Dungeon_Second_Solution.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyMfaVa7qGjeTCG+yAKyXWBC",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/EmmanueleVilla/quantum_computing/blob/main/Dungeon_Second_Solution.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 pylatexenc==2.10 && pip install qiskit==1.0.2 && pip install qiskit-aer-gpu"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wRc7bOcdFDO2",
        "outputId": "74a9b681-33ae-4199-af0a-f02d0a4df2ef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pylatexenc==2.10\n",
            "  Downloading pylatexenc-2.10.tar.gz (162 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m162.6/162.6 kB\u001b[0m \u001b[31m1.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Building wheels for collected packages: pylatexenc\n",
            "  Building wheel for pylatexenc (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pylatexenc: filename=pylatexenc-2.10-py3-none-any.whl size=136816 sha256=0b364c4c12db1dd3f04ecfd19a2658da54d5dcd3d46d3d652c36c98c92f8a0b3\n",
            "  Stored in directory: /root/.cache/pip/wheels/d3/31/8b/e09b0386afd80cfc556c00408c9aeea5c35c4d484a9c762fd5\n",
            "Successfully built pylatexenc\n",
            "Installing collected packages: pylatexenc\n",
            "Successfully installed pylatexenc-2.10\n",
            "Collecting qiskit==1.0.2\n",
            "  Downloading qiskit-1.0.2-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.6/5.6 MB\u001b[0m \u001b[31m14.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting rustworkx>=0.14.0 (from qiskit==1.0.2)\n",
            "  Downloading rustworkx-0.14.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.1 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m18.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy<2,>=1.17 in /usr/local/lib/python3.10/dist-packages (from qiskit==1.0.2) (1.25.2)\n",
            "Requirement already satisfied: scipy>=1.5 in /usr/local/lib/python3.10/dist-packages (from qiskit==1.0.2) (1.11.4)\n",
            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit==1.0.2) (1.12)\n",
            "Collecting dill>=0.3 (from qiskit==1.0.2)\n",
            "  Downloading dill-0.3.8-py3-none-any.whl (116 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit==1.0.2) (2.8.2)\n",
            "Collecting stevedore>=3.0.0 (from qiskit==1.0.2)\n",
            "  Downloading stevedore-5.2.0-py3-none-any.whl (49 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.7/49.7 kB\u001b[0m \u001b[31m4.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit==1.0.2) (4.10.0)\n",
            "Collecting symengine>=0.11 (from qiskit==1.0.2)\n",
            "  Downloading symengine-0.11.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (39.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m39.4/39.4 MB\u001b[0m \u001b[31m7.9 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>=2.8.0->qiskit==1.0.2) (1.16.0)\n",
            "Collecting pbr!=2.1.0,>=2.0.0 (from stevedore>=3.0.0->qiskit==1.0.2)\n",
            "  Downloading pbr-6.0.0-py2.py3-none-any.whl (107 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m107.5/107.5 kB\u001b[0m \u001b[31m15.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit==1.0.2) (1.3.0)\n",
            "Installing collected packages: symengine, rustworkx, pbr, dill, stevedore, qiskit\n",
            "Successfully installed dill-0.3.8 pbr-6.0.0 qiskit-1.0.2 rustworkx-0.14.2 stevedore-5.2.0 symengine-0.11.0\n",
            "Collecting qiskit-aer-gpu\n",
            "  Downloading qiskit_aer_gpu-0.14.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m18.8/18.8 MB\u001b[0m \u001b[31m67.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: qiskit>=0.45.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer-gpu) (1.0.2)\n",
            "Requirement already satisfied: numpy>=1.16.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer-gpu) (1.25.2)\n",
            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer-gpu) (1.11.4)\n",
            "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer-gpu) (5.9.5)\n",
            "Collecting nvidia-cuda-runtime-cu12>=12.1.105 (from qiskit-aer-gpu)\n",
            "  Downloading nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (883 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m883.7/883.7 kB\u001b[0m \u001b[31m65.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting nvidia-nvjitlink-cu12 (from qiskit-aer-gpu)\n",
