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+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Markowitz portfolio optimization\n",
+ "\n",
+ "We will introduce the Markowitz model in portfolio optimization and discuss its model with different parameters, graphs and libraries, we also make a variant of the classic optimization that is used for this model by using the standard deviation instead of the variance\n"
+ ],
+ "metadata": {
+ "id": "0SgPvuxIbC8f"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##The mean–variance mode"
+ ],
+ "metadata": {
+ "id": "5afwXTJChTxH"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Consider an investor who wishes to allocate capital among $N$\n",
+ " securities at time $t=0$\n",
+ " and hold them over a single period of time until $t=h$\n",
+ ". We denote $ p_{0,i}$\n",
+ " the (known) price of security\n",
+ " at the beginning of the investment period $h$ and $P_{h,i}$\n",
+ " the (random) price of security\n",
+ " at the end of the investment period $t=h$\n",
+ ". The rate of return of security $i$\n",
+ " over period $h$\n",
+ " is then modeled by the random variable $R_i = P_{h,i}/p_{0,i}-1$\n",
+ ", and its expected value is denoted by $\\mu_i = \\mathbb{E}(R_i)$\n",
+ ". The risk-averse investor seeks to maximize the return of the investment, while trying to keep the investment risk, i. e., the uncertainty of the future security returns $R_i$\n",
+ " on an acceptable low level.\n",
+ "\n",
+ "The part of investment risk called specific risk (the risk associated with each individual security) can be reduced (for a fixed expected rate of return) through diversification, which means the selection of multiple unrelated securities into a portfolio.Modern Portfolio Theory formalized this process by using variance as a measure of portfolio risk, and constructing a optimization problem.\n",
+ "\n",
+ "Thus we make the investment decision at time\n",
+ " by specifying the\n",
+ "-dimensional decision vector\n",
+ " called portfolio, where\n",
+ " is the fraction of funds invested into security\n",
+ ". We can then express the random portfolio return as\n",
+ ", where\n",
+ " is the vector of security returns. The optimal\n",
+ " is given based on the following inputs of the portfolio optimization problem:\n",
+ "\n",
+ "\n",
+ "* The expected portfolio return: $\\mu_\\mathbf{x} = \\mathbb{E}(R_\\mathbf{x}) = \\mathbf{x}^\\mathsf{T}\\mathbb{E}(R) = \\mathbf{x}^\\mathsf{T}\\mu.$\n",
+ "* The portfolio variance: $\\sigma^2_\\mathbf{x} = \\mathrm{Var}(R_\\mathbf{x}) = \\sum_i\\mathrm{Cov}(R_i, R_j)x_ix_j = \\mathbf{x}^\\mathsf{T}\\Sigma\\mathbf{x}.$\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "qIfTDkmgbx4B"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Solution of the mean–variance model"
+ ],
+ "metadata": {
+ "id": "Zc-go59kbphQ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "To be able to solve the portfolio optimization problem, we have to assume that the investor knows the value of the expected return vector and covariance matrix . In practice it is only possible to have estimates, which we will denote by and respectively. Usually, the risks are associated with changes in the market that makes the set of assets lose its value, and therefore investors lose part of their budget"
+ ],
+ "metadata": {
+ "id": "e4Pook25inpN"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "In the simplest form of the QUBO problem only risky securities are considered. Also the portfolio is fully invested with no initial holdings, implying the linear equality constraint , where denotes a vector of ones.\n",
+ "$\\sum_i x_i = \\mathbf{1}^\\mathsf{T}\\mathbf{x} = 1$"
+ ],
+ "metadata": {
+ "id": "dH4sFBXulmvw"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "We can formulate this portfolio optimization problem in three equivalent ways:\n",
+ "\n",
+ "\n",
+ "1. Minimize the portfolio risk, with the constraint expressing a lower bound on the portfolio return: $\\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & \\leq & \\gamma^2,\\\\\n",
+ " & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}$\n",
+ "2. Maximize the expected portfolio return, with the constraint expressing an upper bound on the portfolio risk: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & \\leq & \\gamma^2,\\\\\n",
+ " & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "\n",
+ "\n",
+ "3. Maximize the utility function of the investor: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} - \\frac{\\delta}{2} \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "4. We get a variant of this optimization problem by using the standard deviation instead of the variance: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} - \\tilde{\\delta} \\sqrt{\\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x}} & & \\\\\n",
+ "\\mbox{subject to} & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "YaleMyFxlm7T"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "this problem is known to be an NP-hard problem and its objective function using variance is given by\n",
+ "\n",
+ "
\n",
+ "$$\\max_{x} : \\mu^{T} x-q x^{T}\\Sigma x$$\n",
+ "
\n",
+ "and for standard deviation its objective function is given by\n",
+ "\n",
+ "$$\\max_{x} : \\mu^{T} x-q \\sqrt(x^{T}\\Sigma x)$$\n",
+ "
\n",
+ "\n",
+ "Subject to:\n",
+ " $$\\sum_{i=1}^{N} c_i x_i = B$$\n",
+ "\n",
+ "where:\n",
+ "- $N$ represents the number of assets\n",
+ "- $x \\in\\{0,1\\}^{N}$ denotes the vector of binary decision variables, which indicate which assets to pick ( $\\left.x[i]=1\\right)$ and which not to pick $(x[i]=0)$,\n",
+ "- $\\mu \\in R^{n}$ defines the expected returns for the assets,\n",
+ "- $\\Sigma \\in R^{n \\times n}$ specifies the covariances between the assets,\n",
+ "- $q>0$ controls the risk aversion of the decision maker,\n",
+ "- $c_i$ is the cost of investing in the ith asset\n",
+ "- $B$ denotes the budget, i.e., the total investment.."
+ ],
+ "metadata": {
+ "id": "HnIo5mkJjkQN"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Lets hands on code!!\n",
+ "first we will install our libraries"
+ ],
+ "metadata": {
+ "id": "blssVfNhodD6"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install openqaoa-qiskit\n",
+ "!pip install cplex --upgrade\n",
+ "!pip install docplex\n",
+ "!pip install qiskit\n",
+ "\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "q4aBwlUsnkWN",
+ "outputId": "2bc451b4-a956-4dea-9640-25c956dd86de"
+ },
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
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+ "Collecting pbr!=2.1.0,>=2.0.0 (from stevedore>=3.0.0->qiskit-terra==0.45.0->qiskit>=0.36.1->openqaoa-qiskit)\n",
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+ "\u001b[?25hCollecting executing>=1.2.0 (from stack-data->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit)\n",
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+ "Collecting pure-eval (from stack-data->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit)\n",
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+ "Building wheels for collected packages: docplex\n",
+ " Building wheel for docplex (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for docplex: filename=docplex-2.25.236-py3-none-any.whl size=671350 sha256=b9695e1a13bdb440ba594d6aa39ff848fa7a33097ebd593d97696d76d91d1c6e\n",
+ " Stored in directory: /root/.cache/pip/wheels/3b/e5/00/0bf0173d67188fe73a13e3a61412b3f975f60205e3fab93a69\n",
+ "Successfully built docplex\n",
+ "Installing collected packages: pure-eval, ply, websockets, symengine, semantic-version, rustworkx, pbr, jedi, executing, docplex, dill, autoray, asttokens, stevedore, stack-data, qiskit-terra, pyspnego, ipython, requests-ntlm, qiskit, openqaoa-core, qiskit-ibm-provider, qiskit-aer, openqaoa-qiskit\n",
+ " Attempting uninstall: ipython\n",
+ " Found existing installation: ipython 7.34.0\n",
+ " Uninstalling ipython-7.34.0:\n",
+ " Successfully uninstalled ipython-7.34.0\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",
+ "google-colab 1.0.0 requires ipython==7.34.0, but you have ipython 8.17.2 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed asttokens-2.4.1 autoray-0.6.7 dill-0.3.7 docplex-2.25.236 executing-2.0.1 ipython-8.17.2 jedi-0.19.1 openqaoa-core-0.2.3 openqaoa-qiskit-0.2.3 pbr-6.0.0 ply-3.11 pure-eval-0.2.2 pyspnego-0.10.2 qiskit-0.45.0 qiskit-aer-0.13.0 qiskit-ibm-provider-0.7.2 qiskit-terra-0.45.0 requests-ntlm-1.2.0 rustworkx-0.13.2 semantic-version-2.10.0 stack-data-0.6.3 stevedore-5.1.0 symengine-0.9.2 websockets-12.0\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.colab-display-data+json": {
+ "pip_warning": {
+ "packages": [
+ "IPython"
+ ]
+ }
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting cplex\n",
+ " Downloading cplex-22.1.1.0-cp310-cp310-manylinux1_x86_64.whl (44.2 MB)\n",
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+ "\u001b[?25hInstalling collected packages: cplex\n",
+ "Successfully installed cplex-22.1.1.0\n",
+ "Requirement already satisfied: docplex in /usr/local/lib/python3.10/dist-packages (2.25.236)\n",
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+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install matplotlib"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 208
+ },
+ "id": "xm0e-9_Yppav",
+ "outputId": "be98cb9e-1ab1-4ec1-dd56-a605bdc4e971"
+ },
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
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+ "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.23.5)\n",
+ "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (23.2)\n",
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+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "# Import external libraries to present an manipulate the data\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "\n",
+ "# Import docplex model to generate the problem to optimize\n",
+ "from docplex.mp.model import Model\n",
+ "\n",
+ "# Import the libraries needed to employ the QAOA quantum algorithm using OpenQAOA\n",
+ "from openqaoa import QAOA\n",
+ "\n",
+ "# method to covnert a docplex model to a qubo problem\n",
+ "from openqaoa.problems.converters import FromDocplex2IsingModel\n",
+ "from openqaoa.backends import create_device\n",
+ "\n",
+ "# method to find the corrects states for the QAOA boject\n",
+ "from openqaoa.utilities import ground_state_hamiltonian"
+ ],
+ "metadata": {
+ "id": "WEg39DSsoFhR"
+ },
+ "execution_count": 9,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Generating the data\n",
+ "for get more simply problem, we used a random function to generate the predictions the expected return for 20 assets during 30 days. Additionally, the cost of investment in each assets (ci ) is set to 1."
