callback_CP_IBM_Ponder_this_Challenge_Jan_2024.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNGC5Dz6BgdSy8zxpwI6Sx0",
      "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/callback_CP_IBM_Ponder_this_Challenge_Jan_2024.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%pip install ortools"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zzCbfyKmhZT2",
        "outputId": "e11e9e3f-f61c-47ea-8003-1311169a0267"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting ortools\n",
            "  Downloading ortools-9.8.3296-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (22.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m22.9/22.9 MB\u001b[0m \u001b[31m36.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting absl-py>=2.0.0 (from ortools)\n",
            "  Downloading absl_py-2.0.0-py3-none-any.whl (130 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m130.2/130.2 kB\u001b[0m \u001b[31m10.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.10/dist-packages (from ortools) (1.23.5)\n",
            "Collecting pandas>=2.0.0 (from ortools)\n",
            "  Downloading pandas-2.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.3/12.3 MB\u001b[0m \u001b[31m62.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting protobuf>=4.25.0 (from ortools)\n",
            "  Downloading protobuf-4.25.1-cp37-abi3-manylinux2014_x86_64.whl (294 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m294.6/294.6 kB\u001b[0m \u001b[31m25.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement 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) (2023.3.post1)\n",
            "Collecting tzdata>=2022.1 (from pandas>=2.0.0->ortools)\n",
            "  Downloading tzdata-2023.4-py2.py3-none-any.whl (346 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m346.6/346.6 kB\u001b[0m \u001b[31m30.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement 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",
            "Installing collected packages: tzdata, protobuf, absl-py, pandas, ortools\n",
            "  Attempting uninstall: protobuf\n",
            "    Found existing installation: protobuf 3.20.3\n",
            "    Uninstalling protobuf-3.20.3:\n",
            "      Successfully uninstalled protobuf-3.20.3\n",
            "  Attempting uninstall: absl-py\n",
            "    Found existing installation: absl-py 1.4.0\n",
            "    Uninstalling absl-py-1.4.0:\n",
            "      Successfully uninstalled absl-py-1.4.0\n",
            "  Attempting uninstall: pandas\n",
            "    Found existing installation: pandas 1.5.3\n",
            "    Uninstalling pandas-1.5.3:\n",