            "  Downloading nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (21.1 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.1/21.1 MB\u001b[0m \u001b[31m38.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting nvidia-cublas-cu12>=12.1.3.1 (from qiskit-aer-gpu)\n",
            "  Downloading nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl (363.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m363.4/363.4 MB\u001b[0m \u001b[31m4.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting nvidia-cusolver-cu12>=11.4.5.107 (from qiskit-aer-gpu)\n",
            "  Downloading nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl (127.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m127.9/127.9 MB\u001b[0m \u001b[31m9.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting nvidia-cusparse-cu12>=12.1.0.106 (from qiskit-aer-gpu)\n",
            "  Downloading nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl (207.5 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m207.5/207.5 MB\u001b[0m \u001b[31m2.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting cuquantum-cu12>=23.3.0 (from qiskit-aer-gpu)\n",
            "  Downloading cuquantum_cu12-24.3.0-py3-none-manylinux2014_x86_64.whl (7.0 kB)\n",
            "Collecting custatevec-cu12==1.6.0 (from cuquantum-cu12>=23.3.0->qiskit-aer-gpu)\n",
            "  Downloading custatevec_cu12-1.6.0-py3-none-manylinux2014_x86_64.whl (38.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.6/38.6 MB\u001b[0m \u001b[31m29.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting cutensornet-cu12==2.4.0 (from cuquantum-cu12>=23.3.0->qiskit-aer-gpu)\n",
            "  Downloading cutensornet_cu12-2.4.0-py3-none-manylinux2014_x86_64.whl (2.2 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/2.2 MB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting cutensor-cu12<3,>=2.0.1 (from cutensornet-cu12==2.4.0->cuquantum-cu12>=23.3.0->qiskit-aer-gpu)\n",
            "  Downloading cutensor_cu12-2.0.1-py3-none-manylinux2014_x86_64.whl (152.0 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m152.0/152.0 MB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: rustworkx>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (0.14.2)\n",
            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (1.12)\n",
            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (0.3.8)\n",
            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (2.8.2)\n",
            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (5.2.0)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (4.10.0)\n",
            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit>=0.45.0->qiskit-aer-gpu) (0.11.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit>=0.45.0->qiskit-aer-gpu) (1.16.0)\n",
            "Requirement already satisfied: pbr!=2.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit>=0.45.0->qiskit-aer-gpu) (6.0.0)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit>=0.45.0->qiskit-aer-gpu) (1.3.0)\n",
            "Installing collected packages: cutensor-cu12, custatevec-cu12, nvidia-nvjitlink-cu12, nvidia-cuda-runtime-cu12, nvidia-cublas-cu12, cutensornet-cu12, nvidia-cusparse-cu12, cuquantum-cu12, nvidia-cusolver-cu12, qiskit-aer-gpu\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",
            "torch 2.2.1+cu121 requires nvidia-cuda-cupti-cu12==12.1.105; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-cuda-nvrtc-cu12==12.1.105; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-cudnn-cu12==8.9.2.26; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-cufft-cu12==11.0.2.54; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-curand-cu12==10.3.2.106; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-nccl-cu12==2.19.3; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-nvtx-cu12==12.1.105; platform_system == \"Linux\" and platform_machine == \"x86_64\", which is not installed.\n",
            "torch 2.2.1+cu121 requires nvidia-cublas-cu12==12.1.3.1; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cublas-cu12 12.4.5.8 which is incompatible.\n",
            "torch 2.2.1+cu121 requires nvidia-cuda-runtime-cu12==12.1.105; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-runtime-cu12 12.4.127 which is incompatible.\n",
            "torch 2.2.1+cu121 requires nvidia-cusolver-cu12==11.4.5.107; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cusolver-cu12 11.6.1.9 which is incompatible.\n",
