{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mga import *\n",
    "from selection import *\n",
    "from ckx import *\n",
    "from mutation import *\n",
    "from problem import *\n",
    "from metrics import classification_metrics_kfold\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress: 10003/10000, Fitness: 0.1278140345199699\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,3,gridspec_kw={'height_ratios':[5,5]})\n",
    "fig.set_size_inches(15.0,10.0)\n",
    "\n",
    "titulos = [\"Breast\", \"Diabetes\", \"Liver\", \"Parkinson's\", \"Vertebral\"]\n",
    "\n",
    "i = 0\n",
    "for dataset in [\"BreastCancer\", \"diabetes\", \"Liver\", \"parkinsons\", \"Vertebral\"]:\n",
    "    dataset_name = f'{dataset}/{dataset}'\n",
    "    route_dataset = \".\\\\data\\\\\"\n",
    "\n",
    "    problem = ffnnKFold(route_dataset, dataset_name)\n",
    "    algorithm = MicroGAFFNN(\n",
    "        problem=problem,\n",
    "        mutation=UniformMutation(0.01),\n",
    "        crossover=CrossKnowledgeCrossover(0.9),\n",
    "        selection=BinaryTournamentSelection(),\n",
    "        max_evaluations=10000,\n",
    "        freq = 1000,\n",
    "    )\n",
    "    algorithm.run()\n",
    "    history_with_um = algorithm.get_history()\n",
    "\n",
    "\n",
    "    problem = ffnnKFold(route_dataset, dataset_name)\n",
    "\n",
    "    algorithm_no_mut = MicroGAFFNN(\n",
    "        problem=problem,\n",
    "        mutation=None,\n",
    "        crossover=CrossKnowledgeCrossover(1.0),\n",
    "        selection=BinaryTournamentSelection(),\n",
    "        max_evaluations=10000,\n",
    "        freq = 1000,\n",
    "    )\n",
    "\n",
    "    algorithm_no_mut.run()\n",
    "    history_without_um = algorithm_no_mut.get_history()\n",
    "\n",
    "    t = np.linspace(0.0,1.0,len(history_without_um))\n",
    "\n",
    "    row = math.floor(i/3)\n",
    "    col = i%3\n",
    "    ax[row][col].plot(t,history_with_um, color='darkred', label='With UM')\n",
    "    ax[row][col].plot(t,history_without_um, linestyle=\"dashed\", color='darkred', label='Without UM')\n",
    "\n",
    "    ax[row][col].set(xlabel='% Evals', ylabel='Fitness',\n",
    "       title=titulos[i])\n",
    "    \n",
    "    i+=1\n",
    "plt.legend()\n",
    "fig.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#fig.delaxes(ax[1][2])\n",
    "plt.style.use('ggplot')\n",
    "fig"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