            "      Successfully uninstalled pandas-1.5.3\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "lida 0.0.10 requires fastapi, which is not installed.\n",
            "lida 0.0.10 requires kaleido, which is not installed.\n",
            "lida 0.0.10 requires python-multipart, which is not installed.\n",
            "lida 0.0.10 requires uvicorn, which is not installed.\n",
            "bigframes 0.18.0 requires pandas<2.1.4,>=1.5.0, but you have pandas 2.1.4 which is incompatible.\n",
            "google-colab 1.0.0 requires pandas==1.5.3, but you have pandas 2.1.4 which is incompatible.\n",
            "tensorboard 2.15.1 requires protobuf<4.24,>=3.19.6, but you have protobuf 4.25.1 which is incompatible.\n",
            "tensorflow-metadata 1.14.0 requires absl-py<2.0.0,>=0.9, but you have absl-py 2.0.0 which is incompatible.\n",
            "tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 4.25.1 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed absl-py-2.0.0 ortools-9.8.3296 pandas-2.1.4 protobuf-4.25.1 tzdata-2023.4\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Screenshot 2024-01-09 at 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)"
      ],
      "metadata": {
        "id": "oHreFhZxiDqg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from ortools.sat.python import cp_model\n",
        "class VarArraySolutionPrinter(cp_model.CpSolverSolutionCallback):\n",
        "    \"\"\"Print intermediate solutions.\"\"\"\n",
        "\n",
        "    def __init__(self, variables):\n",
        "        cp_model.CpSolverSolutionCallback.__init__(self)\n",
        "        self.__variables = variables\n",
        "        self.__solution_count = 0\n",
        "\n",
        "    def on_solution_callback(self):\n",
        "        self.__solution_count += 1\n",
        "        for x,v in self.__variables.items():\n",
        "            print(f\"X{x}={self.Value(v)}\", end=\" \")\n",
        "        print()\n",
        "\n",
        "    def solution_count(self):\n",
        "        return self.__solution_count\n"
      ],
      "metadata": {
        "id": "ryc0xxVWhyGW"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7O7_OZtWhTnP",
        "outputId": "8d21c90e-59b7-4d3e-9dff-ef873ba67839"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X1=7 X2=10 X3=8 X4=4 X5=9 X6=11 X7=6 X8=16 X9=3 X10=12 X11=5 X12=13 X13=2 X14=1 X15=14 X16=15 \n",
            "X1=13 X2=12 X3=6 X4=14 X5=5 X6=9 X7=4 X8=8 X9=1 X10=10 X11=7 X12=11 X13=2 X14=3 X15=16 X16=15 \n",
            "X1=6 X2=16 X3=9 X4=8 X5=12 X6=2 X7=10 X8=14 X9=4 X10=7 X11=1 X12=11 X13=5 X14=3 X15=13 X16=15 \n",
