{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ISYE 6669 Homework 4 Q2\n",
    "\n",
    "By: Mark Pearl \n",
    "\n",
    "Feburary 14th, 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.optimize import minimize\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "##Q4\n",
    "func_1  = lambda x: (1-x[0]+x[0]*x[1])**2 + (2-x[0]+x[0]**2*x[1])**2 + (3-x[0]+x[0]**3*x[1])**2\n",
    "\n",
    "x0 = np.array([0,0])\n",
    "xs = [x0]\n",
    "\n",
    "bnds = ((-5, None), (None, 5))\n",
    "sol1 = minimize(func_1,x0,bounds=bnds)\n",
    "\n",
    "x = np.linspace(-5, 5, 50)\n",
    "y = np.linspace(-5, 5, 50)\n",
    "X,Y = np.meshgrid(x,y) # meshgrid\n",
    "XY = np.vstack([X.ravel(), Y.ravel()]) # 2D to 1D vertically\n",
    "Z = func_1(XY).reshape(50,50) \n",
    "\n",
    "xs = np.array(xs)\n",
    "plt.figure()\n",
    "plt.contour(X, Y, Z, np.linspace(0,25,50))\n",
    "plt.plot(xs[:, 0], xs[:, 1], '-o')\n",
    "plt.gca().set_aspect('equal', adjustable='box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "      fun: 1.16841230720639\n hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n      jac: array([-4.55191440e-06, -8.61533067e-06])\n  message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n     nfev: 36\n      nit: 9\n   status: 0\n  success: True\n        x: array([ 1.51907511, -0.27672661])\n"
     ]
    }
   ],
   "source": [
    "print(sol1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see from our 2D result that we have a boxed constraint which is causing the effect of our objective function to look like a diamond since both the upper right and bottom left quadrant our bounded to the constraint. We will have multiple local minimums in this situation as well in both the upper left and bottom right quadrants.\n",
    "\n",
    "In our case we can see that based on the starting point, our equation is converging to the local optimum position in the bottom right quadrant at x: array([4.87469383, 0.71930641])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#surf = axes.plot_surface(x, y, z, cmap='coolwarm',linewidth=0, antialiased=True)\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "axes = fig.gca(projection='3d')\n",
    "\n",
    "surf = axes.contour3D(X, Y, Z, 50,  cmap='coolwarm')\n",
    "\n",
    "axes.set_xlabel('X Label')\n",
    "axes.set_ylabel('Y Label')\n",
    "axes.set_zlabel('Z Label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"252.317344pt\" version=\"1.1\" viewBox=\"0 0 328.380125 252.317344\" width=\"328.380125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-14T21:15:08.578637</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "      fun: -1.7906017234221723\n hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n      jac: array([-8.70414851e-06, -8.70414851e-06])\n  message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n     nfev: 12\n      nit: 3\n   status: 0\n  success: True\n        x: array([-4.4910447, -4.4910447])\n"
     ]
    }
   ],
   "source": [
    "#Q5 \n",
    "func_2  = lambda x: (-0.0001*(np.abs(np.sin(x[0])*np.sin(x[1])*np.exp(abs(100-(np.sqrt((x[0])**2 + (x[1])**2))/np.pi))) +1)**0.1) \n",
    "# Make a grid \n",
    "x = np.linspace(-10, 10)\n",
    "y = np.linspace(-10, 10)\n",
    "xg, yg = np.meshgrid(x, y)\n",
    "plt.figure()\n",
    "plt.imshow(func_2([xg, yg]), extent=[-10, 10, -10, 10], origin=\"lower\")\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "bnds = ((-5, None), (None, 5))\n",
    "local_opt_starting_point = np.array([-5,-5])\n",
    "local_opt_solution = minimize(func_2,local_opt_starting_point,bounds=bnds)\n",
    "print(local_opt_solution)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the results from the meshgrid that we have found a local optimal solution at point [-4.4910447, -4.4910447]\n",
    "\n",
    "Now to try and find two seperate global optimal we'll change the starting points again to something closer to origin, which is where we can see our global optimal solutions are. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "      fun: -2.0626118707367493\n hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n      jac: array([4.13002965e-06, 4.13002965e-06])\n  message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n     nfev: 15\n      nit: 4\n   status: 0\n  success: True\n        x: array([-1.3493867, -1.3493867])\n"
     ]
    }
   ],
   "source": [
    "global_opt_starting_point_1 = np.array([-1,-1])\n",
    "xs = [x0]\n",
    "global_opt_solution_1 = minimize(func_2,global_opt_starting_point_1,bounds=bnds)\n",
    "print(global_opt_solution_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "      fun: -2.0626118707356023\n hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n      jac: array([-4.13002965e-06, -4.13002965e-06])\n  message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n     nfev: 15\n      nit: 4\n   status: 0\n  success: True\n        x: array([1.34938657, 1.34938657])\n"
     ]
    }
   ],
   "source": [
    "global_opt_starting_point_2 = np.array([1,1])\n",
    "xs = [x0]\n",
    "global_opt_solution_2 = minimize(func_2,global_opt_starting_point_2,bounds=bnds)\n",
    "print(global_opt_solution_2)\n"
   ]
  },
  {
   "source": [
    "You can see from the above results that we've found two seperate global optimal solutions with the same objective values with two seperate starting points. "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 50)\n",
    "y = np.linspace(-5, 5, 50)\n",
    "X,Y = np.meshgrid(x,y) # meshgrid\n",
    "XY = np.vstack([X.ravel(), Y.ravel()]) # 2D to 1D vertically\n",
    "Z = func_2(XY).reshape(50,50) \n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "axes = fig.gca(projection='3d')\n",
    "\n",
    "surf = axes.contour3D(X, Y, Z, 50,  cmap='coolwarm')\n",
    "\n",
    "axes.set_xlabel('X Label')\n",
    "axes.set_ylabel('Y Label')\n",
    "axes.set_zlabel('Z Label')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "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-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}