{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Supp. Figure 2 - Examples of WNet3D losses, and output during training\n",
    "\n",
    "- Goal : show the output of the WNet3D during training, and the corresponding losses\n",
    "- The ``take_output_screenshots`` notebook was used to generate the screenshots during training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Saturation in 0.9508196721311476 is too low or too high in hex color 7209B7\n",
      "Plot parameters (set in plots.py) : \n",
      "- COLORMAP : \u001b[38;2;76;201;240m█\u001b[0m\u001b[38;2;67;97;238m█\u001b[0m\u001b[38;2;114;9;183m█\u001b[0m\u001b[38;2;247;37;133m█\u001b[0m\u001b[38;2;255;77;0m█\u001b[0m\u001b[38;2;255;122;0m█\u001b[0m\u001b[38;2;240;165;0m█\u001b[0m\u001b[38;2;255;215;0m█\u001b[0m\n",
      "- DPI : 200\n",
      "- Data path : C:\\Users\\Cyril\\Desktop\\Code\\CELLSEG_BENCHMARK\n",
      "- Font size : 20\n",
      "- Title font size : 25.0\n",
      "- Label font size : 20.0\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import sys\n",
    "sys.path.append(\"../..\")\n",
    "\n",
    "from utils import *\n",
    "from plots import *\n",
    "show_params()\n",
    "#################\n",
    "SAVE_PLOTS_AS_PNG = False\n",
    "SAVE_PLOTS_AS_SVG = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loss values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>SoftNCuts loss</th>\n",
       "      <th>Reconstruction loss</th>\n",
       "      <th>Weighted sum of losses</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Epoch</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.99227</td>\n",
       "      <td>57.08382</td>\n",
       "      <td>29.03805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.99046</td>\n",
       "      <td>45.87604</td>\n",
       "      <td>23.43325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.92455</td>\n",
       "      <td>42.65216</td>\n",
       "      <td>21.78835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.75902</td>\n",
       "      <td>40.94435</td>\n",
       "      <td>20.85169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.66575</td>\n",
       "      <td>39.98960</td>\n",
       "      <td>20.32768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.60914</td>\n",
       "      <td>39.26025</td>\n",
       "      <td>19.93469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.58295</td>\n",
       "      <td>38.63013</td>\n",
       "      <td>19.60654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.58262</td>\n",
       "      <td>38.05232</td>\n",
       "      <td>19.31747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.56323</td>\n",
       "      <td>37.59191</td>\n",
       "      <td>19.07757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.54814</td>\n",
       "      <td>37.17325</td>\n",
       "      <td>18.86069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.52946</td>\n",
       "      <td>36.81464</td>\n",
       "      <td>18.67205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.52598</td>\n",
       "      <td>36.46110</td>\n",
       "      <td>18.49354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.51152</td>\n",
       "      <td>36.14809</td>\n",
       "      <td>18.32981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.49954</td>\n",
       "      <td>35.84817</td>\n",
       "      <td>18.17385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.48920</td>\n",
       "      <td>35.58164</td>\n",
       "      <td>18.03542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.47675</td>\n",
       "      <td>35.31505</td>\n",
       "      <td>17.89590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.46733</td>\n",
       "      <td>35.06290</td>\n",
       "      <td>17.76511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.45689</td>\n",
       "      <td>34.82457</td>\n",
       "      <td>17.64073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.44603</td>\n",
       "      <td>34.59145</td>\n",
       "      <td>17.51874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.43645</td>\n",
       "      <td>34.34674</td>\n",
       "      <td>17.39160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.42316</td>\n",
       "      <td>34.11471</td>\n",
       "      <td>17.26893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.41604</td>\n",
       "      <td>33.90068</td>\n",
       "      <td>17.15836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.40337</td>\n",
       "      <td>33.66850</td>\n",
       "      <td>17.03593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.39882</td>\n",
       "      <td>33.46028</td>\n",
       "      <td>16.92955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.38790</td>\n",
       "      <td>33.24519</td>\n",
       "      <td>16.81654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.37429</td>\n",
       "      <td>33.03520</td>\n",
       "      <td>16.70475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.37117</td>\n",
       "      <td>32.82695</td>\n",
       "      <td>16.59906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.36206</td>\n",
       "      <td>32.62820</td>\n",
       "      <td>16.49513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.35596</td>\n",
       "      <td>32.40600</td>\n",
       "      <td>16.38098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.34413</td>\n",
       "      <td>32.19054</td>\n",
       "      <td>16.26733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.33634</td>\n",
       "      <td>32.00090</td>\n",
       "      <td>16.16862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.33110</td>\n",
       "      <td>31.80333</td>\n",
       "      <td>16.06721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.32767</td>\n",
       "      <td>31.58601</td>\n",
       "      <td>15.95684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.32160</td>\n",
       "      <td>31.38450</td>\n",
       "      <td>15.85305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.31506</td>\n",
       "      <td>31.19447</td>\n",
       "      <td>15.75477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.30943</td>\n",
       "      <td>30.99892</td>\n",
       "      <td>15.65417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.30781</td>\n",
       "      <td>30.79648</td>\n",
       "      <td>15.55215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.29929</td>\n",
       "      <td>30.62829</td>\n",
       "      <td>15.46379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.29920</td>\n",
       "      <td>30.42325</td>\n",