+ ],
+ "metadata": {
+ "id": "GcNVmcbpo1Kf"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# For the case of reproducibility this seed is configured\n",
+ "np.random.seed(1)\n",
+ "\n",
+ "# Init variables to geretate the data\n",
+ "# consider the number of the assets and the numbero f days\n",
+ "num_assets = 20\n",
+ "num_days = 30\n",
+ "\n",
+ "# Risk aversion\n",
+ "q = 0.01\n",
+ "\n",
+ "# The limit of the budget, is consider as constraint\n",
+ "Budget = 5\n",
+ "\n",
+ "# Cost of buying the different assets c_i\n",
+ "c = num_assets * [1]\n",
+ "# Creating a random history of the forcasting for the expected return\n",
+ "hist_exp = (1 - 2 * np.random.rand(num_assets)).reshape(-1,1) * (np.array([np.arange(num_days) for i in range(num_assets)]) + np.random.randint(10)) + (1 - 2 * np.random.rand(num_assets, num_days))\n",
+ "\n",
+ "# Mean expected return over the num_days value\n",
+ "mu = hist_exp.mean(axis=1)\n",
+ "# Covariance matrix (Sigma) for the risk term of the cost function\n",
+ "sigma = np.cov(hist_exp)"
+ ],
+ "metadata": {
+ "id": "Bbssv-tQpPrG"
+ },
+ "execution_count": 12,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Plot the stock's time series\n",
+ "fig, ax = plt.subplots(1, 2, figsize=(14,5))\n",
+ "colors = plt.cm.tab20(range(20))\n",
+ "for i in range(num_assets):\n",
+ " ax[0].plot(range(1, num_days+1), hist_exp[i], color=colors[i])\n",
+ "ax[0].set_xlabel(\"day\")\n",
+ "ax[0].set_ylabel(\"Expected Returns [$]\")\n",
+ "ax[0].legend([f\"Asset {i}\" for i in range(1, num_assets+1)])\n",
+ "im = ax[1].imshow(sigma, cmap=\"coolwarm\")\n",
+ "fig.colorbar(im)\n",
+ "\n",
+ "# Plot the covariance matrix\n",
+ "ax[1].set_yticks(range(num_assets))\n",
+ "ax[1].set_xticks(range(num_assets))\n",
+ "ax[1].set_xticklabels([f\"Asset {i}\" for i in range(1, num_assets+1)], rotation=45)\n",
+ "ax[1].set_yticklabels([f\"Asset {i}\" for i in range(1, num_assets+1)], rotation=45)\n",
+ "ax[1].set_title(r\"Covariance Matrix $\\Sigma$ associated to the risk\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 523
+ },
+ "id": "m2xhzfY4pWLd",
+ "outputId": "e4ac8649-673f-4ea8-859a-a85d2785b500"
+ },
+ "execution_count": 13,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Covariance Matrix $\\\\Sigma$ associated to the risk')"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 13
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Obtaining the Quadratic problem (QUBO) from DOCPLEX"
+ ],
+ "metadata": {
+ "id": "p1evb7Z6qin8"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Specific the Model and put a name\n",
+ "mdl = Model('Portfolio Optimization')\n",
+ "from math import sqrt"
+ ],
+ "metadata": {
+ "id": "dMtv7RIHqpKB"
+ },
+ "execution_count": 16,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Start the docplex model with Model(\"name of the model\")\n",
+ "mdl = Model('Portfolio Optimization')\n",
+ "\n",
+ "# Consider the number of variables as num_assets,\n",
+ "# and binary set of variables that represent the stocks\n",
+ "# x vector in numpy array for matrix multiplication\n",
+ "x = np.array(mdl.binary_var_list(num_assets, name=\"asset\"))\n",
+ "\n",
+ "#Specific the objective of the\n",
+ "# portfolio optimization function\n",
+ "objective_function = mu @ x - x.T @ sigma @ x\n",
+ "\n",
+ "# For this problem it aims to maximize the profit\n",
+ "# of those assets minimizing the risk of the investment\n",
+ "mdl.maximize(objective_function)\n",
+ "\n",
+ "# Budget constraint\n",
+ "mdl.add_constraint(c @ x == Budget, ctname='budget')\n",
+ "\n",
+ "# Printing the docplex model\n",
+ "mdl.prettyprint()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "XcpnU7ekqpmn",
+ "outputId": "a1b03373-752d-4dcd-c57e-59d54a1ad99b"
+ },
+ "execution_count": 26,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "// This file has been generated by DOcplex\n",
+ "// model name is: Portfolio Optimization\n",
+ "// var contrainer section\n",
+ "dvar bool asset[20];\n",
+ "\n",
+ "maximize\n",
+ " 3.885180 asset_0 - 10.343083 asset_1 + 23.372171 asset_2 + 9.280443 asset_3\n",
+ " + 16.816607 asset_4 + 19.089249 asset_5 + 14.645514 asset_6\n",
+ " + 7.152104 asset_7 + 4.679887 asset_8 - 1.772702 asset_9 + 3.723948 asset_10\n",
+ " - 8.738834 asset_11 + 13.954828 asset_12 - 17.724217 asset_13\n",
+ " + 22.160371 asset_14 - 8.049975 asset_15 + 3.940631 asset_16\n",
+ " - 2.696882 asset_17 + 16.809209 asset_18 + 14.317557 asset_19 [\n",
+ " - 3.018927 asset_0^2 + 12.923459 asset_0*asset_1 - 28.187938 asset_0*asset_2\n",
+ " - 10.786620 asset_0*asset_3 - 19.269819 asset_0*asset_4\n",
+ " - 22.690682 asset_0*asset_5 - 17.492662 asset_0*asset_6\n",
+ " - 8.505347 asset_0*asset_7 - 5.974669 asset_0*asset_8\n",
+ " + 2.126292 asset_0*asset_9 - 4.256571 asset_0*asset_10\n",
+ " + 10.011086 asset_0*asset_11 - 16.995093 asset_0*asset_12\n",
+ " + 21.154407 asset_0*asset_13 - 26.692992 asset_0*asset_14\n",
+ " + 9.766123 asset_0*asset_15 - 4.209335 asset_0*asset_16\n",
+ " + 2.921136 asset_0*asset_17 - 20.399890 asset_0*asset_18\n",
+ " - 16.994256 asset_0*asset_19 - 16.815143 asset_1^2\n",
+ " + 71.860518 asset_1*asset_2 + 27.878137 asset_1*asset_3\n",
+ " + 49.110051 asset_1*asset_4 + 57.652421 asset_1*asset_5\n",
+ " + 44.749915 asset_1*asset_6 + 21.485553 asset_1*asset_7\n",
+ " + 14.868931 asset_1*asset_8 - 5.510864 asset_1*asset_9\n",
+ " + 10.102971 asset_1*asset_10 - 26.128271 asset_1*asset_11\n",
+ " + 42.731168 asset_1*asset_12 - 53.729815 asset_1*asset_13\n",
+ " + 67.643657 asset_1*asset_14 - 24.652934 asset_1*asset_15\n",
+ " + 10.920271 asset_1*asset_16 - 7.257856 asset_1*asset_17\n",
+ " + 51.910718 asset_1*asset_18 + 43.095547 asset_1*asset_19\n",
+ " - 77.895949 asset_2^2 - 60.128296 asset_2*asset_3\n",
+ " - 106.627160 asset_2*asset_4 - 124.938971 asset_2*asset_5\n",
+ " - 97.184359 asset_2*asset_6 - 46.304709 asset_2*asset_7\n",
+ " - 31.927327 asset_2*asset_8 + 11.762305 asset_2*asset_9\n",
+ " - 21.872040 asset_2*asset_10 + 56.146641 asset_2*asset_11\n",
+ " - 92.524241 asset_2*asset_12 + 116.239950 asset_2*asset_13\n",
+ " - 146.362613 asset_2*asset_14 + 53.617536 asset_2*asset_15\n",
+ " - 23.651343 asset_2*asset_16 + 15.776974 asset_2*asset_17\n",
+ " - 112.462706 asset_2*asset_18 - 93.027573 asset_2*asset_19\n",
+ " - 12.010007 asset_3^2 - 41.057905 asset_3*asset_4 - 48.100353 asset_3*asset_5\n",
+ " - 37.530828 asset_3*asset_6 - 17.752143 asset_3*asset_7\n",
+ " - 12.443580 asset_3*asset_8 + 4.579963 asset_3*asset_9\n",
+ " - 8.421176 asset_3*asset_10 + 21.741110 asset_3*asset_11\n",
+ " - 35.799125 asset_3*asset_12 + 44.562982 asset_3*asset_13\n",
+ " - 56.792234 asset_3*asset_14 + 20.760870 asset_3*asset_15\n",
+ " - 9.192172 asset_3*asset_16 + 6.141915 asset_3*asset_17\n",
+ " - 43.501704 asset_3*asset_18 - 35.835881 asset_3*asset_19\n",
+ " - 36.939676 asset_4^2 - 85.823932 asset_4*asset_5 - 66.810545 asset_4*asset_6\n",
+ " - 31.958203 asset_4*asset_7 - 21.875824 asset_4*asset_8\n",
+ " + 7.956951 asset_4*asset_9 - 15.202960 asset_4*asset_10\n",
+ " + 38.531594 asset_4*asset_11 - 63.644107 asset_4*asset_12\n",
+ " + 79.906788 asset_4*asset_13 - 100.439241 asset_4*asset_14\n",
+ " + 36.816439 asset_4*asset_15 - 16.479277 asset_4*asset_16\n",
+ " + 10.808254 asset_4*asset_17 - 77.312791 asset_4*asset_18\n",
+ " - 63.986723 asset_4*asset_19 - 50.688311 asset_5^2\n",
+ " - 78.238188 asset_5*asset_6 - 37.384282 asset_5*asset_7\n",
+ " - 25.821273 asset_5*asset_8 + 9.509756 asset_5*asset_9\n",
+ " - 17.430959 asset_5*asset_10 + 45.243786 asset_5*asset_11\n",
+ " - 74.628860 asset_5*asset_12 + 93.429916 asset_5*asset_13\n",
+ " - 117.721420 asset_5*asset_14 + 43.412875 asset_5*asset_15\n",
+ " - 19.291628 asset_5*asset_16 + 12.894078 asset_5*asset_17\n",
+ " - 90.504872 asset_5*asset_18 - 74.994263 asset_5*asset_19\n",
+ " - 30.795432 asset_6^2 - 29.162634 asset_6*asset_7 - 19.940872 asset_6*asset_8\n",
+ " + 7.221372 asset_6*asset_9 - 13.785418 asset_6*asset_10\n",
+ " + 35.013419 asset_6*asset_11 - 58.091999 asset_6*asset_12\n",
+ " + 72.551276 asset_6*asset_13 - 91.353773 asset_6*asset_14\n",
+ " + 33.491148 asset_6*asset_15 - 14.595570 asset_6*asset_16\n",
+ " + 9.813780 asset_6*asset_17 - 70.288157 asset_6*asset_18\n",
+ " - 58.153953 asset_6*asset_19 - 7.195590 asset_7^2 - 9.592133 asset_7*asset_8\n",
+ " + 3.519032 asset_7*asset_9 - 6.685185 asset_7*asset_10\n",
+ " + 16.819383 asset_7*asset_11 - 27.815349 asset_7*asset_12\n",
+ " + 34.617420 asset_7*asset_13 - 43.652314 asset_7*asset_14\n",
+ " + 15.956721 asset_7*asset_15 - 7.056272 asset_7*asset_16\n",
+ " + 4.799599 asset_7*asset_17 - 33.507142 asset_7*asset_18\n",
+ " - 27.876394 asset_7*asset_19 - 3.504110 asset_8^2 + 2.300039 asset_8*asset_9\n",
+ " - 4.556724 asset_8*asset_10 + 11.595001 asset_8*asset_11\n",
+ " - 19.237529 asset_8*asset_12 + 23.883857 asset_8*asset_13\n",
+ " - 30.080044 asset_8*asset_14 + 10.866055 asset_8*asset_15\n",
+ " - 4.901968 asset_8*asset_16 + 3.312268 asset_8*asset_17\n",
+ " - 23.171448 asset_8*asset_18 - 19.292437 asset_8*asset_19\n",
+ " - 0.752805 asset_9^2 + 1.682603 asset_9*asset_10 - 4.055870 asset_9*asset_11\n",
+ " + 6.851199 asset_9*asset_12 - 8.589748 asset_9*asset_13\n",
+ " + 11.096882 asset_9*asset_14 - 4.059236 asset_9*asset_15\n",
+ " + 1.819679 asset_9*asset_16 - 1.100393 asset_9*asset_17\n",
+ " + 8.280116 asset_9*asset_18 + 6.823982 asset_9*asset_19 - 1.853505 asset_10^2\n",
+ " + 7.837578 asset_10*asset_11 - 13.149350 asset_10*asset_12\n",
+ " + 16.290453 asset_10*asset_13 - 20.612415 asset_10*asset_14\n",
+ " + 7.493299 asset_10*asset_15 - 3.439429 asset_10*asset_16\n",
+ " + 2.134038 asset_10*asset_17 - 15.874561 asset_10*asset_18\n",
+ " - 13.191570 asset_10*asset_19 - 10.440646 asset_11^2\n",
+ " + 33.507249 asset_11*asset_12 - 41.880805 asset_11*asset_13\n",
+ " + 52.694814 asset_11*asset_14 - 19.357147 asset_11*asset_15\n",
+ " + 8.696285 asset_11*asset_16 - 5.643283 asset_11*asset_17\n",
+ " + 40.664504 asset_11*asset_18 + 33.815097 asset_11*asset_19\n",
+ " - 27.950881 asset_12^2 + 69.258166 asset_12*asset_13\n",
+ " - 87.230481 asset_12*asset_14 + 31.860227 asset_12*asset_15\n",
+ " - 14.180111 asset_12*asset_16 + 9.481618 asset_12*asset_17\n",
+ " - 67.097807 asset_12*asset_18 - 55.817808 asset_12*asset_19\n",
+ " - 43.783592 asset_13^2 + 109.650436 asset_13*asset_14\n",
+ " - 40.052260 asset_13*asset_15 + 17.628311 asset_13*asset_16\n",
+ " - 11.786595 asset_13*asset_17 + 84.207855 asset_13*asset_18\n",
+ " + 69.709927 asset_13*asset_19 - 69.525759 asset_14^2\n",
+ " + 50.330500 asset_14*asset_15 - 22.365240 asset_14*asset_16\n",
+ " + 14.857043 asset_14*asset_17 - 106.260680 asset_14*asset_18\n",
+ " - 87.523374 asset_14*asset_19 - 9.601430 asset_15^2\n",
+ " + 8.471786 asset_15*asset_16 - 5.731651 asset_15*asset_17\n",
+ " + 38.790291 asset_15*asset_18 + 32.007040 asset_15*asset_19\n",
+ " - 2.160196 asset_16^2 + 2.491929 asset_16*asset_17\n",
+ " - 17.201432 asset_16*asset_18 - 14.278392 asset_16*asset_19\n",
+ " - 1.111977 asset_17^2 + 11.477102 asset_17*asset_18\n",
+ " + 9.425935 asset_17*asset_19 - 40.975057 asset_18^2\n",
+ " - 67.296577 asset_18*asset_19 - 28.186419 asset_19^2 ];\n",
+ " \n",
+ "subject to {\n",
+ " budget:\n",
+ " asset_0 + asset_1 + asset_2 + asset_3 + asset_4 + asset_5 + asset_6\n",
+ " + asset_7 + asset_8 + asset_9 + asset_10 + asset_11 + asset_12 + asset_13\n",
+ " + asset_14 + asset_15 + asset_16 + asset_17 + asset_18 + asset_19 == 5;\n",
+ "\n",
+ "}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Solving using OPENQAOA\n",
+ "The class FromDocplex2IsingModel from OpenQAOA converts the docplex representation of the problem to its QUBO representation in Ising encoding (-1, 1). From there, it is only required setting the QAOA model and solve the QUBO."
