{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimization demo with Grid Search and Random Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy \n",
    "%matplotlib inline\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.optimize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimization Methods\n",
    "- Grid Search\n",
    "- Random Search\n",
    "- Powell (local search)\n",
    "- Nelder-Mead (local search)\n",
    "- Basin Hopping\n",
    "- Differential Evolution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define Objective function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Objective(object):\n",
    "    \"\"\"The Objective function to maximize.\n",
    "    \n",
    "    Replace with any function or time consuming and expensive process.\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self):\n",
    "        self.parameters = [\n",
    "            {'name': 'x1',\n",
    "             'type': 'double',\n",
    "             'bounds': { 'min': -70.0, 'max': 70.0 },\n",
    "            },\n",
    "            {'name': 'x2',\n",
    "             'type': 'double',\n",
    "             'bounds': { 'min': -70.0, 'max': 70.0 },\n",
    "            },\n",
    "        ]\n",
    "        self.plotting_bounds = {'min': -250, 'max': 250}\n",
    "\n",
    "    @staticmethod\n",
    "    def evaluate(params):\n",
    "        \"\"\"Returns the results of our objective function given a dict of parameters.\"\"\"\n",
    "        # EggHolder function - http://www.sfu.ca/~ssurjano/egg.html\n",
    "        return -(params['x2'] + 47) * \\\n",
    "            numpy.sin(numpy.sqrt(abs(params['x2'] + params['x1'] / 2 + 47))) - \\\n",
    "            params['x1'] * numpy.sin(numpy.sqrt(abs(params['x1'] - (params['x2'] + 47))))\n",
    "    \n",
    "    def within_bounds(self, params):\n",
    "        return all(((\n",
    "            param['bounds']['min'] < params[param['name']] < param['bounds']['max']\n",
    "            for param\n",
    "            in self.parameters\n",
    "        )))\n",
    "    \n",
    "obj = Objective()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotter function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_obj_func(obj, res=64, history=None):\n",
    "    x = numpy.linspace(\n",
    "        obj.parameters[0]['bounds']['min'],\n",
    "        obj.parameters[0]['bounds']['max'],\n",
    "        res,\n",
    "    )\n",
    "    y = numpy.linspace(\n",
    "        obj.parameters[1]['bounds']['min'],\n",
    "        obj.parameters[1]['bounds']['max'],\n",
    "        res,\n",
    "    )\n",
    "    X, Y = numpy.meshgrid(x, y)\n",
    "    Z = numpy.zeros((res, res))\n",
    "    \n",
    "    for i, p1 in enumerate(x):\n",
    "        for j, p2 in enumerate(y):\n",
    "            params = {\n",
    "                obj.parameters[0]['name']: p1,\n",
    "                obj.parameters[1]['name']: p2,\n",
    "            }\n",
    "            Z[j][i] = obj.evaluate(params)\n",
    "            \n",
    "    '''3d-plot'''\n",
    "    fig = plt.figure(figsize=(24, 7))\n",
    "    ax_3d = fig.add_subplot(131, projection='3d')\n",
    "    ax_3d.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm,\n",
    "                       linewidth=0, antialiased=False)\n",
    "    \n",
    "    '''contor-plot'''\n",
    "    ax_contour = fig.add_subplot(132)\n",
    "    ax_contour.contour(X, Y, Z)\n",
    "    ax_contour.set_xlabel(obj.parameters[0]['name'])\n",
    "    ax_contour.set_ylabel(obj.parameters[1]['name'])\n",
    "  \n",
    "    best_so_far = -numpy.inf\n",
    "    best_hist = []\n",
    "    true_val = []\n",
    "    \n",
    "    if history is not None:\n",
    "        for params in history:\n",
    "            obj_value = obj.evaluate(params)\n",
    "            if obj_value > best_so_far:\n",
    "                best_so_far = obj_value\n",
    "            best_hist.append(best_so_far)\n",
    "            true_val.append(obj_value)\n",
    "            \n",
    "            xval = params[obj.parameters[0]['name']]\n",
    "            yval = params[obj.parameters[1]['name']]\n",
    "            \n",
    "            ax_3d.plot([xval], [yval], obj.evaluate(params), 'k*')\n",
    "            ax_contour.plot([xval], [yval], 'k*')\n",
    "            \n",
    "    '''scatter-plot'''\n",
    "    ax_best = fig.add_subplot(133)\n",
    "    ax_best.plot(best_hist, 'bo--')\n",
    "    ax_best.plot(true_val, 'b*')\n",
    "    ax_best.set_ylim(\n",
    "        obj.plotting_bounds['min'],\n",
    "        obj.plotting_bounds['max']\n",
    "    )\n",
    "    ax_best.set_xlabel(\"Number of Evaluations\")\n",
    "    ax_best.set_ylabel(\"Best Value Observed\")\n",
    "\n",
    "    plt.show()    \n",
    "    \n",
    "    print(\"Best value found: {0}\".format(best_so_far))\n",
    "    return best_hist\n",
    "\n",
    "total_hist = {}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Grid Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1728x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best value found: 138.2233459739366\n"
     ]
    }
   ],
   "source": [
    "GRIDSEARCH_RES = 10\n",
    "\n",
    "gridsearch_history = []\n",
    "\n",
    "x_space = numpy.linspace(\n",
    "        obj.parameters[0]['bounds']['min'],\n",
    "        obj.parameters[0]['bounds']['max'],\n",
    "        GRIDSEARCH_RES,\n",
    "    )\n",
    "y_space = numpy.linspace(\n",
    "        obj.parameters[1]['bounds']['min'],\n",
    "        obj.parameters[1]['bounds']['max'],\n",
    "        GRIDSEARCH_RES,\n",
    "    )\n",
    "\n",
    "for p2 in x_space:\n",
    "    for p1 in y_space:\n",
    "        gridsearch_history.append({\n",
    "                obj.parameters[0]['name']: p1,\n",
    "                obj.parameters[1]['name']: p2,\n",
    "            })\n",
    "        \n",
    "total_hist['gridsearch'] = plot_obj_func(obj, history=gridsearch_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Random Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best value found: 157.9050526353816\n"
     ]
    }
   ],
   "source": [
    "RANDOMSEARCH_TOTAL = 100\n",
    "\n",
    "randomsearch_history = []\n",
    "for _ in range(RANDOMSEARCH_TOTAL):\n",
    "    params = {}\n",
    "    for param in obj.parameters:\n",
    "        params[param['name']] = numpy.random.uniform(\n",
    "                param['bounds']['min'],\n",
    "                param['bounds']['max'],\n",
    "            )\n",
    "    randomsearch_history.append(params)\n",
    "    \n",
    "total_hist['randomsearch'] = plot_obj_func(obj, history=randomsearch_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comperision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_total_hist():\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    for opt_name, history in total_hist.items():\n",
    "        ax.plot(history, label=opt_name)\n",
    "        \n",
    "    ax.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "    ax.set_xlim(0,100)\n",
    "    ax.set_xlabel(\"Number of Evaluations\")\n",
    "    ax.set_ylabel(\"Best Value Observed\")\n",
    "\n",
    "plot_total_hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}