            "torch 2.2.1+cu121 requires nvidia-cusparse-cu12==12.1.0.106; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cusparse-cu12 12.3.1.170 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed cuquantum-cu12-24.3.0 custatevec-cu12-1.6.0 cutensor-cu12-2.0.1 cutensornet-cu12-2.4.0 nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nvjitlink-cu12-12.4.127 qiskit-aer-gpu-0.14.0.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install ipython-autotime\n",
        "%load_ext autotime"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TkRtrfXcFLO9",
        "outputId": "1ddce4ae-2166-4ee9-d93a-f3cc6ce7f4ac"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting ipython-autotime\n",
            "  Downloading ipython_autotime-0.3.2-py2.py3-none-any.whl (7.0 kB)\n",
            "Requirement already satisfied: ipython in /usr/local/lib/python3.10/dist-packages (from ipython-autotime) (7.34.0)\n",
            "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (67.7.2)\n",
            "Collecting jedi>=0.16 (from ipython->ipython-autotime)\n",
            "  Downloading jedi-0.19.1-py2.py3-none-any.whl (1.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m32.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (4.4.2)\n",
            "Requirement already satisfied: pickleshare in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (0.7.5)\n",
            "Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (5.7.1)\n",
            "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (3.0.43)\n",
            "Requirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (2.16.1)\n",
            "Requirement already satisfied: backcall in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (0.2.0)\n",
            "Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (0.1.6)\n",
            "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.10/dist-packages (from ipython->ipython-autotime) (4.9.0)\n",
            "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from jedi>=0.16->ipython->ipython-autotime) (0.8.3)\n",
            "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython->ipython-autotime) (0.7.0)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython->ipython-autotime) (0.2.13)\n",
            "Installing collected packages: jedi, ipython-autotime\n",
            "Successfully installed ipython-autotime-0.3.2 jedi-0.19.1\n",
            "time: 366 µs (started: 2024-04-08 14:01:20 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import math\n",
        "import networkx as nx\n",
        "import numpy as np\n",
        "from qiskit import QuantumRegister, ClassicalRegister, QuantumCircuit, transpile\n",
        "from qiskit_aer import Aer\n",
        "from qiskit.quantum_info import Statevector\n",
        "from qiskit.visualization import circuit_drawer, plot_histogram\n",
        "import matplotlib.pyplot as plt\n",
        "from qiskit.circuit.library.standard_gates.multi_control_rotation_gates import MCXGate\n",
        "from qiskit.circuit.library import QFT"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5Ve0d0vDFpiA",
        "outputId": "409d20a1-581d-4190-cbea-82cb476143e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 1.86 s (started: 2024-04-08 14:01:20 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\"\"\"\n",
        "Utility to normalize the state vector\n",
        "\"\"\"\n",
        "def normalize_state_vector(state_vector):\n",
        "    non_negative_data = [max(val, 0) for val in state_vector.data]\n",
        "\n",
        "    norm = np.linalg.norm(non_negative_data)\n",
        "\n",
        "    normalized_state_vector = Statevector(non_negative_data) / norm\n",
        "\n",
        "    return normalized_state_vector"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xI4pwSkpGboA",
        "outputId": "34ae2158-ce5d-4e67-bc7d-9772056f0177"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 979 µs (started: 2024-04-08 14:01:22 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## State Preparation"
      ],
      "metadata": {
        "id": "jkEZnnRrFBv9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Creates a 3x3 grid\n",
        "G = nx.grid_2d_graph(3, 3)\n",
        "mapping = {(i, j): i * 3 + j for i in range(3) for j in range(3)}\n",
        "G = nx.relabel_nodes(G, mapping)\n",
        "\n",
        "edges = list(G.edges())\n",
        "undirected_edges = edges + [(v, u) for u, v in edges]\n",
        "\n",
        "print(undirected_edges)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4V3Sn544FC8l",