+ ],
+ "metadata": {
+ "id": "bGiuW5DNuUPR"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Converting the Docplex model into its qubo representation\n",
+ "qubo = FromDocplex2IsingModel(mdl)\n",
+ "## Docplex QUBO model\n",
+ "#mdl_qubo = qubo.qubo_docplex\n",
+ "# Ising encoding of the QUBO problem\n",
+ "ising_encoding = qubo.ising_model\n",
+ "\n",
+ "# Print in a df the ising encoding (we need to remove keys: 'problem_instance' and 'metadata'))\n",
+ "ising_encoding_dict = ising_encoding.asdict(exclude_keys=['problem_instance', 'metadata'])\n",
+ "pd.DataFrame(ising_encoding_dict)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 441
+ },
+ "id": "uxrFbR1cuSiM",
+ "outputId": "3e563432-c795-41ee-8c9e-36d2b63c3a70"
+ },
+ "execution_count": 27,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Warning: Model name contains whitespaces: |Portfolio Optimization|\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " terms weights constant n\n",
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+ "4 [0, 5] 3580.925212 215109.366118 20\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 27
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Specific local device usign qiskit backend\n",
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "qaoa = QAOA(device)\n",
+ "#Indicate the properties to the QAOA quantum algorithm,shots,seed\n",
+ "qaoa.set_backend_properties(n_shots=130, seed_simulator=1) ##we not use 1024 because its so extend operation\n",
+ "#check the p value and the variational init params\n",
+ "qaoa.set_circuit_properties(p=2, init_type=\"custom\", variational_params_dict={\"betas\":2*[0.01*np.pi],\"gammas\":2*[0.01*np.pi]})\n",
+ "\n",
+ "#Indicate the ising e ncoding model from docplex\n",
+ "qaoa.compile(ising_encoding)\n",
+ "\n",
+ "#Optimize the quantum algorithm\n",
+ "qaoa.optimize()\n",
+ "pd.DataFrame(qaoa.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "E1AT8B4vvDa9",
+ "outputId": "f776c5f8-d247-4615-dd50-d4673e9ffcb5"
+ },
+ "execution_count": 29,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 01000100000001010100 77.547180 0.007692\n",
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+ "2 00101000000101100000 144.839121 0.007692\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 29
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# To find the correct answer using ground_state_hamiltonian\n",
+ "# and the paremeter is a cost_hamiltonian\n",
+ "correct_solution = ground_state_hamiltonian(qaoa.cost_hamil)\n",
+ "print(\"correct solution: \",correct_solution)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "0XQ33h3BvDuB",
+ "outputId": "7c9f3fcc-550f-4fe4-9f84-56bfa33d6fa7"
+ },
+ "execution_count": 30,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "correct solution: (-1.8583942014956847, ['01001000001000011000'])\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Solution with Docplex\n",
+ "Using the class `FromDocplex2IsingModel`, to convert the DOCPLEX model into a QUBO representation that is the input from the QAOA object.\n",
+ "The QUBO problem can be solved classically using DOCPLEX. This is a good comparision between QAOA against classical optimizers."
+ ],
+ "metadata": {
+ "id": "0_-44XMAwHPv"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Docplex QUBO model\n",
+ "mdl_qubo = qubo.qubo_docplex\n",
+ "\n",
+ "#docplex solution\n",
+ "sol = mdl_qubo.solve()\n",
+ "mdl_qubo.print_solution(print_zeros=True)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "5f7sixORvxDB",
+ "outputId": "e636ef1a-029e-4b73-b853-7d344309fccd"
+ },
+ "execution_count": 31,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "objective: -1.858\n",
+ "status: OPTIMAL_SOLUTION(2)\n",
+ " asset_0=0\n",
+ " asset_1=1\n",
+ " asset_2=0\n",
+ " asset_3=0\n",
+ " asset_4=1\n",
+ " asset_5=0\n",
+ " asset_6=0\n",
+ " asset_7=0\n",
+ " asset_8=0\n",
+ " asset_9=0\n",
+ " asset_10=1\n",
+ " asset_11=0\n",
+ " asset_12=0\n",
+ " asset_13=0\n",
+ " asset_14=0\n",
+ " asset_15=1\n",
+ " asset_16=1\n",
+ " asset_17=0\n",
+ " asset_18=0\n",
+ " asset_19=0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Improve the QAOA circuit with other parameters for diferent optimization\n",
+ "\n",
+ "####Perform the same process as above now with the variant of using different backends, p values, and different optimizers until you find the one that can provide the correct answers with the least number of iterations, quantum circuit depth."
+ ],
+ "metadata": {
+ "id": "X9IO7lbqw1ot"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Parametrization and Initialization\n",
+ "There are many different ways in which a QAOA circuit can be parametrized, and even more the ways in which these parameters can be initialized."
+ ],
+ "metadata": {
+ "id": "HSvM7hC64GNx"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Basic Parametrizations\n",
+ "We currently offer 7 different parametrizations for QAOA. They fall broadly into three categories:\n",
+ "\n",
+ "The Standard classes are parametrization that have the\n",
+ " $\\gamma$'s and\n",
+ " $\\beta$'s as free parameters, as defined in the seminal paper by Farhi et al. [1].\n",
+ "The Fourier classes have the discrete cosine and sine transforms of the\n",
+ "$\\gamma$'s respective\n",
+ "$\\beta$'s as free parameters, as proposed by Zhou et al. [2].\n",
+ "The Annealing class is based on the idea of QAOA being a form of discretized, adiabatic annealing. Here the function values $s(t_i)$\n",
+ " at equally spaced times\n",
+ " are the free parameters.\n",
+ "Except for the Annealing parameters, each class also comes in three levels of detail:\n",
+ "\n",
+ "StandardParams and FourierParams offer the\n",
+ " $\\gamma$'s and\n",
+ " $\\beta$'s as proposed in references given above.\n",
+ "StandardWithBiasParams and FourierWithBiasParams allow for extra\n",
+ "$\\gamma$'s for possible single-qubit bias terms and their discrete sine transform, respectively.\n",
+ "ExtendedParams and FourierExtendedParams offer full control by having a separate set of rotation angles for each term in the cost and mixer Hamiltonians, respective having a seperate set of Fourier coefficients for each term."
+ ],
+ "metadata": {
+ "id": "c7dL88_r4Okc"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Standard parametrization\n",
+ "The StandardParams class implements the original and conventional form of the QAOA. In every layer of the circuit, the mixer and cost Hamiltonians are applied with coefficients $\\beta(q)$\n",
+ " and $\\gamma(q)$\n",
+ ", respectively. That gives a total of 2p parameters for a circuit of p layers to be optimised."
+ ],
+ "metadata": {
+ "id": "4ekIG-S4xBIe"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "For example, for a depth-2 (p=2) circuit, the unitary operator corresponding to the QAOA circuit would take the form:\n",
+ "$U(\\beta_1,\\beta_2,\\gamma_1,\\gamma_2) = e^{-i\\beta^{(2)} H_{M}} e^{-i\\gamma^{(2)} H_{C}} e^{-i\\beta^{(1)} H_{M}} e^{-i\\gamma^{(1)} H_{C}}.$"
+ ],
+ "metadata": {
+ "id": "HM07tF715dVk"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_std = QAOA(device)\n",
+ "p=2\n",
+ "q_std.set_circuit_properties(p=p, param_type='standard', init_type='ramp')\n",
+ "q_std.set_classical_optimizer(maxiter=130)\n",
+ "q_std.compile(ising_encoding)\n",
+ "#q_std.compile(mdl_qubo)"
+ ],
+ "metadata": {
+ "id": "Q3qhlr_uxAjI"
+ },
+ "execution_count": 36,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_std.optimize()\n",
+ "\n",
+ "print(\"Optimized Hamiltonian cost with StandardParams:\", q_std.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "lNQ5yam5vxT2",
+ "outputId": "2d2417a6-9af2-4256-e67c-18489af0e28c"
+ },
+ "execution_count": 37,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized Hamiltonian cost with StandardParams: 185199.26217371755\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_std.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "TMYB4CLmvxgw",
+ "outputId": "3837bd86-6e2f-4b56-c5f2-c85bf34bf586"
+ },
+ "execution_count": 38,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00100000001000001101 208.182092 0.01\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 38
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_std.result.plot_cost() ##PLOT OF STANDARD PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "bfIGHmwWxSSl",
+ "outputId": "f9276b98-9f94-4699-d2b4-6af748fb7432"
+ },
+ "execution_count": 39,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Extended parametrization\n",
+ "The ExtendedParams class implements the most general form of the QAOA where each operator in both the cost and mixer Hamiltonians has its own angle. For example, for a depth-1 (p=1) circuit the unitary operator corresponding to the QAOA circuit would now take the form:"
+ ],
+ "metadata": {
+ "id": "t26Opw8EqkDZ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "$e^{i\\sum_{j}\\beta_{j}^{(1)}X_j}e^{-i\\sum_{j\\in s} \\gamma_{j}^{(1)}h_{j}Z_j} e^{-(i/2)\\sum_{j,k \\in \\Pi}\\Gamma_{jk}^{(1)}g_{jk}Z_jZ_k}$"
+ ],
+ "metadata": {
+ "id": "88qukijh6tIB"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "\n",
+ "q_extend= QAOA(device)\n",
+ "p=2\n",
+ "q_extend.set_circuit_properties(p=p, param_type='extended', init_type='ramp')\n",
+ "q_extend.set_classical_optimizer(maxiter=130)\n",
+ "q_extend.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "I5qDudkCxyMg"
+ },
+ "execution_count": 41,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_extend.optimize()\n",
+ "print(\"Optimized Hamiltonian cost with Extended Params:\", q_extend.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "b9VhFbOex2SB",
+ "outputId": "76291f78-53ea-4ae6-cb2a-73e87c1f36cb"
+ },
+ "execution_count": 42,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized Hamiltonian cost with Extended Params: 173870.3038149183\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_extend.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "Nzw0UQz8x2mQ",
+ "outputId": "f7ca2d6c-c699-4950-e2c1-9e3d35e8543a"
+ },
+ "execution_count": 43,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 01000100100110000000 30.974422 0.01\n",
+ "1 00000001001000111000 82.967951 0.01\n",
+ "2 00001000101101001000 7150.455909 0.01\n",
+ "3 00000101100101000001 7183.255207 0.01\n",
+ "4 10001000011000000000 7197.380467 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 01000100100110000000 \n",
+ " 30.974422 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 00000001001000111000 \n",
+ " 82.967951 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 00001000101101001000 \n",
+ " 7150.455909 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 00000101100101000001 \n",
+ " 7183.255207 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 10001000011000000000 \n",
+ " 7197.380467 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 43
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_extend.result.plot_cost() ##PLOT OF EXTENDED PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "rDTkhrL_x9Bb",
+ "outputId": "bbea74f0-451b-4657-e7b0-d653223a5c44"
+ },
+ "execution_count": 44,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Annealing parametrization\n",
+ "The QAOAVariationalAnnealingParams class implements a discretised form of quantum annealing.\n",
+ "\n",
+ "In quantum annealing, we start in the ground state of a mixer Hamiltonian,$H_M $\n",
+ ", and gradually evolve to the ground state of a cost Hamiltonian, $H_C$\n",
+ ", according to some annealing schedule function $s(t)$\n",
+ ", where $t$\n",
+ " denotes time. If it were possible to perform the transformation infinitesimally slowly, we would be guaranteed to arrive at the exact ground state of the cost Hamiltonian. In practice, the transformation is performed over some finite time, and we hope to prepare the ground state of $H_C$\n",
+ " with some acceptably high probability.\n",
+ "\n",
+ "At any time $t$\n",
+ " during the procedure, the instantaneous Hamiltonian is given by:\n",
+ " $H(t) = \\left(1 - s(t)\\right)H_M + s(t)H_C$\n",
+ " where $s(0) = 0$\n",
+ ", and $s(t = T) = 1$\n",
+ ", and $T$\n",
+ " is the total annealing time."