            "X1=12 X2=10 X3=4 X4=13 X5=11 X6=7 X7=6 X8=14 X9=3 X10=1 X11=2 X12=5 X13=9 X14=8 X15=15 X16=16 \n",
            "X1=13 X2=8 X3=7 X4=9 X5=2 X6=16 X7=6 X8=14 X9=5 X10=12 X11=1 X12=15 X13=3 X14=4 X15=11 X16=10 \n",
            "X1=12 X2=9 X3=5 X4=11 X5=14 X6=8 X7=3 X8=15 X9=1 X10=2 X11=4 X12=6 X13=10 X14=7 X15=13 X16=16 \n",
            "X1=7 X2=15 X3=11 X4=6 X5=13 X6=4 X7=9 X8=16 X9=2 X10=8 X11=1 X12=14 X13=5 X14=3 X15=10 X16=12 \n",
            "X1=6 X2=16 X3=7 X4=10 X5=9 X6=8 X7=4 X8=11 X9=3 X10=14 X11=5 X12=15 X13=1 X14=2 X15=13 X16=12 \n",
            "X1=6 X2=16 X3=8 X4=9 X5=10 X6=7 X7=4 X8=11 X9=3 X10=14 X11=5 X12=15 X13=2 X14=1 X15=12 X16=13 \n",
            "X1=6 X2=16 X3=8 X4=9 X5=12 X6=7 X7=2 X8=11 X9=3 X10=14 X11=5 X12=15 X13=4 X14=1 X15=10 X16=13 \n",
            "X1=6 X2=15 X3=9 X4=7 X5=10 X6=8 X7=5 X8=13 X9=3 X10=14 X11=4 X12=16 X13=2 X14=1 X15=11 X16=12 \n",
            "X1=4 X2=14 X3=8 X4=5 X5=10 X6=9 X7=7 X8=16 X9=6 X10=13 X11=1 X12=15 X13=3 X14=2 X15=11 X16=12 \n",
            "X1=12 X2=9 X3=10 X4=6 X5=14 X6=8 X7=3 X8=15 X9=4 X10=7 X11=1 X12=11 X13=13 X14=2 X15=5 X16=16 \n",
            "X1=2 X2=14 X3=4 X4=7 X5=12 X6=8 X7=5 X8=15 X9=9 X10=11 X11=1 X12=10 X13=6 X14=3 X15=13 X16=16 \n",
            "X1=12 X2=9 X3=5 X4=11 X5=14 X6=8 X7=3 X8=15 X9=4 X10=2 X11=1 X12=6 X13=13 X14=7 X15=10 X16=16 \n",
            "X1=15 X2=9 X3=5 X4=14 X5=11 X6=8 X7=3 X8=12 X9=4 X10=2 X11=1 X12=6 X13=13 X14=7 X15=10 X16=16 \n",
            "X1=12 X2=8 X3=4 X4=11 X5=13 X6=10 X7=2 X8=15 X9=1 X10=3 X11=5 X12=6 X13=9 X14=7 X15=14 X16=16 \n",
            "X1=16 X2=10 X3=8 X4=13 X5=4 X6=7 X7=11 X8=12 X9=2 X10=3 X11=1 X12=9 X13=5 X14=6 X15=15 X16=14 \n",
            "X1=11 X2=8 X3=1 X4=13 X5=4 X6=16 X7=2 X8=12 X9=7 X10=10 X11=3 X12=9 X13=5 X14=6 X15=15 X16=14 \n",
            "X1=12 X2=6 X3=2 X4=11 X5=10 X6=15 X7=1 X8=16 X9=4 X10=5 X11=3 X12=7 X13=9 X14=8 X15=13 X16=14 \n",
            "X1=13 X2=9 X3=10 X4=7 X5=15 X6=8 X7=3 X8=16 X9=1 X10=5 X11=2 X12=11 X13=12 X14=4 X15=6 X16=14 \n",
            "X1=6 X2=15 X3=5 X4=11 X5=12 X6=10 X7=4 X8=16 X9=1 X10=9 X11=3 X12=14 X13=2 X14=8 X15=13 X16=7 \n",
            "X1=16 X2=10 X3=8 X4=13 X5=12 X6=7 X7=2 X8=11 X9=3 X10=4 X11=1 X12=9 X13=14 X14=5 X15=6 X16=15 \n",
            "X1=7 X2=11 X3=1 X4=12 X5=13 X6=10 X7=3 X8=16 X9=5 X10=4 X11=2 X12=6 X13=8 X14=9 X15=15 X16=14 \n",
            "X1=8 X2=16 X3=7 X4=12 X5=11 X6=2 X7=10 X8=13 X9=3 X10=4 X11=1 X12=9 X13=5 X14=6 X15=15 X16=14 \n",
            "X1=2 X2=15 X3=4 X4=8 X5=12 X6=7 X7=5 X8=14 X9=9 X10=11 X11=1 X12=10 X13=6 X14=3 X15=13 X16=16 \n",
            "X1=12 X2=9 X3=2 X4=14 X5=6 X6=16 X7=3 X8=15 X9=4 X10=7 X11=1 X12=11 X13=5 X14=10 X15=13 X16=8 \n",