        "outputId": "9cef5e9a-a055-465b-8387-a6e6e8bd8a2a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[(0, 3), (0, 1), (1, 4), (1, 2), (2, 5), (3, 6), (3, 4), (4, 7), (4, 5), (5, 8), (6, 7), (7, 8), (3, 0), (1, 0), (4, 1), (2, 1), (5, 2), (6, 3), (4, 3), (7, 4), (5, 4), (8, 5), (7, 6), (8, 7)]\n",
            "time: 5.85 ms (started: 2024-04-08 14:01:22 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# For each possible starting cell, I create a BFS circuit and save the state vector\n",
        "\n",
        "state_vectors = []\n",
        "for i in range(9):\n",
        "    qc = QuantumCircuit(9, 9)\n",
        "    qc.x(i)\n",
        "    visited = []\n",
        "    queue = [i]\n",
        "    marked = [i]\n",
        "    while len(queue) > 0:\n",
        "        qc.barrier()\n",
        "        current = queue.pop(0)\n",
        "        visited.append(current)\n",
        "        neighbors = [edge[1] for edge in undirected_edges if edge[0] == current]\n",
        "        for neighbor in neighbors:\n",
        "            if neighbor not in marked:\n",
        "                qc.ch(current, neighbor)\n",
        "                marked.append(neighbor)\n",
        "            if neighbor not in visited and neighbor not in queue:\n",
        "                queue.append(neighbor)\n",
        "\n",
        "    state_vector_simulator = Aer.get_backend('statevector_simulator')\n",
        "    transpiled = transpile(qc, state_vector_simulator)\n",
        "    job = state_vector_simulator.run(transpiled)\n",
        "    result = job.result()\n",
        "    outputstate = result.get_statevector(transpiled, decimals=5)\n",
        "    normalized = normalize_state_vector(outputstate)\n",
        "    state_vectors.append(normalized)\n",
        "\n",
        "    # Draw a circuit as an example\n",
        "    if i == 0:\n",
        "      circuit_to_draw = qc\n",
        "\n",
        "circuit_to_draw.draw(\"mpl\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 723
        },
        "id": "u1emXkUZF_Yk",
        "outputId": "b7dcbc16-8407-4b2a-f1a2-f4c1d84cb4c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 1625.27x869.556 with 1 Axes>"
            ],
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          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 1.05 s (started: 2024-04-08 14:01:22 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create the global state vector\n",
        "global_state_vector = np.zeros(512)\n",
        "\n",
        "for i in range(512):\n",
        "    for state_vector in state_vectors:\n",
        "        if global_state_vector[i] == 0 and not np.isclose(0, state_vector[i], atol=1e-8, rtol=0):\n",
        "            global_state_vector[i] = 1\n",
        "\n",
        "count_ones = np.sum(global_state_vector == 1)\n",
        "print(f\"'1' values in global_state_vector: {count_ones}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vQCT07r_GgT6",
        "outputId": "7a4028fb-c923-4857-90f1-83f065c5963e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'1' values in global_state_vector: 188\n",
            "time: 222 ms (started: 2024-04-08 14:01:23 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# State initialization\n",
        "normalized_vector = np.asarray(global_state_vector) / np.linalg.norm(global_state_vector)\n",
        "\n",
        "qc = QuantumCircuit(9, 9)\n",
        "qc.initialize(normalized_vector, range(9))\n",
        "basis_gates = [\"u3\", \"u2\", \"u1\", \"cx\", \"id\", \"u0\", \"u\", \"p\", \"x\", \"y\", \"z\", \"h\", \"s\", \"sdg\", \"t\", \"tdg\",\n",
        "                            \"rx\", \"ry\", \"rz\", \"sx\", \"sxdg\", \"cz\", \"cy\", \"swap\", \"ch\", \"ccx\", \"cswap\", \"crx\", \"cry\",\n",
        "                            \"crz\", \"cu1\", \"cp\", \"cu3\", \"csx\", \"cu\", \"rxx\", \"rzz\", \"rccx\", \"rc3x\", \"c3x\", \"c3sqrtx\",\n",
        "                            \"c4x\"]\n",
        "qc = transpile(qc, basis_gates=basis_gates)\n",
        "\n",
        "qc_no_reset = QuantumCircuit(qc.num_qubits)\n",
        "for index, instr in enumerate(qc.data):\n",
        "  if instr[0].name != 'reset':\n",
        "    qc_no_reset.append(instr[0], instr[1])\n",
        "\n",
        "#qc_no_reset.draw(\"mpl\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EUFzHh_MNbs3",
        "outputId": "466da00f-6432-46fc-dd60-64e8c2add2ba"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 6.24 s (started: 2024-04-08 14:01:25 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Gates count:\" + str(dict(qc_no_reset.count_ops())))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dolf-rI4y0uH",