+ ],
+ "metadata": {
+ "id": "G67XDtWRqkGP"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_annealing = QAOA(device)\n",
+ "p=2\n",
+ "q_annealing.set_circuit_properties(p=p, param_type='annealing', init_type='ramp')\n",
+ "q_annealing.set_classical_optimizer(maxiter=40)\n",
+ "q_annealing.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "TOXORKp-zx9u"
+ },
+ "execution_count": 45,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_annealing.optimize()\n",
+ "\n",
+ "print(\"Optimized HAMILTONIAN cost with AnnealingParams:\", q_annealing.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "MatiYuPizyPQ",
+ "outputId": "133e9688-54d2-47e2-8be2-0e737e25d9fc"
+ },
+ "execution_count": 46,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with AnnealingParams: 173568.879240601\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_annealing.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "qSGt15mezyd5",
+ "outputId": "85093d33-7571-4bac-a95f-3fd2c5333f55"
+ },
+ "execution_count": 47,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 10011000000000010100 33.077903 0.01\n",
+ "1 01100010000000011000 50.675926 0.01\n",
+ "2 00110100000010100000 994.440441 0.01\n",
+ "3 10001000010100001100 7158.890082 0.01\n",
+ "4 01000111000100000100 7183.786695 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10011000000000010100 \n",
+ " 33.077903 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 01100010000000011000 \n",
+ " 50.675926 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 00110100000010100000 \n",
+ " 994.440441 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 10001000010100001100 \n",
+ " 7158.890082 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 01000111000100000100 \n",
+ " 7183.786695 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 47
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# annealing optimized schedule\n",
+ "opt_schedule = q_annealing.result.optimized['angles']\n",
+ "p_i = range(1,p+1)\n",
+ "fig = plt.figure(figsize=(8,5))\n",
+ "plt.plot(p_i,opt_schedule,lw=0.3,ls='--',marker='o')\n",
+ "plt.xlabel('p')\n",
+ "plt.title(f'Optimized annealing (discrete) schedule for p={p}');"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 487
+ },
+ "id": "wkN0F6Moz_Mu",
+ "outputId": "314ad425-82f2-4c4e-db14-3a069634dfa6"
+ },
+ "execution_count": 48,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_annealing.result.plot_cost() #PLOT OF ANNEALING PARAMETRIZAATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "Wos6fYK50HGI",
+ "outputId": "90136e55-8fa1-44cb-e483-2b0280807cf7"
+ },
+ "execution_count": 49,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Comparison with Standard parameterization"
+ ],
+ "metadata": {
+ "id": "loOdpiDaqkJd"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# annealing optimized schedule\n",
+ "\n",
+ "#Comparison with Standard parametrization\n",
+ "opt_angles = q_std.result.optimized['angles']\n",
+ "opt_betas = opt_angles[:p]\n",
+ "opt_gammas = opt_angles[p:]\n",
+ "fig = plt.figure(figsize=(8,5))\n",
+ "plt.plot(p_i,opt_betas,lw=0.3,ls='--',marker='x',label='betas')\n",
+ "plt.plot(p_i,opt_gammas,lw=0.3,ls='--',marker='o',label='gammas',color='red')\n",
+ "plt.xlabel('p')\n",
+ "plt.legend(loc='center left')\n",
+ "plt.title(f'Optimized betas, gammas for p={p}');"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 487
+ },
+ "id": "sZUmtPOi0QeZ",
+ "outputId": "5765ccd7-4f99-4831-8743-61c3a5b1e3cd"
+ },
+ "execution_count": 50,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#FOURIER PARAMETRIZATION\n",
+ "The class QAOAVariationalFourierParams implements a heuristic proposed by Zhou et al. [1] which instead of optimizing for $\\beta$\n",
+ " and $\\gamma$\n",
+ " at each layer aims at finding the amplitudes of their discrete Fourier transforms given by:\n",
+ " $\\begin{equation}\n",
+ "\\gamma_i^{(p)} = 2 \\sum_{k=0}^{q-1} u_k \\sin\\left[(k+1/2)(i+1)\\frac{\\pi}{2p}\\right] \\tag{1}\n",
+ "\\end{equation}$\n",
+ "$\\begin{equation}\n",
+ "\\beta_i^{(p)} = 2 \\sum_{k=0}^{q-1} v_k \\cos\\left[(2k+1)i\\frac{\\pi}{2p}\\right] \\tag{2}\n",
+ "\\end{equation}$\n",
+ "\n",
+ "where $i = 0,...,p$\n",
+ "\n",
+ "The idea comes from the empirical observation that the optimal parameters are often found to be smoothly varying functions for certain problems (such as the one implemented by the QAOAVariationalAnnealingParams class). Hence, it should be possible to use a reduced parameter set consisting of only the lowest $q$\n",
+ " frequency components of those functions. Clearly, for $q\\geq p$\n",
+ " we have the full expressivity of the original parameter set (i.e. the $\\beta$\n",
+ " and $\\gamma$\n",
+ "). In this parametrisation, for fixed $q$\n",
+ ", the optimisation problem therefore becomes that of finding the optimal Fourier components $v_k$\n",
+ " and $u_k$\n",
+ ".\n",
+ "\n",
+ "In [1], the authors show that certain variants of this basic Fourier parametrisation can perform significantly better than a randomised brute force search through parameter space, for MaxCut problems on 3-regular and 4-regular graphs."
+ ],
+ "metadata": {
+ "id": "QoXsRaZv0h__"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_fourier = QAOA(device)\n",
+ "p=2\n",
+ "q=2\n",
+ "q_fourier.set_circuit_properties(p=p,q=q, param_type='fourier', init_type='ramp')\n",
+ "q_fourier.set_classical_optimizer(maxiter=40)\n",
+ "q_fourier.compile(ising_encoding)\n"
+ ],
+ "metadata": {
+ "id": "PZxjKMqz0eKh"
+ },
+ "execution_count": 51,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_fourier.optimize()\n",
+ "pd.DataFrame(qaoa.result.lowest_cost_bitstrings(5))\n",
+ "print(\"Optimized HAMILTONIAN cost with FourierParams:\",q_fourier.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "B06We75O0twu",
+ "outputId": "9b997fac-c6c5-44de-b7d7-400b41bcaab5"
+ },
+ "execution_count": 52,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with FourierParams: 189308.35549743412\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_fourier.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "ETpY-sHa0xcU",
+ "outputId": "b65a9f89-38ec-4721-dbc0-7479916b933e"
+ },
+ "execution_count": 53,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00000100100000010101 79.673783 0.01\n",
+ "1 10000011110000000000 92.178464 0.01\n",
+ "2 10101000000000100100 508.171196 0.01\n",
+ "3 01010000111000001000 7152.405045 0.01\n",
+ "4 10000000110100000000 7154.166162 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 00000100100000010101 \n",
+ " 79.673783 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 10000011110000000000 \n",
+ " 92.178464 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10101000000000100100 \n",
+ " 508.171196 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 01010000111000001000 \n",
+ " 7152.405045 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 10000000110100000000 \n",
+ " 7154.166162 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 53
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_fourier.result.plot_cost() ##PLOT OF FOURIER PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "sHeJ_Zzd1JLd",
+ "outputId": "fe5f11a4-40f7-4df1-f0b8-5f589177ec23"
+ },
+ "execution_count": 54,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Noise Model\n",
+ "The optimal combination that you found with the best optimizer, the lowest number of\n",
+ "'s and the correct answer, can give the same answer with noise, use the circuit with a noise model and identify if it gives the same answer."
