01:59:00',\n",
       "               '2023-04-22 02:59:00', '2023-04-22 03:59:00',\n",
       "               ...\n",
       "               '2023-04-29 16:59:00', '2023-04-29 17:59:00',\n",
       "               '2023-04-29 18:59:00', '2023-04-29 19:59:00',\n",
       "               '2023-04-29 20:59:00', '2023-04-29 21:59:00',\n",
       "               '2023-04-29 22:59:00', '2023-04-29 23:59:00',\n",
       "               '2023-04-30 00:59:00', '2023-04-30 01:59:00'],\n",
       "              dtype='datetime64[ns]', length=200, freq='H')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fcst_date=\"2023-04-30 01:59:00\"\n",
    "dates=pd.date_range(start=None,end=fcst_date,periods=config.FCST_HISTORY,freq=config.FREQUENCY)\n",
    "dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DateString</th>\n",
       "      <th>Boiler2_Feed Water Temp (T-4) (°F)</th>\n",
       "      <th>Boiler2_Gas Flow (G-2) (MMBtu)</th>\n",
       "      <th>Boiler2_Make Up Flow (W-17) (kGal)</th>\n",
       "      <th>Boiler2_Steam Flow (S-1) (lbs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-04-21 18:59:00</td>\n",
       "      <td>234.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.03</td>\n",
       "      <td>829.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-04-21 19:59:00</td>\n",
       "      <td>223.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04-21 20:59:00</td>\n",
       "      <td>228.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1458.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-04-21 21:59:00</td>\n",
       "      <td>231.0</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.15</td>\n",
       "      <td>929.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-04-21 22:59:00</td>\n",
       "      <td>219.0</td>\n",
       "      <td>2.52</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1934.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2023-04-29 21:59:00</td>\n",
       "      <td>224.0</td>\n",
       "      <td>2.45</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1858.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2023-04-29 22:59:00</td>\n",
       "      <td>226.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2023-04-29 23:59:00</td>\n",
       "      <td>226.0</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1557.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2023-04-30 00:59:00</td>\n",
       "      <td>233.0</td>\n",
       "      <td>1.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>679.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2023-04-30 01:59:00</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.09</td>\n",
       "      <td>657.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DateString  Boiler2_Feed Water Temp (T-4) (°F)  \\\n",
       "0   2023-04-21 18:59:00                               234.0   \n",
       "1   2023-04-21 19:59:00                               223.0   \n",
       "2   2023-04-21 20:59:00                               228.0   \n",
       "3   2023-04-21 21:59:00                               231.0   \n",
       "4   2023-04-21 22:59:00                               219.0   \n",
       "..                  ...                                 ...   \n",
       "195 2023-04-29 21:59:00                               224.0   \n",
       "196 2023-04-29 22:59:00                               226.0   \n",
       "197 2023-04-29 23:59:00                               226.0   \n",
       "198 2023-04-30 00:59:00                               233.0   \n",
       "199 2023-04-30 01:59:00                               234.0   \n",
       "\n",
       "     Boiler2_Gas Flow (G-2) (MMBtu)  Boiler2_Make Up Flow (W-17) (kGal)  \\\n",
       "0                              1.20                                0.03   \n",
       "1                              1.85                                0.15   \n",
       "2                              1.92                                0.03   \n",
       "3                              1.36                                0.15   \n",
       "4                              2.52                                0.04   \n",
       "..                              ...                                 ...   \n",
       "195                            2.45                                0.21   \n",
       "196                            1.50                                0.04   \n",
       "197                            2.08                                0.28   \n",
       "198                            1.04                                0.04   \n",
       "199                            0.99                                0.09   \n",
       "\n",
       "     Boiler2_Steam Flow (S-1) (lbs)  \n",
       "0                             829.0  \n",
       "1                            1382.0  \n",
       "2                            1458.0  \n",
       "3                             929.0  \n",
       "4                            1934.0  \n",
       "..                              ...  \n",
       "195                          1858.0  \n",
       "196                          1073.0  \n",
       "197                          1557.0  \n",
       "198                           679.0  \n",
       "199                           657.0  \n",
       "\n",
       "[200 rows x 5 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df=df[df[config.BOILER_DATETIME].isin(dates)].reset_index(drop=True)\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial memory usage: 6.38 KB   \n",
      "Final memory usage  : 4.04 KB    (-36.7%)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DateString</th>\n",