        "outputId": "7d03171a-29b2-4ba8-906a-434d85fab8ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Gates count:{'ry': 511, 'cx': 510}\n",
            "time: 1.3 ms (started: 2024-04-08 14:01:31 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Adding measurements\n",
        "qc.measure(range(9), range(9))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dovbt6qN1Rdu",
        "outputId": "24c80b2f-2403-438b-bd30-2ca17daacdab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<qiskit.circuit.instructionset.InstructionSet at 0x7d55061ca650>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 2.9 ms (started: 2024-04-08 07:48:32 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Testing the results - uniform probability\n",
        "quantum_simulator = Aer.get_backend('qasm_simulator')\n",
        "job = quantum_simulator.run(qc, shots=9**4)\n",
        "result = job.result()\n",
        "counts = result.get_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2NYy0A8GJwZH",
        "outputId": "e978ff58-feef-4132-9a50-dc76fceb3098"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 25.4 s (started: 2024-04-08 07:48:32 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_histogram(counts, figsize=(20, 5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "4pZIjx_bJxdu",
        "outputId": "c53bd9fb-5d96-4f92-c939-8df9a70da286"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 2.22 s (started: 2024-04-08 07:48:57 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Testing the results - printing some dungeon\n",
        "keys = list(counts.keys())\n",
        "\n",
        "fig, ax = plt.subplots(2, 8, figsize=(10, 3), subplot_kw={\"xticks\": [], \"yticks\": []})\n",
        "for i in range(16):\n",
        "    ax[i // 8, i % 8].imshow(\n",
        "        np.array([int(x) for x in keys[i]]).reshape(3, 3),\n",
        "        aspect=\"equal\",\n",
        "        cmap='gray_r',\n",
        "        vmax=5\n",
        "    )\n",
        "plt.subplots_adjust(wspace=0.1, hspace=0.025)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 260
        },
        "id": "XM3Qqj9xLB3G",
        "outputId": "52ed6e50-cc8c-4be8-90d4-915d5a1738c1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x300 with 16 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 665 ms (started: 2024-04-08 07:48:59 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Creating the state_prep and inverse to be used in Grover\n",
        "stat_prep = qc_no_reset.to_instruction()\n",
        "inv_stat_prep = qc_no_reset.inverse().to_instruction()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0Yoe4s_3rUBB",
        "outputId": "480611d9-199d-4399-e8b0-02d29d1801fb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 43.6 ms (started: 2024-04-08 14:01:50 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Diffusion circuit"
      ],
      "metadata": {
        "id": "x0LZyrrIq__c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def cnz(qc, num_control, node, anc):\n",
        "  qc.ccx(node[0], node[1], anc[0])\n",
        "  for i in range(num_control - 2):\n",
        "      qc.ccx(node[i + 2], anc[i], anc[i + 1])\n",
        "  qc.cz(anc[num_control - 2], node[num_control])\n",
        "  for i in range(num_control - 2)[::-1]:\n",
        "      qc.ccx(node[i + 2], anc[i], anc[i + 1])\n",
        "  qc.ccx(node[0], node[1], anc[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GSuQgCPZrB6B",
        "outputId": "699be70a-19de-4814-aa1e-9ca1ce8515fc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 937 µs (started: 2024-04-08 14:02:09 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Full Circuit for dungeons with length 4 and rooms in the cells 0 and 1 - 4 iterations"
      ],
      "metadata": {
        "id": "re0Nup6Sirxv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Registers\n",
        "graph = QuantumRegister(9, 'graph')\n",
        "oracle = QuantumRegister(1, 'oracle')\n",
        "const_anc = QuantumRegister(2, 'c_anc')\n",
        "counts = QuantumRegister(3, 'count')\n",
        "anc = QuantumRegister(7, 'anc_diff')\n",
        "c = ClassicalRegister(9, 'c')\n",
        "\n",
        "qc = QuantumCircuit(graph, const_anc, oracle, counts, anc, c)\n",
        "\n",
        "qc.barrier(label=\"State preparation\")\n",
        "qc.append(stat_prep, graph)\n",
        "\n",
        "qc.barrier(label=\"Oracle preparation\")\n",