+ ],
+ "metadata": {
+ "id": "93Sz0-ym1jLK"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from qiskit import Aer\n",
+ "from qiskit import QuantumCircuit, transpile\n",
+ "from qiskit_aer import AerSimulator\n",
+ "from qiskit.visualization import plot_histogram\n",
+ "from qiskit_aer.noise import NoiseModel\n",
+ "from qiskit.providers.fake_provider import FakeVigo\n",
+ "from qiskit.providers.aer import QasmSimulator"
+ ],
+ "metadata": {
+ "id": "MvjTQIYT1nG3"
+ },
+ "execution_count": 55,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "backend = FakeVigo()\n",
+ "\n",
+ "device = QasmSimulator.from_backend(backend)\n",
+ "noise_model = NoiseModel.from_backend(device)\n"
+ ],
+ "metadata": {
+ "id": "3k5EoJeO1o8t"
+ },
+ "execution_count": 56,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_noisy_shot = QAOA(device)\n",
+ "\n",
+ "# device\n",
+ "\n",
+ "qiskit_noisy_shot = create_device(location='local', name='qiskit.qasm_simulator')\n",
+ "q_noisy_shot.set_device(qiskit_noisy_shot)\n",
+ "\n",
+ "\n",
+ "# circuit properties\n",
+ "q_noisy_shot.set_circuit_properties(p=2, param_type='standard', init_type='ramp')\n",
+ "\n",
+ "# backend properties\n",
+ "q_noisy_shot.set_backend_properties(n_shots = 40, noise_model = noise_model)\n",
+ "\n",
+ "# classical optimizer properties\n",
+ "q_noisy_shot.set_classical_optimizer(method='COBYLA', maxiter=40, tol=0.001,\n",
+ " cost_progress=True, parameter_log=True)\n",
+ "\n",
+ "q_noisy_shot.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "RPK1odJB2AvG"
+ },
+ "execution_count": 60,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_noisy_shot.optimize()\n",
+ "results_noisy_shot = q_noisy_shot.result\n",
+ "print(\"Optimized HAMILTONIAN cost with Noise Model from Qiskit:\",q_noisy_shot.result.optimized['cost'])\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "r3ePncAF2DhC",
+ "outputId": "4125ae62-e1ee-4775-b05a-4a7c01cb73d6"
+ },
+ "execution_count": 61,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with Noise Model from Qiskit: 161032.69674895811\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "\n",
+ "pd.DataFrame(q_noisy_shot.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "PlYFI6DT2FrP",
+ "outputId": "7756aac5-51ed-4d7e-8486-3ffcfc33d354"
+ },
+ "execution_count": 62,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00000001000010011001 102.507924 0.025\n",
+ "1 01101100001000000000 314.703753 0.025\n",
+ "2 10011010000100000010 7490.475918 0.025\n",
+ "3 00000000111001010110 28612.838182 0.025\n",
+ "4 00000100110110001001 28846.571154 0.025"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 00000001000010011001 \n",
+ " 102.507924 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 01101100001000000000 \n",
+ " 314.703753 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10011010000100000010 \n",
+ " 7490.475918 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 00000000111001010110 \n",
+ " 28612.838182 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 00000100110110001001 \n",
+ " 28846.571154 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 62
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "fig, ax = plt.subplots(1,1,figsize=(12,8))\n",
+ "\n",
+ "q_annealing.result.plot_cost(ax=ax,label='Annealing parameters')\n",
+ "q_fourier.result.plot_cost(ax=ax,color='teal', label='fourier parameters ')\n",
+ "q_extend.result.plot_cost(ax=ax,color='red', label='Extended parameters')\n",
+ "q_std.result.plot_cost(ax=ax,color='blue', label='Standard parameters')\n",
+ "results_noisy_shot.plot_cost(ax=ax,color='green', label='Noisy shot simulatorand noise model from ibmq_manila')\n",
+ "\n",
+ "print(\"THE RESULTS IN GRAPHICS ARE CONSISTENT BUT WE USE LESS DATA FOR SOME PARAMETRIZATIONS SINCE IT TOOK TOO MUCH TIME\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 735
+ },
+ "id": "EIesvGEr2nse",
+ "outputId": "3462b871-93a6-485b-d033-d056b1194ab3"
+ },
+ "execution_count": 64,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "THE RESULTS IN GRAPHICS ARE CONSISTENT BUT WE USE LESS DATA FOR SOME PARAMETRIZATIONS SINCE IT TOOK TOO MUCH TIME\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "References:\n",
+ "\n",
+ "(1)E. Farhi, J. Goldstone, S. Gutmann (2014). A Quantum Approximate Optimization Algorithm, https://arxiv.org/abs/1411.4028.\n",
+ "(2)L. Zhou, S. Wang, S. Choi, H. Pichler, M. D. Lukin, Phys.Rev.X 10, 021067 (2020) Quantum Approximate Optimization Algorithm: Performance, Mechanism, and Implementation on Near-Term Devices, https://arxiv.org/abs/1812.01041."
+ ],
+ "metadata": {
+ "id": "YsJlKZmX84Ud"
+ }
+ }
+ ]
+}
\ No newline at end of file
diff --git a/challenges/openqaoa challenge/openQAOAchallengueEVP.ipynb b/challenges/openqaoa challenge/openQAOAchallengueEVP.ipynb
new file mode 100644
index 0000000..af71f39
--- /dev/null
+++ b/challenges/openqaoa challenge/openQAOAchallengueEVP.ipynb
@@ -0,0 +1,3658 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Markowitz portfolio optimization\n",
+ "\n",
+ "We will introduce the Markowitz model in portfolio optimization and discuss its model with different parameters, graphs and libraries, we also make a variant of the classic optimization that is used for this model by using the standard deviation instead of the variance\n"
+ ],
+ "metadata": {
+ "id": "0SgPvuxIbC8f"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##The mean–variance mode"
+ ],
+ "metadata": {
+ "id": "5afwXTJChTxH"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Consider an investor who wishes to allocate capital among $N$\n",
+ " securities at time $t=0$\n",
+ " and hold them over a single period of time until $t=h$\n",
+ ". We denote $ p_{0,i}$\n",
+ " the (known) price of security\n",
+ " at the beginning of the investment period $h$ and $P_{h,i}$\n",
+ " the (random) price of security\n",
+ " at the end of the investment period $t=h$\n",
+ ". The rate of return of security $i$\n",
+ " over period $h$\n",
+ " is then modeled by the random variable $R_i = P_{h,i}/p_{0,i}-1$\n",
+ ", and its expected value is denoted by $\\mu_i = \\mathbb{E}(R_i)$\n",
+ ". The risk-averse investor seeks to maximize the return of the investment, while trying to keep the investment risk, i. e., the uncertainty of the future security returns $R_i$\n",
+ " on an acceptable low level.\n",
+ "\n",
+ "The part of investment risk called specific risk (the risk associated with each individual security) can be reduced (for a fixed expected rate of return) through diversification, which means the selection of multiple unrelated securities into a portfolio.Modern Portfolio Theory formalized this process by using variance as a measure of portfolio risk, and constructing a optimization problem.\n",
+ "\n",
+ "Thus we make the investment decision at time\n",
+ " by specifying the\n",
+ "-dimensional decision vector\n",
+ " called portfolio, where\n",
+ " is the fraction of funds invested into security\n",
+ ". We can then express the random portfolio return as\n",
+ ", where\n",
+ " is the vector of security returns. The optimal\n",
+ " is given based on the following inputs of the portfolio optimization problem:\n",
+ "\n",
+ "\n",
+ "* The expected portfolio return: $\\mu_\\mathbf{x} = \\mathbb{E}(R_\\mathbf{x}) = \\mathbf{x}^\\mathsf{T}\\mathbb{E}(R) = \\mathbf{x}^\\mathsf{T}\\mu.$\n",
+ "* The portfolio variance: $\\sigma^2_\\mathbf{x} = \\mathrm{Var}(R_\\mathbf{x}) = \\sum_i\\mathrm{Cov}(R_i, R_j)x_ix_j = \\mathbf{x}^\\mathsf{T}\\Sigma\\mathbf{x}.$\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "qIfTDkmgbx4B"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Solution of the mean–variance model"
+ ],
+ "metadata": {
+ "id": "Zc-go59kbphQ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "To be able to solve the portfolio optimization problem, we have to assume that the investor knows the value of the expected return vector and covariance matrix . In practice it is only possible to have estimates, which we will denote by and respectively. Usually, the risks are associated with changes in the market that makes the set of assets lose its value, and therefore investors lose part of their budget"
+ ],
+ "metadata": {
+ "id": "e4Pook25inpN"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "In the simplest form of the QUBO problem only risky securities are considered. Also the portfolio is fully invested with no initial holdings, implying the linear equality constraint , where denotes a vector of ones.\n",
+ "$\\sum_i x_i = \\mathbf{1}^\\mathsf{T}\\mathbf{x} = 1$"
+ ],
+ "metadata": {
+ "id": "dH4sFBXulmvw"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "We can formulate this portfolio optimization problem in three equivalent ways:\n",
+ "\n",
+ "\n",
+ "1. Minimize the portfolio risk, with the constraint expressing a lower bound on the portfolio return: $\\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & \\leq & \\gamma^2,\\\\\n",
+ " & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}$\n",
+ "2. Maximize the expected portfolio return, with the constraint expressing an upper bound on the portfolio risk: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & \\leq & \\gamma^2,\\\\\n",
+ " & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "\n",
+ "\n",
+ "3. Maximize the utility function of the investor: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} - \\frac{\\delta}{2} \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "4. We get a variant of this optimization problem by using the standard deviation instead of the variance: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} - \\tilde{\\delta} \\sqrt{\\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x}} & & \\\\\n",
+ "\\mbox{subject to} & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "YaleMyFxlm7T"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "this problem is known to be an NP-hard problem and its objective function using variance is given by\n",
+ "\n",
+ "\n",
+ "$$\\max_{x} : \\mu^{T} x-q x^{T}\\Sigma x$$\n",
+ "
\n",
+ "and for standard deviation its objective function is given by\n",
+ "\n",
+ "$$\\max_{x} : \\mu^{T} x-q \\sqrt(x^{T}\\Sigma x)$$\n",
+ "
\n",
+ "\n",
+ "Subject to:\n",
+ " $$\\sum_{i=1}^{N} c_i x_i = B$$\n",
+ "\n",
+ "where:\n",
+ "- $N$ represents the number of assets\n",
+ "- $x \\in\\{0,1\\}^{N}$ denotes the vector of binary decision variables, which indicate which assets to pick ( $\\left.x[i]=1\\right)$ and which not to pick $(x[i]=0)$,\n",
+ "- $\\mu \\in R^{n}$ defines the expected returns for the assets,\n",
+ "- $\\Sigma \\in R^{n \\times n}$ specifies the covariances between the assets,\n",
+ "- $q>0$ controls the risk aversion of the decision maker,\n",
+ "- $c_i$ is the cost of investing in the ith asset\n",
+ "- $B$ denotes the budget, i.e., the total investment.."
+ ],
+ "metadata": {
+ "id": "HnIo5mkJjkQN"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Lets hands on code!!\n",
+ "first we will install our libraries"
+ ],
+ "metadata": {
+ "id": "blssVfNhodD6"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install openqaoa-qiskit\n",
+ "!pip install cplex --upgrade\n",
+ "!pip install docplex\n",
+ "!pip install qiskit\n",
+ "\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "q4aBwlUsnkWN",
+ "outputId": "2bc451b4-a956-4dea-9640-25c956dd86de"
+ },
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
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+ "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit) (0.7.0)\n",
+ "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit) (0.2.9)\n",
+ "Collecting pbr!=2.1.0,>=2.0.0 (from stevedore>=3.0.0->qiskit-terra==0.45.0->qiskit>=0.36.1->openqaoa-qiskit)\n",
+ " Downloading pbr-6.0.0-py2.py3-none-any.whl (107 kB)\n",
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+ "\u001b[?25hCollecting executing>=1.2.0 (from stack-data->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit)\n",
+ " Downloading executing-2.0.1-py2.py3-none-any.whl (24 kB)\n",
+ "Collecting asttokens>=2.1.0 (from stack-data->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit)\n",
+ " Downloading asttokens-2.4.1-py2.py3-none-any.whl (27 kB)\n",
+ "Collecting pure-eval (from stack-data->ipython>=8.2.0->openqaoa-core==0.2.3->openqaoa-qiskit)\n",
+ " Downloading pure_eval-0.2.2-py3-none-any.whl (11 kB)\n",
+ "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography>=1.3->requests-ntlm>=1.1.0->qiskit-ibm-provider->openqaoa-qiskit) (2.21)\n",
+ "Building wheels for collected packages: docplex\n",
+ " Building wheel for docplex (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for docplex: filename=docplex-2.25.236-py3-none-any.whl size=671350 sha256=b9695e1a13bdb440ba594d6aa39ff848fa7a33097ebd593d97696d76d91d1c6e\n",
+ " Stored in directory: /root/.cache/pip/wheels/3b/e5/00/0bf0173d67188fe73a13e3a61412b3f975f60205e3fab93a69\n",
+ "Successfully built docplex\n",
+ "Installing collected packages: pure-eval, ply, websockets, symengine, semantic-version, rustworkx, pbr, jedi, executing, docplex, dill, autoray, asttokens, stevedore, stack-data, qiskit-terra, pyspnego, ipython, requests-ntlm, qiskit, openqaoa-core, qiskit-ibm-provider, qiskit-aer, openqaoa-qiskit\n",
+ " Attempting uninstall: ipython\n",
+ " Found existing installation: ipython 7.34.0\n",
+ " Uninstalling ipython-7.34.0:\n",
+ " Successfully uninstalled ipython-7.34.0\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",
+ "google-colab 1.0.0 requires ipython==7.34.0, but you have ipython 8.17.2 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed asttokens-2.4.1 autoray-0.6.7 dill-0.3.7 docplex-2.25.236 executing-2.0.1 ipython-8.17.2 jedi-0.19.1 openqaoa-core-0.2.3 openqaoa-qiskit-0.2.3 pbr-6.0.0 ply-3.11 pure-eval-0.2.2 pyspnego-0.10.2 qiskit-0.45.0 qiskit-aer-0.13.0 qiskit-ibm-provider-0.7.2 qiskit-terra-0.45.0 requests-ntlm-1.2.0 rustworkx-0.13.2 semantic-version-2.10.0 stack-data-0.6.3 stevedore-5.1.0 symengine-0.9.2 websockets-12.0\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.colab-display-data+json": {
+ "pip_warning": {
+ "packages": [
+ "IPython"
+ ]
+ }
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting cplex\n",
+ " Downloading cplex-22.1.1.0-cp310-cp310-manylinux1_x86_64.whl (44.2 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.2/44.2 MB\u001b[0m \u001b[31m13.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hInstalling collected packages: cplex\n",
+ "Successfully installed cplex-22.1.1.0\n",
+ "Requirement already satisfied: docplex in /usr/local/lib/python3.10/dist-packages (2.25.236)\n",
+ "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from docplex) (1.16.0)\n",
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+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit-terra==0.45.0->qiskit) (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-terra==0.45.0->qiskit) (6.0.0)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit-terra==0.45.0->qiskit) (1.3.0)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install matplotlib"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 208
+ },
+ "id": "xm0e-9_Yppav",
+ "outputId": "be98cb9e-1ab1-4ec1-dd56-a605bdc4e971"
+ },
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
+ "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.2.0)\n",
+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.44.0)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
+ "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.23.5)\n",
+ "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (23.2)\n",
+ "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.1)\n",
+ "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.8.2)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "# Import external libraries to present an manipulate the data\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "\n",
+ "# Import docplex model to generate the problem to optimize\n",
+ "from docplex.mp.model import Model\n",
+ "\n",
+ "# Import the libraries needed to employ the QAOA quantum algorithm using OpenQAOA\n",
+ "from openqaoa import QAOA\n",
+ "\n",
+ "# method to covnert a docplex model to a qubo problem\n",
+ "from openqaoa.problems.converters import FromDocplex2IsingModel\n",
+ "from openqaoa.backends import create_device\n",
+ "\n",
+ "# method to find the corrects states for the QAOA boject\n",
+ "from openqaoa.utilities import ground_state_hamiltonian"
+ ],
+ "metadata": {
+ "id": "WEg39DSsoFhR"
+ },
+ "execution_count": 9,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Generating the data\n",
+ "for get more simply problem, we used a random function to generate the predictions the expected return for 20 assets during 30 days. Additionally, the cost of investment in each assets (ci ) is set to 1."