       "      <th>Boiler2_Feed Water Temp (T-4) (°F)</th>\n",
       "      <th>Boiler2_Gas Flow (G-2) (MMBtu)</th>\n",
       "      <th>Boiler2_Make Up Flow (W-17) (kGal)</th>\n",
       "      <th>Boiler2_Steam Flow (S-1) (lbs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>2023-04-21 18:59:00</td>\n",
       "      <td>-0.574963</td>\n",
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       "      <th>1</th>\n",
       "      <td>2023-04-21 19:59:00</td>\n",
       "      <td>-1.132180</td>\n",
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       "      <td>-0.366354</td>\n",
       "      <td>-0.359267</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04-21 20:59:00</td>\n",
       "      <td>-0.878900</td>\n",
       "      <td>-0.082331</td>\n",
       "      <td>-0.963756</td>\n",
       "      <td>-0.209932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-04-21 21:59:00</td>\n",
       "      <td>-0.726932</td>\n",
       "      <td>-1.030563</td>\n",
       "      <td>-0.366354</td>\n",
       "      <td>-1.249381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-04-21 22:59:00</td>\n",
       "      <td>-1.334805</td>\n",
       "      <td>0.933631</td>\n",
       "      <td>-0.913972</td>\n",
       "      <td>0.725376</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2023-04-29 21:59:00</td>\n",
       "      <td>-1.081524</td>\n",
       "      <td>0.815102</td>\n",
       "      <td>-0.067653</td>\n",
       "      <td>0.576042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2023-04-29 22:59:00</td>\n",
       "      <td>-0.980212</td>\n",
       "      <td>-0.793505</td>\n",
       "      <td>-0.913972</td>\n",
       "      <td>-0.966431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2023-04-29 23:59:00</td>\n",
       "      <td>-0.980212</td>\n",
       "      <td>0.188592</td>\n",
       "      <td>0.280832</td>\n",
       "      <td>-0.015403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2023-04-30 00:59:00</td>\n",
       "      <td>-0.625620</td>\n",
       "      <td>-1.572409</td>\n",
       "      <td>-0.913972</td>\n",
       "      <td>-1.740614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2023-04-30 01:59:00</td>\n",
       "      <td>-0.574963</td>\n",
       "      <td>-1.657073</td>\n",
       "      <td>-0.665055</td>\n",
       "      <td>-1.783843</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DateString  Boiler2_Feed Water Temp (T-4) (°F)  \\\n",
       "0   2023-04-21 18:59:00                           -0.574963   \n",
       "1   2023-04-21 19:59:00                           -1.132180   \n",
       "2   2023-04-21 20:59:00                           -0.878900   \n",
       "3   2023-04-21 21:59:00                           -0.726932   \n",
       "4   2023-04-21 22:59:00                           -1.334805   \n",
       "..                  ...                                 ...   \n",
       "195 2023-04-29 21:59:00                           -1.081524   \n",
       "196 2023-04-29 22:59:00                           -0.980212   \n",
       "197 2023-04-29 23:59:00                           -0.980212   \n",
       "198 2023-04-30 00:59:00                           -0.625620   \n",
       "199 2023-04-30 01:59:00                           -0.574963   \n",
       "\n",
       "     Boiler2_Gas Flow (G-2) (MMBtu)  Boiler2_Make Up Flow (W-17) (kGal)  \\\n",
       "0                         -1.301486                           -0.963756   \n",
       "1                         -0.200860                           -0.366354   \n",
       "2                         -0.082331                           -0.963756   \n",
       "3                         -1.030563                           -0.366354   \n",
       "4                          0.933631                           -0.913972   \n",
       "..                              ...                                 ...   \n",
       "195                        0.815102                           -0.067653   \n",
       "196                       -0.793505                           -0.913972   \n",
       "197                        0.188592                            0.280832   \n",
       "198                       -1.572409                           -0.913972   \n",
       "199                       -1.657073                           -0.665055   \n",
       "\n",
       "     Boiler2_Steam Flow (S-1) (lbs)  \n",
       "0                         -1.445874  \n",
       "1                         -0.359267  \n",
       "2                         -0.209932  \n",
       "3                         -1.249381  \n",
       "4                          0.725376  \n",
       "..                              ...  \n",
       "195                        0.576042  \n",
       "196                       -0.966431  \n",
       "197                       -0.015403  \n",
       "198                       -1.740614  \n",
       "199                       -1.783843  \n",
       "\n",
       "[200 rows x 5 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tsai.inference import load_learner\n",
    "\n",
    "predict=load_learner('models/BoilerInceptionTime.pt')\n",
    "new_df=predict.transform(new_df)\n",
    "\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 4, 200)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_x,__=prepare_forecasting_data(new_df,fcst_history=fcst_history,fcst_horizon=0,x_vars=x_vars,y_vars=y_vars)\n",
    "new_x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DateString</th>\n",
       "      <th>Boiler2_Feed Water Temp (T-4) (°F)</th>\n",
       "      <th>Boiler2_Gas Flow (G-2) (MMBtu)</th>\n",