            "X1=10 X2=12 X3=9 X4=8 X5=16 X6=6 X7=2 X8=14 X9=4 X10=7 X11=1 X12=11 X13=13 X14=3 X15=5 X16=15 \n",
            "X1=15 X2=9 X3=5 X4=14 X5=1 X6=12 X7=8 X8=11 X9=4 X10=7 X11=2 X12=10 X13=3 X14=6 X15=16 X16=13 \n",
            "X1=9 X2=13 X3=11 X4=6 X5=15 X6=4 X7=5 X8=14 X9=3 X10=8 X11=2 X12=12 X13=10 X14=1 X15=7 X16=16 \n",
            "X1=5 X2=14 X3=6 X4=8 X5=9 X6=11 X7=2 X8=12 X9=7 X10=16 X11=3 X12=15 X13=4 X14=1 X15=10 X16=13 \n",
            "X1=15 X2=9 X3=5 X4=14 X5=11 X6=8 X7=3 X8=12 X9=1 X10=2 X11=4 X12=6 X13=10 X14=7 X15=13 X16=16 \n",
            "X1=9 X2=14 X3=6 X4=12 X5=5 X6=11 X7=2 X8=8 X9=7 X10=16 X11=3 X12=15 X13=4 X14=1 X15=10 X16=13 \n",
            "X1=15 X2=9 X3=11 X4=8 X5=13 X6=6 X7=5 X8=14 X9=1 X10=4 X11=2 X12=10 X13=12 X14=3 X15=7 X16=16 \n",
            "X1=15 X2=10 X3=8 X4=12 X5=13 X6=7 X7=1 X8=11 X9=3 X10=5 X11=2 X12=9 X13=14 X14=4 X15=6 X16=16 \n",
            "X1=4 X2=15 X3=8 X4=6 X5=10 X6=7 X7=9 X8=16 X9=5 X10=11 X11=1 X12=14 X13=2 X14=3 X15=13 X16=12 \n",
            "X1=10 X2=12 X3=9 X4=8 X5=5 X6=6 X7=13 X8=14 X9=4 X10=7 X11=1 X12=11 X13=2 X14=3 X15=16 X16=15 \n",
            "X1=16 X2=12 X3=9 X4=14 X5=2 X6=6 X7=10 X8=8 X9=4 X10=7 X11=1 X12=11 X13=5 X14=3 X15=13 X16=15 \n",
            "X1=16 X2=6 X3=9 X4=8 X5=2 X6=12 X7=10 X8=14 X9=4 X10=7 X11=1 X12=11 X13=5 X14=3 X15=13 X16=15 \n",
            "X1=12 X2=16 X3=9 X4=14 X5=6 X6=2 X7=10 X8=8 X9=4 X10=7 X11=1 X12=11 X13=5 X14=3 X15=13 X16=15 \n",
            "X1=6 X2=16 X3=2 X4=15 X5=12 X6=9 X7=3 X8=14 X9=4 X10=7 X11=1 X12=11 X13=5 X14=10 X15=13 X16=8 \n",
            "X1=7 X2=16 X3=3 X4=15 X5=6 X6=10 X7=2 X8=8 X9=9 X10=14 X11=1 X12=13 X13=5 X14=4 X15=11 X16=12 \n",
            "X1=12 X2=13 X3=5 X4=15 X5=6 X6=9 X7=3 X8=8 X9=1 X10=10 X11=7 X12=11 X13=2 X14=4 X15=16 X16=14 \n",
            "X1=12 X2=9 X3=5 X4=11 X5=6 X6=16 X7=3 X8=15 X9=1 X10=10 X11=4 X12=14 X13=2 X14=7 X15=13 X16=8 \n",
            "X1=6 X2=15 X3=9 X4=7 X5=10 X6=5 X7=11 X8=16 X9=3 X10=8 X11=1 X12=13 X13=2 X14=4 X15=14 X16=12 \n",
            "X1=11 X2=10 X3=4 X4=12 X5=5 X6=15 X7=6 X8=16 X9=3 X10=8 X11=1 X12=13 X13=2 X14=9 X15=14 X16=7 \n",
            "X1=8 X2=13 X3=5 X4=11 X5=10 X6=14 X7=1 X8=15 X9=3 X10=12 X11=2 X12=16 X13=4 X14=7 X15=9 X16=6 \n",
            "X1=8 X2=13 X3=2 X4=14 X5=7 X6=11 X7=1 X8=9 X9=5 X10=12 X11=6 X12=10 X13=3 X14=4 X15=16 X16=15 \n",
            "X1=13 X2=14 X3=7 X4=15 X5=6 X6=11 X7=2 X8=9 X9=1 X10=12 X11=4 X12=16 X13=3 X14=5 X15=10 X16=8 \n",
            "X1=13 X2=9 X3=10 X4=7 X5=6 X6=8 X7=12 X8=16 X9=1 X10=5 X11=2 X12=11 X13=3 X14=4 X15=15 X16=14 \n",
            "X1=16 X2=13 X3=10 X4=14 X5=3 X6=5 X7=9 X8=7 X9=4 X10=8 X11=1 X12=12 X13=6 X14=2 X15=11 X16=15 \n",