+ ],
+ "metadata": {
+ "id": "GcNVmcbpo1Kf"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# For the case of reproducibility this seed is configured\n",
+ "np.random.seed(1)\n",
+ "\n",
+ "# Init variables to geretate the data\n",
+ "# consider the number of the assets and the numbero f days\n",
+ "num_assets = 20\n",
+ "num_days = 30\n",
+ "\n",
+ "# Risk aversion\n",
+ "q = 0.01\n",
+ "\n",
+ "# The limit of the budget, is consider as constraint\n",
+ "Budget = 5\n",
+ "\n",
+ "# Cost of buying the different assets c_i\n",
+ "c = num_assets * [1]\n",
+ "# Creating a random history of the forcasting for the expected return\n",
+ "hist_exp = (1 - 2 * np.random.rand(num_assets)).reshape(-1,1) * (np.array([np.arange(num_days) for i in range(num_assets)]) + np.random.randint(10)) + (1 - 2 * np.random.rand(num_assets, num_days))\n",
+ "\n",
+ "# Mean expected return over the num_days value\n",
+ "mu = hist_exp.mean(axis=1)\n",
+ "# Covariance matrix (Sigma) for the risk term of the cost function\n",
+ "sigma = np.cov(hist_exp)"
+ ],
+ "metadata": {
+ "id": "Bbssv-tQpPrG"
+ },
+ "execution_count": 12,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Plot the stock's time series\n",
+ "fig, ax = plt.subplots(1, 2, figsize=(14,5))\n",
+ "colors = plt.cm.tab20(range(20))\n",
+ "for i in range(num_assets):\n",
+ " ax[0].plot(range(1, num_days+1), hist_exp[i], color=colors[i])\n",
+ "ax[0].set_xlabel(\"day\")\n",
+ "ax[0].set_ylabel(\"Expected Returns [$]\")\n",
+ "ax[0].legend([f\"Asset {i}\" for i in range(1, num_assets+1)])\n",
+ "im = ax[1].imshow(sigma, cmap=\"coolwarm\")\n",
+ "fig.colorbar(im)\n",
+ "\n",
+ "# Plot the covariance matrix\n",
+ "ax[1].set_yticks(range(num_assets))\n",
+ "ax[1].set_xticks(range(num_assets))\n",
+ "ax[1].set_xticklabels([f\"Asset {i}\" for i in range(1, num_assets+1)], rotation=45)\n",
+ "ax[1].set_yticklabels([f\"Asset {i}\" for i in range(1, num_assets+1)], rotation=45)\n",
+ "ax[1].set_title(r\"Covariance Matrix $\\Sigma$ associated to the risk\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 523
+ },
+ "id": "m2xhzfY4pWLd",
+ "outputId": "e4ac8649-673f-4ea8-859a-a85d2785b500"
+ },
+ "execution_count": 13,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Covariance Matrix $\\\\Sigma$ associated to the risk')"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 13
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Obtaining the Quadratic problem (QUBO) from DOCPLEX"
+ ],
+ "metadata": {
+ "id": "p1evb7Z6qin8"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Specific the Model and put a name\n",
+ "mdl = Model('Portfolio Optimization')\n",
+ "from math import sqrt"
+ ],
+ "metadata": {
+ "id": "dMtv7RIHqpKB"
+ },
+ "execution_count": 16,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Start the docplex model with Model(\"name of the model\")\n",
+ "mdl = Model('Portfolio Optimization')\n",
+ "\n",
+ "# Consider the number of variables as num_assets,\n",
+ "# and binary set of variables that represent the stocks\n",
+ "# x vector in numpy array for matrix multiplication\n",
+ "x = np.array(mdl.binary_var_list(num_assets, name=\"asset\"))\n",
+ "\n",
+ "#Specific the objective of the\n",
+ "# portfolio optimization function\n",
+ "objective_function = mu @ x - x.T @ sigma @ x\n",
+ "\n",
+ "# For this problem it aims to maximize the profit\n",
+ "# of those assets minimizing the risk of the investment\n",
+ "mdl.maximize(objective_function)\n",
+ "\n",
+ "# Budget constraint\n",
+ "mdl.add_constraint(c @ x == Budget, ctname='budget')\n",
+ "\n",
+ "# Printing the docplex model\n",
+ "mdl.prettyprint()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "XcpnU7ekqpmn",
+ "outputId": "a1b03373-752d-4dcd-c57e-59d54a1ad99b"
+ },
+ "execution_count": 26,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "// This file has been generated by DOcplex\n",
+ "// model name is: Portfolio Optimization\n",
+ "// var contrainer section\n",
+ "dvar bool asset[20];\n",
+ "\n",
+ "maximize\n",
+ " 3.885180 asset_0 - 10.343083 asset_1 + 23.372171 asset_2 + 9.280443 asset_3\n",
+ " + 16.816607 asset_4 + 19.089249 asset_5 + 14.645514 asset_6\n",
+ " + 7.152104 asset_7 + 4.679887 asset_8 - 1.772702 asset_9 + 3.723948 asset_10\n",
+ " - 8.738834 asset_11 + 13.954828 asset_12 - 17.724217 asset_13\n",
+ " + 22.160371 asset_14 - 8.049975 asset_15 + 3.940631 asset_16\n",
+ " - 2.696882 asset_17 + 16.809209 asset_18 + 14.317557 asset_19 [\n",
+ " - 3.018927 asset_0^2 + 12.923459 asset_0*asset_1 - 28.187938 asset_0*asset_2\n",
+ " - 10.786620 asset_0*asset_3 - 19.269819 asset_0*asset_4\n",
+ " - 22.690682 asset_0*asset_5 - 17.492662 asset_0*asset_6\n",
+ " - 8.505347 asset_0*asset_7 - 5.974669 asset_0*asset_8\n",
+ " + 2.126292 asset_0*asset_9 - 4.256571 asset_0*asset_10\n",
+ " + 10.011086 asset_0*asset_11 - 16.995093 asset_0*asset_12\n",
+ " + 21.154407 asset_0*asset_13 - 26.692992 asset_0*asset_14\n",
+ " + 9.766123 asset_0*asset_15 - 4.209335 asset_0*asset_16\n",
+ " + 2.921136 asset_0*asset_17 - 20.399890 asset_0*asset_18\n",
+ " - 16.994256 asset_0*asset_19 - 16.815143 asset_1^2\n",
+ " + 71.860518 asset_1*asset_2 + 27.878137 asset_1*asset_3\n",
+ " + 49.110051 asset_1*asset_4 + 57.652421 asset_1*asset_5\n",
+ " + 44.749915 asset_1*asset_6 + 21.485553 asset_1*asset_7\n",
+ " + 14.868931 asset_1*asset_8 - 5.510864 asset_1*asset_9\n",
+ " + 10.102971 asset_1*asset_10 - 26.128271 asset_1*asset_11\n",
+ " + 42.731168 asset_1*asset_12 - 53.729815 asset_1*asset_13\n",
+ " + 67.643657 asset_1*asset_14 - 24.652934 asset_1*asset_15\n",
+ " + 10.920271 asset_1*asset_16 - 7.257856 asset_1*asset_17\n",
+ " + 51.910718 asset_1*asset_18 + 43.095547 asset_1*asset_19\n",
+ " - 77.895949 asset_2^2 - 60.128296 asset_2*asset_3\n",
+ " - 106.627160 asset_2*asset_4 - 124.938971 asset_2*asset_5\n",
+ " - 97.184359 asset_2*asset_6 - 46.304709 asset_2*asset_7\n",
+ " - 31.927327 asset_2*asset_8 + 11.762305 asset_2*asset_9\n",
+ " - 21.872040 asset_2*asset_10 + 56.146641 asset_2*asset_11\n",
+ " - 92.524241 asset_2*asset_12 + 116.239950 asset_2*asset_13\n",
+ " - 146.362613 asset_2*asset_14 + 53.617536 asset_2*asset_15\n",
+ " - 23.651343 asset_2*asset_16 + 15.776974 asset_2*asset_17\n",
+ " - 112.462706 asset_2*asset_18 - 93.027573 asset_2*asset_19\n",
+ " - 12.010007 asset_3^2 - 41.057905 asset_3*asset_4 - 48.100353 asset_3*asset_5\n",
+ " - 37.530828 asset_3*asset_6 - 17.752143 asset_3*asset_7\n",
+ " - 12.443580 asset_3*asset_8 + 4.579963 asset_3*asset_9\n",
+ " - 8.421176 asset_3*asset_10 + 21.741110 asset_3*asset_11\n",
+ " - 35.799125 asset_3*asset_12 + 44.562982 asset_3*asset_13\n",
+ " - 56.792234 asset_3*asset_14 + 20.760870 asset_3*asset_15\n",
+ " - 9.192172 asset_3*asset_16 + 6.141915 asset_3*asset_17\n",
+ " - 43.501704 asset_3*asset_18 - 35.835881 asset_3*asset_19\n",
+ " - 36.939676 asset_4^2 - 85.823932 asset_4*asset_5 - 66.810545 asset_4*asset_6\n",
+ " - 31.958203 asset_4*asset_7 - 21.875824 asset_4*asset_8\n",
+ " + 7.956951 asset_4*asset_9 - 15.202960 asset_4*asset_10\n",
+ " + 38.531594 asset_4*asset_11 - 63.644107 asset_4*asset_12\n",
+ " + 79.906788 asset_4*asset_13 - 100.439241 asset_4*asset_14\n",
+ " + 36.816439 asset_4*asset_15 - 16.479277 asset_4*asset_16\n",
+ " + 10.808254 asset_4*asset_17 - 77.312791 asset_4*asset_18\n",
+ " - 63.986723 asset_4*asset_19 - 50.688311 asset_5^2\n",
+ " - 78.238188 asset_5*asset_6 - 37.384282 asset_5*asset_7\n",
+ " - 25.821273 asset_5*asset_8 + 9.509756 asset_5*asset_9\n",
+ " - 17.430959 asset_5*asset_10 + 45.243786 asset_5*asset_11\n",
+ " - 74.628860 asset_5*asset_12 + 93.429916 asset_5*asset_13\n",
+ " - 117.721420 asset_5*asset_14 + 43.412875 asset_5*asset_15\n",
+ " - 19.291628 asset_5*asset_16 + 12.894078 asset_5*asset_17\n",
+ " - 90.504872 asset_5*asset_18 - 74.994263 asset_5*asset_19\n",
+ " - 30.795432 asset_6^2 - 29.162634 asset_6*asset_7 - 19.940872 asset_6*asset_8\n",
+ " + 7.221372 asset_6*asset_9 - 13.785418 asset_6*asset_10\n",
+ " + 35.013419 asset_6*asset_11 - 58.091999 asset_6*asset_12\n",
+ " + 72.551276 asset_6*asset_13 - 91.353773 asset_6*asset_14\n",
+ " + 33.491148 asset_6*asset_15 - 14.595570 asset_6*asset_16\n",
+ " + 9.813780 asset_6*asset_17 - 70.288157 asset_6*asset_18\n",
+ " - 58.153953 asset_6*asset_19 - 7.195590 asset_7^2 - 9.592133 asset_7*asset_8\n",
+ " + 3.519032 asset_7*asset_9 - 6.685185 asset_7*asset_10\n",
+ " + 16.819383 asset_7*asset_11 - 27.815349 asset_7*asset_12\n",
+ " + 34.617420 asset_7*asset_13 - 43.652314 asset_7*asset_14\n",
+ " + 15.956721 asset_7*asset_15 - 7.056272 asset_7*asset_16\n",
+ " + 4.799599 asset_7*asset_17 - 33.507142 asset_7*asset_18\n",
+ " - 27.876394 asset_7*asset_19 - 3.504110 asset_8^2 + 2.300039 asset_8*asset_9\n",
+ " - 4.556724 asset_8*asset_10 + 11.595001 asset_8*asset_11\n",
+ " - 19.237529 asset_8*asset_12 + 23.883857 asset_8*asset_13\n",
+ " - 30.080044 asset_8*asset_14 + 10.866055 asset_8*asset_15\n",
+ " - 4.901968 asset_8*asset_16 + 3.312268 asset_8*asset_17\n",