        "qc.x(oracle)\n",
        "qc.h(oracle)\n",
        "\n",
        "num_iterations = 4\n",
        "\n",
        "for i in range(num_iterations):\n",
        "\n",
        "  # I want all the dungeons with the first two square checked\n",
        "  # (using 7 and 8 because qiskit measures in the opposite direction)\n",
        "  qc.barrier(label=\"Oracle\")\n",
        "  qc.ccx(graph[7], graph[8], const_anc[0])\n",
        "  qc.barrier()\n",
        "\n",
        "  # Now I want to count how many rooms there are in the 3 count qubits\n",
        "  qc.h(counts)\n",
        "  qc.barrier()\n",
        "  for qubit in graph:\n",
        "    qc.crz(np.pi/4, qubit, counts[0])\n",
        "    qc.crz(np.pi/2, qubit, counts[1])\n",
        "    qc.crz(np.pi, qubit, counts[2])\n",
        "    qc.barrier()\n",
        "\n",
        "  qft = QFT(3, do_swaps=True, inverse=True)\n",
        "  qc.append(qft.to_instruction(), counts)\n",
        "\n",
        "  # And check if the rooms are 4 = '100'\n",
        "  mcx = MCXGate(3, \"count\", \"100\")\n",
        "\n",
        "  qc.append(mcx, qargs=[counts[0], counts[1], counts[2], const_anc[1]])\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # I now attach the constraint ancillas to the oracle register\n",
        "  qc.ccx(const_anc[0], const_anc[1], oracle[0])\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  qc.append(mcx, qargs=[counts[0], counts[1], counts[2], const_anc[1]])\n",
        "\n",
        "  qc.append(qft.inverse().to_instruction(), counts)\n",
        "\n",
        "  # Then I reset the oracle\n",
        "  for qubit in graph:\n",
        "    qc.crz(-np.pi, qubit, counts[2])\n",
        "    qc.crz(-np.pi/2, qubit, counts[1])\n",
        "    qc.crz(-np.pi/4, qubit, counts[0])\n",
        "    qc.barrier()\n",
        "\n",
        "  qc.h(counts)\n",
        "  qc.barrier()\n",
        "\n",
        "  qc.ccx(graph[7], graph[8], const_anc[0])\n",
        "\n",
        "  qc.barrier(label=\"Diffusion\")\n",
        "\n",
        "  # inv state preparation + x\n",
        "  qc.append(inv_stat_prep, range(9))\n",
        "  qc.x(range(9))\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # Multi-controlled Z\n",
        "  cnz(qc, 8, graph[::-1], anc)\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # x + state preparation\n",
        "  qc.x(range(9))\n",
        "  qc.append(stat_prep, range(9))\n",
        "\n",
        "# Measurement\n",
        "qc.measure(graph, c)\n",
        "\n",
        "#qc.draw(\"mpl\")"
      ],
      "metadata": {
        "id": "J95v4QFTiuJg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Transpiling the circuit for the target simulator\n",
        "quantum_simulator = Aer.get_backend('qasm_simulator')\n",
        "transpiled = transpile(qc, quantum_simulator)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZFaSGz3Gr-3Y",
        "outputId": "eb26aeee-93de-4ec5-ead2-e4d8965076a9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 1.8 s (started: 2024-04-08 07:55:27 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "job = quantum_simulator.run(transpiled, shots=5)\n",
        "result = job.result()\n",
        "counts = result.get_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iJApRLp0tHar",
        "outputId": "2622ee0d-8be8-4fb0-9878-8dad72f37e65"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 2min 14s (started: 2024-04-08 07:55:38 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_histogram(counts)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "Dd6GdufPtKBD",
        "outputId": "1d0fa333-1b03-4fce-b623-8287d4c723a9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 23
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 134 ms (started: 2024-04-08 07:57:52 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 9^4 measurements"
      ],
      "metadata": {
        "id": "7Oa6GKzSwqGr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "job = quantum_simulator.run(transpiled, shots=9**4)\n",
        "result = job.result()\n",
        "counts = result.get_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YVIhmNEctKSc",
        "outputId": "8c60ccf3-38c3-4371-8c52-203057b9ddab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 2min 18s (started: 2024-04-08 08:10:41 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_histogram(counts)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "FoTDzzfvwmel",
        "outputId": "6b664ca8-b90b-43da-8ff8-12d75d91e276"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 25