            "X1=11 X2=16 X3=7 X4=15 X5=3 X6=6 X7=9 X8=8 X9=5 X10=10 X11=1 X12=13 X13=2 X14=4 X15=14 X16=12 \n",
            "X1=4 X2=16 X3=8 X4=7 X5=10 X6=6 X7=9 X8=15 X9=5 X10=11 X11=1 X12=14 X13=2 X14=3 X15=13 X16=12 \n",
            "X1=12 X2=9 X3=5 X4=11 X5=3 X6=16 X7=6 X8=15 X9=4 X10=10 X11=1 X12=14 X13=2 X14=7 X15=13 X16=8 \n",
            "X1=16 X2=9 X3=5 X4=15 X5=2 X6=13 X7=7 X8=12 X9=3 X10=6 X11=1 X12=11 X13=4 X14=8 X15=14 X16=10 \n",
            "X1=16 X2=12 X3=8 X4=15 X5=2 X6=7 X7=10 X8=9 X9=3 X10=6 X11=1 X12=11 X13=4 X14=5 X15=14 X16=13 \n",
            "X1=14 X2=12 X3=8 X4=13 X5=2 X6=6 X7=11 X8=9 X9=5 X10=7 X11=1 X12=10 X13=4 X14=3 X15=15 X16=16 \n",
            "X1=14 X2=8 X3=7 X4=10 X5=2 X6=16 X7=4 X8=12 X9=6 X10=13 X11=1 X12=15 X13=5 X14=3 X15=9 X16=11 \n",
            "X1=8 X2=12 X3=6 X4=9 X5=4 X6=14 X7=5 X8=13 X9=7 X10=15 X11=1 X12=16 X13=2 X14=3 X15=11 X16=10 \n",
            "X1=15 X2=6 X3=5 X4=11 X5=10 X6=12 X7=4 X8=16 X9=1 X10=2 X11=3 X12=7 X13=9 X14=8 X15=13 X16=14 \n",
            "X1=15 X2=6 X3=11 X4=5 X5=10 X6=12 X7=4 X8=16 X9=1 X10=8 X11=3 X12=13 X13=9 X14=2 X15=7 X16=14 \n",
            "X1=12 X2=6 X3=8 X4=5 X5=10 X6=15 X7=1 X8=16 X9=4 X10=11 X11=3 X12=13 X13=9 X14=2 X15=7 X16=14 \n",
            "X1=12 X2=16 X3=8 X4=15 X5=10 X6=5 X7=1 X8=6 X9=4 X10=11 X11=3 X12=13 X13=9 X14=2 X15=7 X16=14 \n",
            "X1=13 X2=7 X3=10 X4=5 X5=6 X6=11 X7=9 X8=16 X9=1 X10=8 X11=4 X12=12 X13=3 X14=2 X15=14 X16=15 \n",
            "X1=15 X2=10 X3=8 X4=12 X5=5 X6=7 X7=11 X8=13 X9=1 X10=3 X11=2 X12=9 X13=4 X14=6 X15=16 X16=14 \n",
            "X1=13 X2=7 X3=10 X4=5 X5=9 X6=14 X7=3 X8=16 X9=1 X10=11 X11=4 X12=15 X13=6 X14=2 X15=8 X16=12 \n",
            "X1=13 X2=8 X3=7 X4=9 X5=6 X6=16 X7=2 X8=14 X9=1 X10=12 X11=5 X12=15 X13=3 X14=4 X15=11 X16=10 \n",
            "X1=16 X2=7 X3=10 X4=8 X5=6 X6=14 X7=3 X8=13 X9=4 X10=11 X11=1 X12=15 X13=9 X14=2 X15=5 X16=12 \n",
            "X1=16 X2=13 X3=10 X4=14 X5=6 X6=8 X7=3 X8=7 X9=4 X10=11 X11=1 X12=15 X13=9 X14=2 X15=5 X16=12 \n",
            "X1=13 X2=16 X3=10 X4=14 X5=9 X6=5 X7=3 X8=7 X9=1 X10=11 X11=4 X12=15 X13=6 X14=2 X15=8 X16=12 \n",
            "X1=14 X2=8 X3=2 X4=15 X5=4 X6=16 X7=1 X8=11 X9=5 X10=9 X11=3 X12=10 X13=6 X14=7 X15=13 X16=12 \n",
            "X1=11 X2=16 X3=7 X4=15 X5=13 X6=2 X7=5 X8=10 X9=1 X10=4 X11=3 X12=9 X13=8 X14=6 X15=12 X16=14 \n",
            "X1=8 X2=16 X3=4 X4=15 X5=12 X6=9 X7=3 X8=14 X9=2 X10=7 X11=1 X12=13 X13=5 X14=10 X15=11 X16=6 \n",
            "X1=16 X2=6 X3=9 X4=8 X5=10 X6=12 X7=2 X8=14 X9=4 X10=7 X11=1 X12=11 X13=13 X14=3 X15=5 X16=15 \n",
            "X1=16 X2=12 X3=9 X4=14 X5=10 X6=6 X7=2 X8=8 X9=4 X10=7 X11=1 X12=11 X13=13 X14=3 X15=5 X16=15 \n",
