02_Adiac_inception.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from timeseries_fastai.imports import *\n",
    "from timeseries_fastai.data import *\n",
    "from timeseries_fastai.core import *\n",
    "from timeseries_fastai.models import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = Path.cwd()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can Load the supplied Adiac "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading files from: /home/tcapelle/SteadySun/timeseries_fastai/Adiac\n"
     ]
    }
   ],
   "source": [
    "df_train, df_test = load_df_ucr(PATH, 'Adiac')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>att1</th>\n",
       "      <th>att2</th>\n",
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       "      <th>...</th>\n",
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       "      <th>att169</th>\n",
       "      <th>att170</th>\n",
       "      <th>att171</th>\n",
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       "      <th>att173</th>\n",
       "      <th>att174</th>\n",
       "      <th>att175</th>\n",
       "      <th>att176</th>\n",
       "      <th>target</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.598007</td>\n",
       "      <td>1.599439</td>\n",
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       "      <td>1.210305</td>\n",
       "      <td>1.116653</td>\n",
       "      <td>...</td>\n",
       "      <td>1.120906</td>\n",
       "      <td>1.217175</td>\n",
       "      <td>1.312530</td>\n",
       "      <td>1.402920</td>\n",
       "      <td>1.481043</td>\n",
       "      <td>1.521012</td>\n",
       "      <td>1.564154</td>\n",
       "      <td>1.570855</td>\n",
       "      <td>1.592890</td>\n",
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       "      <td>1.670645</td>\n",
       "      <td>1.618884</td>\n",
       "      <td>1.546805</td>\n",
       "      <td>1.475469</td>\n",
       "      <td>1.391209</td>\n",
       "      <td>1.305882</td>\n",
       "      <td>1.237313</td>\n",
       "      <td>1.153414</td>\n",
       "      <td>1.069690</td>\n",
       "      <td>...</td>\n",
       "      <td>1.012163</td>\n",
       "      <td>1.097360</td>\n",
       "      <td>1.182578</td>\n",
       "      <td>1.266291</td>\n",
       "      <td>1.350571</td>\n",
       "      <td>1.435160</td>\n",
       "      <td>1.519737</td>\n",
       "      <td>1.602518</td>\n",
       "      <td>1.670190</td>\n",
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       "      <td>1.656946</td>\n",
       "      <td>1.606312</td>\n",
       "      <td>1.511824</td>\n",
       "      <td>1.414148</td>\n",
       "      <td>1.313688</td>\n",
       "      <td>1.213234</td>\n",
       "      <td>1.112978</td>\n",
       "      <td>1.015081</td>\n",
       "      <td>...</td>\n",
       "      <td>1.065598</td>\n",
       "      <td>1.164750</td>\n",
       "      <td>1.263924</td>\n",
       "      <td>1.364303</td>\n",
       "      <td>1.463511</td>\n",
       "      <td>1.547307</td>\n",
       "      <td>1.641809</td>\n",
       "      <td>1.694973</td>\n",
       "      <td>1.708488</td>\n",
       "      <td>b'21'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>1.659836</td>\n",
       "      <td>1.573108</td>\n",
       "      <td>1.496264</td>\n",
       "      <td>1.409070</td>\n",
       "      <td>1.332443</td>\n",
       "      <td>1.245742</td>\n",
       "      <td>1.158882</td>\n",
       "      <td>1.073361</td>\n",
       "      <td>0.987165</td>\n",
       "      <td>...</td>\n",
       "      <td>1.114440</td>\n",
       "      <td>1.199608</td>\n",
       "      <td>1.275380</td>\n",
       "      <td>1.362258</td>\n",
       "      <td>1.448567</td>\n",
       "      <td>1.535131</td>\n",
       "      <td>1.622158</td>\n",
       "      <td>1.707838</td>\n",
       "      <td>1.739027</td>\n",
       "      <td>b'15'</td>\n",
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       "      <td>1.761203</td>\n",
       "      <td>1.703084</td>\n",
       "      <td>1.610572</td>\n",
       "      <td>1.492088</td>\n",
       "      <td>1.368654</td>\n",
       "      <td>1.244761</td>\n",
       "      <td>1.120900</td>\n",
       "      <td>1.010762</td>\n",
       "      <td>0.900168</td>\n",
       "      <td>...</td>\n",
       "      <td>1.165685</td>\n",
       "      <td>1.285657</td>\n",
       "      <td>1.408878</td>\n",
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       "      <td>1.623643</td>\n",
       "      <td>1.713606</td>\n",
       "      <td>1.766389</td>\n",
       "      <td>1.783633</td>\n",
       "      <td>1.758625</td>\n",
       "      <td>b'2'</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       att1      att2      att3      att4      att5      att6      att7  \\\n",
       "0  1.598007  1.599439  1.570529  1.550474  1.507371  1.434341  1.368986   \n",
       "1  1.701146  1.670645  1.618884  1.546805  1.475469  1.391209  1.305882   \n",
       "2  1.722342  1.695329  1.656946  1.606312  1.511824  1.414148  1.313688   \n",
       "3  1.726263  1.659836  1.573108  1.496264  1.409070  1.332443  1.245742   \n",
       "4  1.778976  1.761203  1.703084  1.610572  1.492088  1.368654  1.244761   \n",
       "\n",
       "       att8      att9     att10  ...    att168    att169    att170    att171  \\\n",
       "0  1.305294  1.210305  1.116653  ...  1.120906  1.217175  1.312530  1.402920   \n",
       "1  1.237313  1.153414  1.069690  ...  1.012163  1.097360  1.182578  1.266291   \n",
       "2  1.213234  1.112978  1.015081  ...  1.065598  1.164750  1.263924  1.364303   \n",
       "3  1.158882  1.073361  0.987165  ...  1.114440  1.199608  1.275380  1.362258   \n",
       "4  1.120900  1.010762  0.900168  ...  1.165685  1.285657  1.408878  1.507983   \n",
       "\n",
       "     att172    att173    att174    att175    att176  target  \n",
       "0  1.481043  1.521012  1.564154  1.570855  1.592890   b'22'  \n",
       "1  1.350571  1.435160  1.519737  1.602518  1.670190   b'28'  \n",
       "2  1.463511  1.547307  1.641809  1.694973  1.708488   b'21'  \n",
       "3  1.448567  1.535131  1.622158  1.707838  1.739027   b'15'  \n",
       "4  1.623643  1.713606  1.766389  1.783633  1.758625    b'2'  \n",
       "\n",
       "[5 rows x 177 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_cols = df_train.columns[0:-1].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = TSDataLoaders.from_dfs(df_train, df_test, x_cols=x_cols, label_col='target', bs=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.show_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet = create_inception(1, dls.c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = Learner(dls, resnet, metrics=[accuracy])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "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>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>3.859160</td>\n",
       "      <td>3.668019</td>\n",
       "      <td>0.051151</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>3.605190</td>\n",
       "      <td>3.721832</td>\n",
       "      <td>0.046036</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3.330416</td>\n",
       "      <td>2.998516</td>\n",
       "      <td>0.173913</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2.989551</td>\n",
       "      <td>2.510499</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2.660273</td>\n",
       "      <td>2.324845</td>\n",
       "      <td>0.327366</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, 1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix(figsize=(10,10))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}