shape_placement.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMOvPI2L7s3q+FlIy1EZsQx",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/OptimizationExpert/Pyomo/blob/main/shape_placement.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Developed by Alireza Soroudi\n",
        "alireza.soroudi@gmail.com\n",
        "\n",
        "Linkedin News letter : https://www.linkedin.com/newsletters/optimization-in-open-source-6874020019009859585/\n",
        "\n",
        "Git hub: https://github.com/OptimizationExpert/Pyomo\n",
        "![Screenshot 2024-05-10 at 02.25.50.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "e4mqNzT5sd45"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install ortools\n",
        "import numpy as np\n",
        "from random import randint\n",
        "import random\n",
        "from math import ceil\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt # Data visualization\n",
        "from matplotlib.patches import Rectangle\n",
        "from ortools.sat.python import cp_model as cp\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V1Kqt5KuYLw3",
        "outputId": "9401df50-72e7-4df2-95a0-53bb296bea8f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: ortools in /usr/local/lib/python3.10/dist-packages (9.10.4067)\n",
            "Requirement already satisfied: absl-py>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ortools) (2.1.0)\n",
            "Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.10/dist-packages (from ortools) (1.25.2)\n",
            "Requirement already satisfied: pandas>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ortools) (2.0.3)\n",
            "Requirement already satisfied: protobuf>=5.26.1 in /usr/local/lib/python3.10/dist-packages (from ortools) (5.26.1)\n",
            "Requirement already satisfied: immutabledict>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from ortools) (4.2.0)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=2.0.0->ortools) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=2.0.0->ortools) (2023.4)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=2.0.0->ortools) (2024.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas>=2.0.0->ortools) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "56r0kyMVsfhi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "nx , ny = 20 , 20\n",
        "counter = 0\n",
        "location = {}\n",
        "for i in range(nx):\n",
        "  for j in range(ny):\n",
        "    counter +=1\n",
        "    location[counter,'x'] = i\n",
        "    location[counter,'y'] = j\n",
        "cells = range(1,1+counter)\n",
        "loc2cell = {(location[cell,'x'],location[cell,'y']):cell for cell in cells}\n",
        "\n",
        "\n",
        "shapes = {1: [(0,0),(0,-1),(0,-2),(0,-3)],\n",
        "          2: [(0,0),(1,0),(1,1),(0,1)],\n",
        "          3: [(0,0),(1,0),(1,1),(1,-1)],\n",
        "          4: [(0,0),(0,1),(1,1),(2,1)],\n",
        "          5: [(0,0),(0,1),(1,1),(1,2)],\n",
        "          6: [(0,0),(1,0),(2,0),(3,0),(1,-1), (2,1)],\n",
        "          7: [(0,0),(1,0),(2,0),(3,0),(1,-1), (1,1)],\n",
        "          8: [(0,0),(1,0),(2,0),(0,1),(1,-1), (1,1)],\n",
        "}\n",
        "\n",
        "plt.figure(figsize=(8,8))\n",
        "for i in cells:\n",
        "  x,y = location[i,'x'], location[i,'y']\n",
        "  plt.scatter(x,y, s=500, c= 'grey', marker= 's', alpha=0.3)\n",
        "  plt.xticks(range(nx))\n",
        "  plt.yticks(range(ny))\n",
        "  plt.grid(alpha=0.2, zorder=-1)\n",
        "  plt.tight_layout()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "ADX66JrefsBC",
        "outputId": "49eb50c3-28d9-4efc-cdf4-129314304da5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "KOLORS = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\", \"#9467bd\",\n",
        "            \"#8c564b\", \"#e377c2\", \"#7f7f7f\", \"#bcbd22\", \"#17becf\",\n",
        "            \"#aec7e8\", \"#ffbb78\", \"#98df8a\", \"#ff9896\", \"#c5b0d5\",\n",
        "            \"#c49c94\", \"#f7b6d2\", \"#c7c7c7\", \"#dbdb8d\", \"#9edae5\",\n",
        "            \"#8c6d31\", \"#9c9ede\", \"#637939\", \"#e7cb94\", \"#b5cf6b\",\n",
        "            \"#cedb9c\", \"#c7c7c7\", \"#bd9e39\", \"#e7969c\", \"#7b4173\"]\n",
        "\n",
        "def dist(i,j):\n",
        "  x0, y0 = location[i,'x'], location[i,'y']\n",
        "  x1, y1 = location[j,'x'], location[j,'y']\n",
        "  return (x0-x1)**2 +(y0-y1)**2\n",
        "\n",
        "\n",
        "list1 = [1,3,4]\n",
        "\n",
        "list2 = [2,3,4]\n",
        "\n",
        "def check_nb(list1,list2):\n",
        "  list1 = set(list1)\n",
        "  list2 = set(list2)\n",
        "\n",
        "  s1 = list1- list2\n",
        "  s2 = list2- list1\n",
        "\n",
        "  if len(s1)*len(s2) == 0:\n",
        "    return False\n",
        "  else:\n",
        "    for i in s1:\n",
        "      for j in s2:\n",
        "        if dist(i,j)<=2:\n",
        "          return True\n",
        "\n",
        "\n",
        "print(list1,list2)\n",
        "check_nb(list1,list2)"
      ],