+ " - 23.171448 asset_8*asset_18 - 19.292437 asset_8*asset_19\n",
+ " - 0.752805 asset_9^2 + 1.682603 asset_9*asset_10 - 4.055870 asset_9*asset_11\n",
+ " + 6.851199 asset_9*asset_12 - 8.589748 asset_9*asset_13\n",
+ " + 11.096882 asset_9*asset_14 - 4.059236 asset_9*asset_15\n",
+ " + 1.819679 asset_9*asset_16 - 1.100393 asset_9*asset_17\n",
+ " + 8.280116 asset_9*asset_18 + 6.823982 asset_9*asset_19 - 1.853505 asset_10^2\n",
+ " + 7.837578 asset_10*asset_11 - 13.149350 asset_10*asset_12\n",
+ " + 16.290453 asset_10*asset_13 - 20.612415 asset_10*asset_14\n",
+ " + 7.493299 asset_10*asset_15 - 3.439429 asset_10*asset_16\n",
+ " + 2.134038 asset_10*asset_17 - 15.874561 asset_10*asset_18\n",
+ " - 13.191570 asset_10*asset_19 - 10.440646 asset_11^2\n",
+ " + 33.507249 asset_11*asset_12 - 41.880805 asset_11*asset_13\n",
+ " + 52.694814 asset_11*asset_14 - 19.357147 asset_11*asset_15\n",
+ " + 8.696285 asset_11*asset_16 - 5.643283 asset_11*asset_17\n",
+ " + 40.664504 asset_11*asset_18 + 33.815097 asset_11*asset_19\n",
+ " - 27.950881 asset_12^2 + 69.258166 asset_12*asset_13\n",
+ " - 87.230481 asset_12*asset_14 + 31.860227 asset_12*asset_15\n",
+ " - 14.180111 asset_12*asset_16 + 9.481618 asset_12*asset_17\n",
+ " - 67.097807 asset_12*asset_18 - 55.817808 asset_12*asset_19\n",
+ " - 43.783592 asset_13^2 + 109.650436 asset_13*asset_14\n",
+ " - 40.052260 asset_13*asset_15 + 17.628311 asset_13*asset_16\n",
+ " - 11.786595 asset_13*asset_17 + 84.207855 asset_13*asset_18\n",
+ " + 69.709927 asset_13*asset_19 - 69.525759 asset_14^2\n",
+ " + 50.330500 asset_14*asset_15 - 22.365240 asset_14*asset_16\n",
+ " + 14.857043 asset_14*asset_17 - 106.260680 asset_14*asset_18\n",
+ " - 87.523374 asset_14*asset_19 - 9.601430 asset_15^2\n",
+ " + 8.471786 asset_15*asset_16 - 5.731651 asset_15*asset_17\n",
+ " + 38.790291 asset_15*asset_18 + 32.007040 asset_15*asset_19\n",
+ " - 2.160196 asset_16^2 + 2.491929 asset_16*asset_17\n",
+ " - 17.201432 asset_16*asset_18 - 14.278392 asset_16*asset_19\n",
+ " - 1.111977 asset_17^2 + 11.477102 asset_17*asset_18\n",
+ " + 9.425935 asset_17*asset_19 - 40.975057 asset_18^2\n",
+ " - 67.296577 asset_18*asset_19 - 28.186419 asset_19^2 ];\n",
+ " \n",
+ "subject to {\n",
+ " budget:\n",
+ " asset_0 + asset_1 + asset_2 + asset_3 + asset_4 + asset_5 + asset_6\n",
+ " + asset_7 + asset_8 + asset_9 + asset_10 + asset_11 + asset_12 + asset_13\n",
+ " + asset_14 + asset_15 + asset_16 + asset_17 + asset_18 + asset_19 == 5;\n",
+ "\n",
+ "}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Solving using OPENQAOA\n",
+ "The class FromDocplex2IsingModel from OpenQAOA converts the docplex representation of the problem to its QUBO representation in Ising encoding (-1, 1). From there, it is only required setting the QAOA model and solve the QUBO."
+ ],
+ "metadata": {
+ "id": "bGiuW5DNuUPR"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Converting the Docplex model into its qubo representation\n",
+ "qubo = FromDocplex2IsingModel(mdl)\n",
+ "## Docplex QUBO model\n",
+ "#mdl_qubo = qubo.qubo_docplex\n",
+ "# Ising encoding of the QUBO problem\n",
+ "ising_encoding = qubo.ising_model\n",
+ "\n",
+ "# Print in a df the ising encoding (we need to remove keys: 'problem_instance' and 'metadata'))\n",
+ "ising_encoding_dict = ising_encoding.asdict(exclude_keys=['problem_instance', 'metadata'])\n",
+ "pd.DataFrame(ising_encoding_dict)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 441
+ },
+ "id": "uxrFbR1cuSiM",
+ "outputId": "3e563432-c795-41ee-8c9e-36d2b63c3a70"
+ },
+ "execution_count": 27,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Warning: Model name contains whitespaces: |Portfolio Optimization|\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " terms weights constant n\n",
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+ "4 [0, 5] 3580.925212 215109.366118 20\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 27
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Specific local device usign qiskit backend\n",
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "qaoa = QAOA(device)\n",
+ "#Indicate the properties to the QAOA quantum algorithm,shots,seed\n",
+ "qaoa.set_backend_properties(n_shots=130, seed_simulator=1) ##we not use 1024 because its so extend operation\n",
+ "#check the p value and the variational init params\n",
+ "qaoa.set_circuit_properties(p=2, init_type=\"custom\", variational_params_dict={\"betas\":2*[0.01*np.pi],\"gammas\":2*[0.01*np.pi]})\n",
+ "\n",
+ "#Indicate the ising e ncoding model from docplex\n",
+ "qaoa.compile(ising_encoding)\n",
+ "\n",
+ "#Optimize the quantum algorithm\n",
+ "qaoa.optimize()\n",
+ "pd.DataFrame(qaoa.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "E1AT8B4vvDa9",
+ "outputId": "f776c5f8-d247-4615-dd50-d4673e9ffcb5"
+ },
+ "execution_count": 29,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 01000100000001010100 77.547180 0.007692\n",
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+ "2 00101000000101100000 144.839121 0.007692\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 29
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# To find the correct answer using ground_state_hamiltonian\n",
+ "# and the paremeter is a cost_hamiltonian\n",
+ "correct_solution = ground_state_hamiltonian(qaoa.cost_hamil)\n",
+ "print(\"correct solution: \",correct_solution)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "0XQ33h3BvDuB",
+ "outputId": "7c9f3fcc-550f-4fe4-9f84-56bfa33d6fa7"
+ },
+ "execution_count": 30,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "correct solution: (-1.8583942014956847, ['01001000001000011000'])\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Solution with Docplex\n",
+ "Using the class `FromDocplex2IsingModel`, to convert the DOCPLEX model into a QUBO representation that is the input from the QAOA object.\n",
+ "The QUBO problem can be solved classically using DOCPLEX. This is a good comparision between QAOA against classical optimizers."
+ ],
+ "metadata": {
+ "id": "0_-44XMAwHPv"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Docplex QUBO model\n",
+ "mdl_qubo = qubo.qubo_docplex\n",
+ "\n",
+ "#docplex solution\n",
+ "sol = mdl_qubo.solve()\n",
+ "mdl_qubo.print_solution(print_zeros=True)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "5f7sixORvxDB",
+ "outputId": "e636ef1a-029e-4b73-b853-7d344309fccd"
+ },
+ "execution_count": 31,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "objective: -1.858\n",
+ "status: OPTIMAL_SOLUTION(2)\n",
+ " asset_0=0\n",
+ " asset_1=1\n",
+ " asset_2=0\n",
+ " asset_3=0\n",
+ " asset_4=1\n",
+ " asset_5=0\n",
+ " asset_6=0\n",
+ " asset_7=0\n",
+ " asset_8=0\n",
+ " asset_9=0\n",
+ " asset_10=1\n",
+ " asset_11=0\n",
+ " asset_12=0\n",
+ " asset_13=0\n",
+ " asset_14=0\n",
+ " asset_15=1\n",
+ " asset_16=1\n",
+ " asset_17=0\n",
+ " asset_18=0\n",
+ " asset_19=0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Improve the QAOA circuit with other parameters for diferent optimization\n",
+ "\n",
+ "####Perform the same process as above now with the variant of using different backends, p values, and different optimizers until you find the one that can provide the correct answers with the least number of iterations, quantum circuit depth."
+ ],
+ "metadata": {
+ "id": "X9IO7lbqw1ot"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Parametrization and Initialization\n",
+ "There are many different ways in which a QAOA circuit can be parametrized, and even more the ways in which these parameters can be initialized."
+ ],
+ "metadata": {
+ "id": "HSvM7hC64GNx"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Basic Parametrizations\n",
+ "We currently offer 7 different parametrizations for QAOA. They fall broadly into three categories:\n",
+ "\n",
+ "The Standard classes are parametrization that have the\n",
+ " $\\gamma$'s and\n",
+ " $\\beta$'s as free parameters, as defined in the seminal paper by Farhi et al. [1].\n",
+ "The Fourier classes have the discrete cosine and sine transforms of the\n",
+ "$\\gamma$'s respective\n",
+ "$\\beta$'s as free parameters, as proposed by Zhou et al. [2].\n",
+ "The Annealing class is based on the idea of QAOA being a form of discretized, adiabatic annealing. Here the function values $s(t_i)$\n",
+ " at equally spaced times\n",
+ " are the free parameters.\n",
+ "Except for the Annealing parameters, each class also comes in three levels of detail:\n",
+ "\n",
+ "StandardParams and FourierParams offer the\n",
+ " $\\gamma$'s and\n",
+ " $\\beta$'s as proposed in references given above.\n",
+ "StandardWithBiasParams and FourierWithBiasParams allow for extra\n",
+ "$\\gamma$'s for possible single-qubit bias terms and their discrete sine transform, respectively.\n",
+ "ExtendedParams and FourierExtendedParams offer full control by having a separate set of rotation angles for each term in the cost and mixer Hamiltonians, respective having a seperate set of Fourier coefficients for each term."