       "      <th>Boiler2_Make Up Flow (W-17) (kGal)</th>\n",
       "      <th>Boiler2_Steam Flow (S-1) (lbs)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-04-30 02:59:00</td>\n",
       "      <td>188.790710</td>\n",
       "      <td>2.072406</td>\n",
       "      <td>0.425341</td>\n",
       "      <td>149.230591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-04-30 03:59:00</td>\n",
       "      <td>206.331833</td>\n",
       "      <td>1.050013</td>\n",
       "      <td>0.027384</td>\n",
       "      <td>563.959961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04-30 04:59:00</td>\n",
       "      <td>136.474930</td>\n",
       "      <td>1.825419</td>\n",
       "      <td>0.298188</td>\n",
       "      <td>426.062256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-04-30 05:59:00</td>\n",
       "      <td>222.229340</td>\n",
       "      <td>0.686220</td>\n",
       "      <td>0.146668</td>\n",
       "      <td>-300.354004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-04-30 06:59:00</td>\n",
       "      <td>210.030518</td>\n",
       "      <td>-0.211666</td>\n",
       "      <td>-0.013583</td>\n",
       "      <td>292.448975</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2023-05-06 21:59:00</td>\n",
       "      <td>178.999008</td>\n",
       "      <td>0.293981</td>\n",
       "      <td>-0.579767</td>\n",
       "      <td>370.311890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2023-05-06 22:59:00</td>\n",
       "      <td>199.195999</td>\n",
       "      <td>0.841061</td>\n",
       "      <td>-0.465206</td>\n",
       "      <td>665.130981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2023-05-06 23:59:00</td>\n",
       "      <td>203.386154</td>\n",
       "      <td>0.893597</td>\n",
       "      <td>-0.461482</td>\n",
       "      <td>615.343140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2023-05-07 00:59:00</td>\n",
       "      <td>170.472839</td>\n",
       "      <td>0.644344</td>\n",
       "      <td>-0.620277</td>\n",
       "      <td>513.609009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2023-05-07 01:59:00</td>\n",
       "      <td>187.758774</td>\n",
       "      <td>0.749556</td>\n",
       "      <td>-0.578807</td>\n",
       "      <td>71.503906</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>168 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DateString  Boiler2_Feed Water Temp (T-4) (°F)  \\\n",
       "0   2023-04-30 02:59:00                          188.790710   \n",
       "1   2023-04-30 03:59:00                          206.331833   \n",
       "2   2023-04-30 04:59:00                          136.474930   \n",
       "3   2023-04-30 05:59:00                          222.229340   \n",
       "4   2023-04-30 06:59:00                          210.030518   \n",
       "..                  ...                                 ...   \n",
       "163 2023-05-06 21:59:00                          178.999008   \n",
       "164 2023-05-06 22:59:00                          199.195999   \n",
       "165 2023-05-06 23:59:00                          203.386154   \n",
       "166 2023-05-07 00:59:00                          170.472839   \n",
       "167 2023-05-07 01:59:00                          187.758774   \n",
       "\n",
       "     Boiler2_Gas Flow (G-2) (MMBtu)  Boiler2_Make Up Flow (W-17) (kGal)  \\\n",
       "0                          2.072406                            0.425341   \n",
       "1                          1.050013                            0.027384   \n",
       "2                          1.825419                            0.298188   \n",
       "3                          0.686220                            0.146668   \n",
       "4                         -0.211666                           -0.013583   \n",
       "..                              ...                                 ...   \n",
       "163                        0.293981                           -0.579767   \n",
       "164                        0.841061                           -0.465206   \n",
       "165                        0.893597                           -0.461482   \n",
       "166                        0.644344                           -0.620277   \n",
       "167                        0.749556                           -0.578807   \n",
       "\n",
       "     Boiler2_Steam Flow (S-1) (lbs)  \n",
       "0                        149.230591  \n",
       "1                        563.959961  \n",
       "2                        426.062256  \n",
       "3                       -300.354004  \n",
       "4                        292.448975  \n",
       "..                              ...  \n",
       "163                      370.311890  \n",
       "164                      665.130981  \n",
       "165                      615.343140  \n",
       "166                      513.609009  \n",
       "167                       71.503906  \n",
       "\n",
       "[168 rows x 5 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_scaled_preds, *_ = learn.get_X_preds(new_x)\n",
    "\n",
    "new_scaled_preds=to_np(new_scaled_preds).swapaxes(1,2).reshape(-1,len(y_vars))\n",
    "dates=pd.date_range(start=fcst_date, periods=fcst_horizon+1,freq='1H')[1:]\n",
    "preds_df=pd.DataFrame(dates,columns=[datetime_col])\n",
    "preds_df.loc[:, y_vars]=new_scaled_preds\n",
    "preds_df=learn.inverse_transform(preds_df)\n",
    "\n",
    "preds_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_scaled_preds\n",
    "plot_forecast(,sel_vars=True)"
   ]
  }
 ],
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