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 1.02 s (started: 2024-04-08 08:13:00 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Full Circuit for dungeons with length 4 and rooms in the cells 0 and 1 - 3 iterations"
      ],
      "metadata": {
        "id": "NyXewtGQzH_r"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Registers\n",
        "graph = QuantumRegister(9, 'graph')\n",
        "oracle = QuantumRegister(1, 'oracle')\n",
        "const_anc = QuantumRegister(2, 'c_anc')\n",
        "counts = QuantumRegister(3, 'count')\n",
        "anc = QuantumRegister(7, 'anc_diff')\n",
        "c = ClassicalRegister(9, 'c')\n",
        "\n",
        "qc = QuantumCircuit(graph, const_anc, oracle, counts, anc, c)\n",
        "\n",
        "qc.barrier(label=\"State preparation\")\n",
        "qc.append(stat_prep, graph)\n",
        "\n",
        "qc.barrier(label=\"Oracle preparation\")\n",
        "qc.x(oracle)\n",
        "qc.h(oracle)\n",
        "\n",
        "num_iterations = 3\n",
        "\n",
        "for i in range(num_iterations):\n",
        "\n",
        "  # I want all the dungeons with the first two square checked\n",
        "  # (using 7 and 8 because qiskit measures in the opposite direction)\n",
        "  qc.barrier(label=\"Oracle\")\n",
        "  qc.ccx(graph[7], graph[8], const_anc[0])\n",
        "  qc.barrier()\n",
        "\n",
        "  # Now I want to count how many rooms there are in the 3 count qubits\n",
        "  qc.h(counts)\n",
        "  qc.barrier()\n",
        "  for qubit in graph:\n",
        "    qc.crz(np.pi/4, qubit, counts[0])\n",
        "    qc.crz(np.pi/2, qubit, counts[1])\n",
        "    qc.crz(np.pi, qubit, counts[2])\n",
        "    qc.barrier()\n",
        "\n",
        "  qft = QFT(3, do_swaps=True, inverse=True)\n",
        "  qc.append(qft.to_instruction(), counts)\n",
        "\n",
        "  # And check if the rooms are 4 = '100'\n",
        "  mcx = MCXGate(3, \"count\", \"100\")\n",
        "\n",
        "  qc.append(mcx, qargs=[counts[0], counts[1], counts[2], const_anc[1]])\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # I now attach the constraint ancillas to the oracle register\n",
        "  qc.ccx(const_anc[0], const_anc[1], oracle[0])\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  qc.append(mcx, qargs=[counts[0], counts[1], counts[2], const_anc[1]])\n",
        "\n",
        "  qc.append(qft.inverse().to_instruction(), counts)\n",
        "\n",
        "  # Then I reset the oracle\n",
        "  for qubit in graph:\n",
        "    qc.crz(-np.pi, qubit, counts[2])\n",
        "    qc.crz(-np.pi/2, qubit, counts[1])\n",
        "    qc.crz(-np.pi/4, qubit, counts[0])\n",
        "    qc.barrier()\n",
        "\n",
        "  qc.h(counts)\n",
        "  qc.barrier()\n",
        "\n",
        "  qc.ccx(graph[7], graph[8], const_anc[0])\n",
        "\n",
        "  qc.barrier(label=\"Diffusion\")\n",
        "\n",
        "  # inv state preparation + x\n",
        "  qc.append(inv_stat_prep, range(9))\n",
        "  qc.x(range(9))\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # Multi-controlled Z\n",
        "  cnz(qc, 8, graph[::-1], anc)\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # x + state preparation\n",
        "  qc.x(range(9))\n",
        "  qc.append(stat_prep, range(9))\n",
        "\n",
        "# Measurement\n",
        "qc.measure(graph, c)\n",
        "\n",
        "# Transpiling the circuit for the target simulator\n",
        "quantum_simulator = Aer.get_backend('qasm_simulator')\n",
        "transpiled = transpile(qc, quantum_simulator)\n",
        "\n",
        "job = quantum_simulator.run(transpiled, shots=9**4)\n",
        "result = job.result()\n",
        "counts = result.get_counts()\n",
        "\n",
        "plot_histogram(counts)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "oru1jDpHzJ0k",
        "outputId": "db8b7ab0-5f18-4709-ed21-6489e72c0509"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 26
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 1min 47s (started: 2024-04-08 08:23:30 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Reducing qubit number by \"recycling\" the qubits already used after uncomputing them, also putting impossible constraints to show the results\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "2IH_Vq8B0c1C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Registers\n",
        "graph = QuantumRegister(9, 'graph')\n",