       "      <td>15.36122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.28847</td>\n",
       "      <td>30.21615</td>\n",
       "      <td>15.25231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.28418</td>\n",
       "      <td>30.03862</td>\n",
       "      <td>15.16140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.27881</td>\n",
       "      <td>29.85732</td>\n",
       "      <td>15.06807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.27991</td>\n",
       "      <td>29.66614</td>\n",
       "      <td>14.97303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.27281</td>\n",
       "      <td>29.46947</td>\n",
       "      <td>14.87114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.26895</td>\n",
       "      <td>29.29379</td>\n",
       "      <td>14.78137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.27796</td>\n",
       "      <td>29.12376</td>\n",
       "      <td>14.70086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.26320</td>\n",
       "      <td>28.94697</td>\n",
       "      <td>14.60509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.25966</td>\n",
       "      <td>28.74820</td>\n",
       "      <td>14.50393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.25830</td>\n",
       "      <td>28.56196</td>\n",
       "      <td>14.41013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.24921</td>\n",
       "      <td>28.38370</td>\n",
       "      <td>14.31645</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SoftNCuts loss  Reconstruction loss  Weighted sum of losses\n",
       "Epoch                                                             \n",
       "1             0.99227             57.08382                29.03805\n",
       "2             0.99046             45.87604                23.43325\n",
       "3             0.92455             42.65216                21.78835\n",
       "4             0.75902             40.94435                20.85169\n",
       "5             0.66575             39.98960                20.32768\n",
       "6             0.60914             39.26025                19.93469\n",
       "7             0.58295             38.63013                19.60654\n",
       "8             0.58262             38.05232                19.31747\n",
       "9             0.56323             37.59191                19.07757\n",
       "10            0.54814             37.17325                18.86069\n",
       "11            0.52946             36.81464                18.67205\n",
       "12            0.52598             36.46110                18.49354\n",
       "13            0.51152             36.14809                18.32981\n",
       "14            0.49954             35.84817                18.17385\n",
       "15            0.48920             35.58164                18.03542\n",
       "16            0.47675             35.31505                17.89590\n",
       "17            0.46733             35.06290                17.76511\n",
       "18            0.45689             34.82457                17.64073\n",
       "19            0.44603             34.59145                17.51874\n",
       "20            0.43645             34.34674                17.39160\n",
       "21            0.42316             34.11471                17.26893\n",
       "22            0.41604             33.90068                17.15836\n",
       "23            0.40337             33.66850                17.03593\n",
       "24            0.39882             33.46028                16.92955\n",
       "25            0.38790             33.24519                16.81654\n",
       "26            0.37429             33.03520                16.70475\n",
       "27            0.37117             32.82695                16.59906\n",
       "28            0.36206             32.62820                16.49513\n",
       "29            0.35596             32.40600                16.38098\n",
       "30            0.34413             32.19054                16.26733\n",
       "31            0.33634             32.00090                16.16862\n",
       "32            0.33110             31.80333                16.06721\n",
       "33            0.32767             31.58601                15.95684\n",
       "34            0.32160             31.38450                15.85305\n",
       "35            0.31506             31.19447                15.75477\n",
       "36            0.30943             30.99892                15.65417\n",
       "37            0.30781             30.79648                15.55215\n",
       "38            0.29929             30.62829                15.46379\n",
       "39            0.29920             30.42325                15.36122\n",
       "40            0.28847             30.21615                15.25231\n",
       "41            0.28418             30.03862                15.16140\n",
       "42            0.27881             29.85732                15.06807\n",
       "43            0.27991             29.66614                14.97303\n",
       "44            0.27281             29.46947                14.87114\n",
       "45            0.26895             29.29379                14.78137\n",
       "46            0.27796             29.12376                14.70086\n",
       "47            0.26320             28.94697                14.60509\n",
       "48            0.25966             28.74820                14.50393\n",
       "49            0.25830             28.56196                14.41013\n",
       "50            0.24921             28.38370                14.31645"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csv_path = \"../../other/fig3-x-losses.csv\"\n",
    "if not Path(csv_path).is_file():\n",
    "    log_path = \"../../other/log.txt\"\n",
    "    losses, epochs = extract_losses_from_log(log_path)\n",
    "    losses_df = pd.DataFrame.from_dict(losses, orient='index')\n",
    "\n",
    "    # save as csv in other\n",
    "    losses_df.to_csv(\"../../other/fig3-x-losses.csv\")\n",
    "else:\n",
    "    losses_df = pd.read_csv(csv_path, index_col=0)\n",
    "\n",
    "losses_df.index.name = 'Epoch'\n",
    "losses_df.columns = [\"SoftNCuts loss\", \"Reconstruction loss\", \"Weighted sum of losses\"]\n",
    "losses_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_losses(losses_df, losses_df.columns, colormap=[COLORMAP[1], COLORMAP[3], COLORMAP[2]])\n",
    "if SAVE_PLOTS_AS_PNG:\n",
    "    plt.savefig(\"fig3-x-losses.png\")\n",
    "if SAVE_PLOTS_AS_SVG:\n",
    "    plt.savefig(\"fig3-x-losses.svg\", bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cellseg3d-figures",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}