{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def satisfied(x, y, constraints):\n",
    "    sat = True\n",
    "    for c in constraints:\n",
    "        if not eval(\"x*c['x'] + y*c['y']\" + c['dir'] + \"c['rhs']\"):\n",
    "            return False\n",
    "    return sat\n",
    "\n",
    "def find_intersection(c1, c2):\n",
    "    if c1['x']*c2['y'] == c1['y']*c2['x']:\n",
    "        return[0,0]\n",
    "    else:\n",
    "        return np.linalg.solve(np.array(((c1['x'], c1['y']),(c2['x'], c2['y']))),np.array((c1['rhs'], c2['rhs'])))\n",
    "    \n",
    "def find_bbox(constraints):\n",
    "    max_xy = [0,0]\n",
    "    full_const = constraints + [{'x':1, 'y':0, 'dir' : '>=', 'rhs':0, 'label' : 'x nieujemne'}, {'x':0, 'y':1, 'dir' : '>=', 'rhs':0, 'label' : 'y nieujemne'}]\n",
    "    for i in range(len(full_const)-1):\n",
    "        for j in range(i,len(full_const)):\n",
    "            x, y = find_intersection(full_const[i],full_const[j])\n",
    "            max_xy = [max(max_xy[0], x),max(max_xy[1],y)]\n",
    "    return max_xy\n",
    "    \n",
    "def plotLP(constraints, objective, density=100):\n",
    "    fig, ax = plt.subplots()\n",
    "    colors = ['b','g','r','c','m','y','k']\n",
    "    max_x, max_y = find_bbox(constraints)\n",
    "    \n",
    "    for i, c in enumerate(constraints):\n",
    "        if c['x'] == 0:\n",
    "            plt.axhline(y=c['rhs']/c['y'], lw=3, label=c['label'], color=colors[i])\n",
    "        elif c['y'] == 0:\n",
    "            plt.axvline(x=c['rhs']/c['x'], lw=3, label=c['label'], color=colors[i])\n",
    "        else:\n",
    "            points = [0, max_x]\n",
    "            plt.plot(points, [c['rhs']/c['y'] - p*c['x']/c['y'] for p in points], lw=3, label=c['label'], color=colors[i])\n",
    "\n",
    "    pairs = [(x, y) for x in np.linspace(0,max_x,density)\n",
    "                for y in np.linspace(0, max_y, density)\n",
    "                if satisfied(x, y, constraints)]\n",
    "    \n",
    "    xs, ys = np.hsplit(np.array(pairs), 2)\n",
    "    z = objective['x']*xs + objective['y']*ys\n",
    "\n",
    "    plt.xlim(0, max_x)\n",
    "    plt.ylim(0, max_y)\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "\n",
    "    plt.legend()\n",
    "    plt.scatter(xs, ys, c=z, cmap='jet', zorder=3)  \n",
    "    bar = plt.colorbar()\n",
    "    bar.set_label('Wartość f. celu')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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KXQOiARUXF6eKGyviVyjLKxbFKDJbhXcrqKNnjzo7NEMpIy4uThXX/wcFwahR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TAAAg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\nnJhOsG37/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Myr96cUv/Md9pxCzP4+xN5zKdbwQHLfn09DZgEWXxvt7rkIr6ggMj9eRm1G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\nVVhCJElSFZYQSZJUxV+AH8AaPh9zhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cbf5c0e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotLP([{'x':1, 'y':1, 'dir' : '<=', 'rhs':8, 'label' : 'powierzchnia'}, \n",
    "        {'x':2, 'y':1, 'dir' : '<=', 'rhs':10, 'label' : 'pestycydy'}], \n",
    "       {'x' : 5000, 'y' : 3000}, 75)"
   ]
  }
 ],
 "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