        "oracle = QuantumRegister(1, 'oracle')\n",
        "anc = QuantumRegister(7, 'anc_diff')\n",
        "c = ClassicalRegister(9, 'c')\n",
        "\n",
        "qc = QuantumCircuit(graph, oracle, anc, c)\n",
        "\n",
        "qc.barrier(label=\"State preparation\")\n",
        "qc.append(stat_prep, graph)\n",
        "\n",
        "qc.barrier(label=\"Oracle preparation\")\n",
        "qc.x(oracle)\n",
        "qc.h(oracle)\n",
        "\n",
        "num_iterations = 3\n",
        "\n",
        "for i in range(num_iterations):\n",
        "\n",
        "  # I want all the dungeons with the opposite cells occupied\n",
        "  qc.barrier(label=\"Oracle\")\n",
        "  qc.ccx(graph[0], graph[8], anc[0])\n",
        "  qc.barrier()\n",
        "\n",
        "  # Now I want to count how many rooms there are in the 3 count qubits\n",
        "  qc.h([anc[2], anc[3], anc[4]])\n",
        "  qc.barrier()\n",
        "  for qubit in graph:\n",
        "    qc.crz(np.pi/4, qubit, anc[2])\n",
        "    qc.crz(np.pi/2, qubit, anc[3])\n",
        "    qc.crz(np.pi, qubit, anc[4])\n",
        "    qc.barrier()\n",
        "\n",
        "  qft = QFT(3, do_swaps=True, inverse=True)\n",
        "  qc.append(qft.to_instruction(), [anc[2], anc[3], anc[4]])\n",
        "\n",
        "  # And check if the rooms are 4 = '100'\n",
        "  mcx = MCXGate(3, \"count\", \"100\")\n",
        "\n",
        "  qc.append(mcx, qargs=[anc[2], anc[3], anc[4], anc[1]])\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # I now attach the constraint ancillas to the oracle register\n",
        "  qc.ccx(anc[0], anc[1], oracle[0])\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  qc.append(mcx, qargs=[anc[2], anc[3], anc[4], anc[1]])\n",
        "\n",
        "  qc.append(qft.inverse().to_instruction(), [anc[2], anc[3], anc[4]])\n",
        "\n",
        "  # Then I reset the oracle\n",
        "  for qubit in graph:\n",
        "    qc.crz(-np.pi, qubit, anc[4])\n",
        "    qc.crz(-np.pi/2, qubit, anc[3])\n",
        "    qc.crz(-np.pi/4, qubit, anc[2])\n",
        "    qc.barrier()\n",
        "\n",
        "  qc.h([anc[2], anc[3], anc[4]])\n",
        "  qc.barrier()\n",
        "\n",
        "  qc.ccx(graph[7], graph[8], anc[0])\n",
        "\n",
        "  qc.barrier(label=\"Diffusion\")\n",
        "\n",
        "  # inv state preparation + x\n",
        "  qc.append(inv_stat_prep, range(9))\n",
        "  qc.x(range(9))\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # Multi-controlled Z\n",
        "  cnz(qc, 8, graph[::-1], anc)\n",
        "\n",
        "  qc.barrier()\n",
        "\n",
        "  # x + state preparation\n",
        "  qc.x(range(9))\n",
        "  qc.append(stat_prep, range(9))\n",
        "\n",
        "# Measurement\n",
        "qc.measure(graph, c)\n",
        "\n",
        "# Transpiling the circuit for the target simulator\n",
        "quantum_simulator = Aer.get_backend('qasm_simulator')\n",
        "transpiled = transpile(qc, quantum_simulator)\n",
        "\n",
        "job = quantum_simulator.run(transpiled, shots=9**4)\n",
        "result = job.result()\n",
        "counts = result.get_counts()\n",
        "\n",
        "plot_histogram(counts)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 567
        },
        "id": "2d2vPzNN0d-O",
        "outputId": "5478be3b-0c7a-4a22-eaa7-b393b3f662fb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 6.78 s (started: 2024-04-08 14:02:14 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Testing the results - printing some dungeon with high count\n",
        "keys = list([key for key in counts.keys() if counts[key] > 150])\n",
        "\n",
        "fig, ax = plt.subplots(4, 4, figsize=(5, 5), subplot_kw={\"xticks\": [], \"yticks\": []})\n",
        "for i in range(16):\n",
        "  ax[i // 4, i % 4].imshow(\n",
        "      np.array([int(x) for x in keys[i]]).reshape(3, 3),\n",
        "      aspect=\"equal\",\n",
        "      cmap='gray_r',\n",
        "      vmax=5\n",
        "  )\n",
        "plt.subplots_adjust(wspace=0.1, hspace=0.025)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        },
        "id": "h93JJGJXAjcN",
        "outputId": "fba9c7c0-00f8-470a-d57c-83e17a24e78f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 16 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "time: 1.48 s (started: 2024-04-08 14:10:06 +00:00)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "9ME6JlEoBWXA"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}