            "X1=12 X2=8 X3=9 X4=6 X5=14 X6=10 X7=2 X8=16 X9=4 X10=7 X11=1 X12=11 X13=13 X14=3 X15=5 X16=15 \n",
            "X1=6 X2=10 X3=3 X4=8 X5=7 X6=16 X7=2 X8=15 X9=9 X10=14 X11=1 X12=13 X13=5 X14=4 X15=11 X16=12 \n",
            "X1=14 X2=16 X3=10 X4=15 X5=6 X6=3 X7=9 X8=8 X9=2 X10=7 X11=1 X12=13 X13=5 X14=4 X15=11 X16=12 \n",
            "X1=15 X2=6 X3=9 X4=7 X5=10 X6=14 X7=2 X8=16 X9=3 X10=8 X11=1 X12=13 X13=11 X14=4 X15=5 X16=12 \n",
            "X1=8 X2=16 X3=6 X4=13 X5=12 X6=5 X7=2 X8=9 X9=1 X10=10 X11=7 X12=11 X13=4 X14=3 X15=14 X16=15 \n",
            "X1=6 X2=16 X3=8 X4=9 X5=14 X6=7 X7=2 X8=13 X9=1 X10=12 X11=5 X12=15 X13=4 X14=3 X15=10 X16=11 \n",
            "X1=7 X2=15 X3=5 X4=12 X5=13 X6=10 X7=3 X8=16 X9=1 X10=8 X11=2 X12=14 X13=4 X14=9 X15=11 X16=6 \n",
            "X1=5 X2=13 X3=2 X4=11 X5=15 X6=10 X7=1 X8=16 X9=3 X10=7 X11=4 X12=9 X13=6 X14=8 X15=14 X16=12 \n",
            "X1=7 X2=16 X3=8 X4=10 X5=13 X6=3 X7=9 X8=15 X9=1 X10=5 X11=2 X12=11 X13=4 X14=6 X15=14 X16=12 \n",
            "Status = OPTIMAL\n",
            "Number of solutions found: 84\n"
          ]
        }
      ],
      "source": [
        "def SearchForAllSolutionsSampleSat():\n",
        "    \"\"\"Showcases calling the solver to search for all solutions.\"\"\"\n",
        "    # Creates the model.\n",
        "    model = cp_model.CpModel()\n",
        "    num_vals = 16\n",
        "    x = {i:model.NewIntVar(1, num_vals, \"x\") for i in range(1,num_vals+1)}\n",
        "    model.Add(x[1]+x[2]-x[3]-x[4] == 5)\n",
        "    model.Add(x[5]+x[6]+x[7]-x[8] == 10)\n",
        "    model.Add(x[9]-x[10]+x[11]+x[12] == 9)\n",
        "    model.Add(x[13]-x[14]+x[15]-x[16] == 0)\n",
        "\n",
        "\n",
        "    model.Add(x[1]+x[5]+x[9]-x[13] == 17)\n",
        "    model.Add(x[2]+x[6]-x[10]-x[14] == 8)\n",
        "    model.Add(x[3]-x[7]-x[11]+x[15] == 11)\n",
        "    model.Add(x[4]+x[8]+x[12]+x[16] == 48)\n",
        "\n",
        "    model.AddAllDifferent([v for id,v in x.items()])\n",
        "\n",
        "    # Create a solver and solve.\n",
        "    solver = cp_model.CpSolver()\n",
        "    solution_printer = VarArraySolutionPrinter(x)\n",
        "    # Enumerate all solutions.\n",
        "    solver.parameters.enumerate_all_solutions = True\n",
        "    # Solve.\n",
        "    status = solver.Solve(model, solution_printer)\n",
        "\n",
        "    print(f\"Status = {solver.StatusName(status)}\")\n",
        "    print(f\"Number of solutions found: {solution_printer.solution_count()}\")\n",
        "\n",
        "\n",
        "SearchForAllSolutionsSampleSat()"
      ]
    }
  ]
}