      "metadata": {
        "id": "jfSo0jdWIOJ0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "90e8ea0b-ea41-4bd8-cad6-950ba7348e66"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1, 3, 4] [2, 3, 4]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def main():\n",
        "  model = cp.CpModel()\n",
        "  pieces = shapes.keys()\n",
        "  U = {(i,p): model.NewBoolVar(f\"U_{i,p}\") for i in cells for p in pieces if\n",
        "       all([ (location[i,'x']+xp, location[i,'y']+yp) in loc2cell\n",
        "            for (xp,yp) in shapes[p]])\n",
        "       }\n",
        "  C = {i: model.NewBoolVar(f\"C_{i}\") for i in cells}\n",
        "  data_neighbors = {}\n",
        "  for (i,p),v in U.items():\n",
        "    data_neighbors[i,p] = [loc2cell[location[i,'x']+xp, location[i,'y']+yp] for (xp,yp) in shapes[p]]\n",
        "    model.Add(C[i]==1).OnlyEnforceIf(v)\n",
        "\n",
        "\n",
        "  for p1 in pieces:\n",
        "    for p2 in pieces:\n",
        "      if p1>p2:\n",
        "        expressions_p1 = [len(shapes[p])*v for (i,p),v in U.items() if p==p1]\n",
        "        expressions_p2 = [len(shapes[p])*v for (i,p),v in U.items() if p==p2]\n",
        "        model.AddLinearConstraint( cp.LinearExpr.Sum(expressions_p1)- cp.LinearExpr.Sum(expressions_p2) ,-5,5)\n",
        "\n",
        "  # neighbours should not have the same color\n",
        "  for (i,pi), nb_i in data_neighbors.items():\n",
        "    for (j,pj), nb_j in data_neighbors.items():\n",
        "      if i>j and pi == pj and (i,pi) in U and (j,pj) in U and check_nb(nb_i,nb_j):\n",
        "        model.AddAtMostOne([U[i,pi] , U[j,pj]])\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "  for i in cells:\n",
        "    expressions = [U[n,p] for (n,p),hamsadeh in data_neighbors.items() if i in hamsadeh and (n,p) in U]\n",
        "    model.Add(C[i]== cp.LinearExpr.Sum(expressions) )\n",
        "\n",
        "  not_covered = [v.Not() for i,v in C.items()]\n",
        "\n",
        "  for p in pieces:\n",
        "    expressions = [U.get((i,p),0) for i in cells]\n",
        "    model.Add(cp.LinearExpr.Sum(expressions) >= 2)\n",
        "\n",
        "  model.Minimize(cp.LinearExpr.Sum(not_covered) )\n",
        "  solver = cp.CpSolver()\n",
        "  solver.parameters.num_workers = 16\n",
        "  solver.parameters.max_time_in_seconds = 180\n",
        "  status = solver.Solve(model)\n",
        "  if status == cp.OPTIMAL:\n",
        "    print(\"OPTIMAL\")\n",
        "  elif status == cp.INFEASIBLE:\n",
        "    print(\"INFEASIBLE\")\n",
        "  elif status == cp.FEASIBLE:\n",
        "    print(\"FEASIBLE\")\n",
        "  elif status == cp.UNKNOWN:\n",
        "    print(\"UNKNOWN\")\n",
        "\n",
        "  # print(\"num_solutions:\", num_solutions)\n",
        "  print(\"NumConflicts:\", solver.NumConflicts())\n",
        "  print(\"NumBranches:\", solver.NumBranches())\n",
        "  print(\"WallTime:\", solver.WallTime())\n",
        "  print(\"OF = \", solver.ObjectiveValue())\n",
        "\n",
        "  plt.figure(figsize=(8,8))\n",
        "  for (i,p),v in U.items():\n",
        "    if solver.value(v)>0:\n",
        "      #print(\"TAG\", i,p)\n",
        "      aa= 20+random.randint(20,80)\n",
        "      x,y = location[i,'x'], location[i,'y']\n",
        "      plt.scatter(x,y, s=500, c= KOLORS[p], marker= 's')\n",
        "      for k in data_neighbors[i,p]:\n",
        "        if k !=i:\n",
        "          x,y = location[k,'x'], location[k,'y']\n",
        "          plt.scatter(x,y, s=500, c= KOLORS[p], marker= 's')\n",
        "\n",
        "  report = {}\n",
        "  for p1 in pieces:\n",
        "    expressions_p1 = [len(shapes[p])*solver.value(v) for (i,p),v in U.items() if p==p1]\n",
        "    print(p1,sum(expressions_p1))\n",
        "    report[p1] = sum(expressions_p1)\n",
        "\n",
        "  plt.xticks(range(nx))\n",
        "  plt.yticks(range(ny))\n",
        "  plt.grid(alpha=0.2, zorder=-1)\n",
        "  plt.tight_layout()\n",
        "\n",
        "  plt.figure(figsize=(6,4))\n",
        "\n",
        "  for p1 in pieces:\n",
        "    plt.bar(p1,100*report[p1]/(nx*ny),width=0.5 , color = KOLORS[p1])\n",
        "  plt.tight_layout()\n",
        "  plt.xlabel(\" Shape \")\n",
        "  plt.ylabel(\" Percent of covered cells\")\n",
        "\n",
        "if __name__ == \"__main__\":\n",
        "  main()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "tDNe-C7vYL5-",
        "outputId": "aec3ee39-f895-4d89-ddf9-2a53fb309856"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "FEASIBLE\n",
            "NumConflicts: 0\n",
            "NumBranches: 1608\n",
            "WallTime: 180.149022392\n",
            "OF =  54.0\n",
            "1 44\n",
            "2 44\n",
            "3 44\n",
            "4 44\n",
            "5 44\n",
            "6 42\n",
            "7 42\n",
            "8 42\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "YO8feeI8-SmL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "HaoleiCIm6l3"
      }
    }
  ]
}