+ ],
+ "metadata": {
+ "id": "c7dL88_r4Okc"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Standard parametrization\n",
+ "The StandardParams class implements the original and conventional form of the QAOA. In every layer of the circuit, the mixer and cost Hamiltonians are applied with coefficients $\\beta(q)$\n",
+ " and $\\gamma(q)$\n",
+ ", respectively. That gives a total of 2p parameters for a circuit of p layers to be optimised."
+ ],
+ "metadata": {
+ "id": "4ekIG-S4xBIe"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "For example, for a depth-2 (p=2) circuit, the unitary operator corresponding to the QAOA circuit would take the form:\n",
+ "$U(\\beta_1,\\beta_2,\\gamma_1,\\gamma_2) = e^{-i\\beta^{(2)} H_{M}} e^{-i\\gamma^{(2)} H_{C}} e^{-i\\beta^{(1)} H_{M}} e^{-i\\gamma^{(1)} H_{C}}.$"
+ ],
+ "metadata": {
+ "id": "HM07tF715dVk"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_std = QAOA(device)\n",
+ "p=2\n",
+ "q_std.set_circuit_properties(p=p, param_type='standard', init_type='ramp')\n",
+ "q_std.set_classical_optimizer(maxiter=130)\n",
+ "q_std.compile(ising_encoding)\n",
+ "#q_std.compile(mdl_qubo)"
+ ],
+ "metadata": {
+ "id": "Q3qhlr_uxAjI"
+ },
+ "execution_count": 36,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_std.optimize()\n",
+ "\n",
+ "print(\"Optimized Hamiltonian cost with StandardParams:\", q_std.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "lNQ5yam5vxT2",
+ "outputId": "2d2417a6-9af2-4256-e67c-18489af0e28c"
+ },
+ "execution_count": 37,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized Hamiltonian cost with StandardParams: 185199.26217371755\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_std.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "TMYB4CLmvxgw",
+ "outputId": "3837bd86-6e2f-4b56-c5f2-c85bf34bf586"
+ },
+ "execution_count": 38,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00100000001000001101 208.182092 0.01\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 38
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_std.result.plot_cost() ##PLOT OF STANDARD PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "bfIGHmwWxSSl",
+ "outputId": "f9276b98-9f94-4699-d2b4-6af748fb7432"
+ },
+ "execution_count": 39,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Extended parametrization\n",
+ "The ExtendedParams class implements the most general form of the QAOA where each operator in both the cost and mixer Hamiltonians has its own angle. For example, for a depth-1 (p=1) circuit the unitary operator corresponding to the QAOA circuit would now take the form:"
+ ],
+ "metadata": {
+ "id": "t26Opw8EqkDZ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "$e^{i\\sum_{j}\\beta_{j}^{(1)}X_j}e^{-i\\sum_{j\\in s} \\gamma_{j}^{(1)}h_{j}Z_j} e^{-(i/2)\\sum_{j,k \\in \\Pi}\\Gamma_{jk}^{(1)}g_{jk}Z_jZ_k}$"
+ ],
+ "metadata": {
+ "id": "88qukijh6tIB"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "\n",
+ "q_extend= QAOA(device)\n",
+ "p=2\n",
+ "q_extend.set_circuit_properties(p=p, param_type='extended', init_type='ramp')\n",
+ "q_extend.set_classical_optimizer(maxiter=130)\n",
+ "q_extend.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "I5qDudkCxyMg"
+ },
+ "execution_count": 41,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_extend.optimize()\n",
+ "print(\"Optimized Hamiltonian cost with Extended Params:\", q_extend.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "b9VhFbOex2SB",
+ "outputId": "76291f78-53ea-4ae6-cb2a-73e87c1f36cb"
+ },
+ "execution_count": 42,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized Hamiltonian cost with Extended Params: 173870.3038149183\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_extend.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "Nzw0UQz8x2mQ",
+ "outputId": "f7ca2d6c-c699-4950-e2c1-9e3d35e8543a"
+ },
+ "execution_count": 43,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 01000100100110000000 30.974422 0.01\n",
+ "1 00000001001000111000 82.967951 0.01\n",
+ "2 00001000101101001000 7150.455909 0.01\n",
+ "3 00000101100101000001 7183.255207 0.01\n",
+ "4 10001000011000000000 7197.380467 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 01000100100110000000 \n",
+ " 30.974422 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 00000001001000111000 \n",
+ " 82.967951 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 00001000101101001000 \n",
+ " 7150.455909 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 00000101100101000001 \n",
+ " 7183.255207 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 10001000011000000000 \n",
+ " 7197.380467 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 43
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_extend.result.plot_cost() ##PLOT OF EXTENDED PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "rDTkhrL_x9Bb",
+ "outputId": "bbea74f0-451b-4657-e7b0-d653223a5c44"
+ },
+ "execution_count": 44,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Annealing parametrization\n",
+ "The QAOAVariationalAnnealingParams class implements a discretised form of quantum annealing.\n",
+ "\n",
+ "In quantum annealing, we start in the ground state of a mixer Hamiltonian,$H_M $\n",
+ ", and gradually evolve to the ground state of a cost Hamiltonian, $H_C$\n",
+ ", according to some annealing schedule function $s(t)$\n",
+ ", where $t$\n",
+ " denotes time. If it were possible to perform the transformation infinitesimally slowly, we would be guaranteed to arrive at the exact ground state of the cost Hamiltonian. In practice, the transformation is performed over some finite time, and we hope to prepare the ground state of $H_C$\n",
+ " with some acceptably high probability.\n",
+ "\n",
+ "At any time $t$\n",
+ " during the procedure, the instantaneous Hamiltonian is given by:\n",
+ " $H(t) = \\left(1 - s(t)\\right)H_M + s(t)H_C$\n",
+ " where $s(0) = 0$\n",
+ ", and $s(t = T) = 1$\n",
+ ", and $T$\n",
+ " is the total annealing time."
+ ],
+ "metadata": {
+ "id": "G67XDtWRqkGP"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_annealing = QAOA(device)\n",
+ "p=2\n",
+ "q_annealing.set_circuit_properties(p=p, param_type='annealing', init_type='ramp')\n",
+ "q_annealing.set_classical_optimizer(maxiter=40)\n",
+ "q_annealing.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "TOXORKp-zx9u"
+ },
+ "execution_count": 45,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_annealing.optimize()\n",
+ "\n",
+ "print(\"Optimized HAMILTONIAN cost with AnnealingParams:\", q_annealing.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "MatiYuPizyPQ",
+ "outputId": "133e9688-54d2-47e2-8be2-0e737e25d9fc"
+ },
+ "execution_count": 46,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with AnnealingParams: 173568.879240601\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_annealing.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "qSGt15mezyd5",
+ "outputId": "85093d33-7571-4bac-a95f-3fd2c5333f55"
+ },
+ "execution_count": 47,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 10011000000000010100 33.077903 0.01\n",
+ "1 01100010000000011000 50.675926 0.01\n",
+ "2 00110100000010100000 994.440441 0.01\n",
+ "3 10001000010100001100 7158.890082 0.01\n",
+ "4 01000111000100000100 7183.786695 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10011000000000010100 \n",
+ " 33.077903 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 01100010000000011000 \n",
+ " 50.675926 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 00110100000010100000 \n",
+ " 994.440441 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 10001000010100001100 \n",
+ " 7158.890082 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 01000111000100000100 \n",
+ " 7183.786695 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 47
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# annealing optimized schedule\n",
+ "opt_schedule = q_annealing.result.optimized['angles']\n",
+ "p_i = range(1,p+1)\n",
+ "fig = plt.figure(figsize=(8,5))\n",
+ "plt.plot(p_i,opt_schedule,lw=0.3,ls='--',marker='o')\n",
+ "plt.xlabel('p')\n",
+ "plt.title(f'Optimized annealing (discrete) schedule for p={p}');"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 487
+ },
+ "id": "wkN0F6Moz_Mu",
+ "outputId": "314ad425-82f2-4c4e-db14-3a069634dfa6"
+ },
+ "execution_count": 48,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_annealing.result.plot_cost() #PLOT OF ANNEALING PARAMETRIZAATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "Wos6fYK50HGI",
+ "outputId": "90136e55-8fa1-44cb-e483-2b0280807cf7"
+ },
+ "execution_count": 49,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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NmuDWW2/Fddddh3HjxgEAOnfujAcffBADBgxA9erVMWHCBF2/H4/iy0o90kR6ejpiY2ORlpaGmJgYs8MhIiIiIipVVlYWdu/ejaSkJISfv1CNfFLWz9Cf3IAjbURERERERBbGpI2IiIjIJg4eBHbvNjsKIjIakzYiIiIiGygoADp2BBo0AA4fNjsaIjISkzYiIiIiGzhwADh0SJ5/+625sRCRsZi0EREREdnAzp3e53PnmhcHuQ/rFlacVj87Jm1ERERENrBjh/f5ggVAdrZ5sZA7hISEAIDuPcicTP3ZqT/LiqqkRTBEREREpK+qVYGrrpJCJL/8AoSFmR0ROV1wcDDi4uJw5MgRAEBkZCQ8Ho/JUdmDoig4e/Ysjhw5gri4OAQHBwd0PCZtRERERDZw003yIDJSYmIiABQmbuSfuLi4wp9hIJi0ERERERFRiTweD2rWrIkaNWogNzfX7HBsJSQkJOARNhWTNiIiIiKLUxTg7FkgKkr+/fHHwP/+B7zwAtC5s7mxkTsEBwdrloCQ/1iIhIiIiMjijh4FoqOBiy4C8vKkEMmPPwJffWV2ZERkBCZtRERERBanVo4MDgYqVQL69pV/z5kjo3BE5GxM2oiIiIgsTu3R1rChbFNSgNBQSea2bDEvLiIyBpM2IiIiIotTR9oaNZJt5crA1VfL86+/NiUkIjIQkzYiIiIii1NH2tSkDQD69ZPtnDmGh0NEBmPSRkRERGRx6kibOj0SAPr0ke2KFcChQ8bHRETGYcl/IiIiIosraaStZk3g8suB8HDgxAmgVi1zYiMi/TFpIyIiIrKwvDypFrlzJ9CgQfHPLV4sFSWJyNmYtBERERFZWKVKwAcflPw5JmxE7sA1bUREREQ2d+iQdwolETkPkzYiIiIiCzt+HMjMLP3zkyYBtWsDL7xgXExEZCwmbUREREQW9tRTQGQk8O9/l/z59u1l+913QG6ucXERkXGYtBERERFZmFruPzGx5M9fdhlQvTpw6hTw88+GhUVEBmLSRkRERGRhatJWtNx/UcHBwA03yHM22iZyJiZtRERERBaVmQkcPCjPizbWPl/fvrL9+mtAUXQPi4gMxqSNiIiIyKJ27ZJtbCxQtWrp+/XoIeve9u8H1q41JDQiMhCTNiIiIiKLUqdGNmwIeDyl7xcRAaSkyHNOkSRyHjbXJiIiIrIotfdaaevZinr0UeCmm4Drr9c3JiIyHpM2IiIiIotq3hy4+26gc+fy9+3WTfdwiMgkTNqIiIiILOraa+VBRO7GNW1EREREDnHkCPCvfwGPPWZ2JESkJSZtRERERBaUlwds2QJkZfn+NadPA08/DUyeDJw4oV9sRGQsJm1EREREFrRnj6xpq1bN995rDRsCLVsC+fnAd9/pGh4RGYhJGxEREZEFqZUjk5LKLvd/PrXRNkv/EzkHkzYiIiIiCyrao80f/frJdt48/6ZWEpF1MWkjIiIisiB/erQV1a4dULs2kJEBLFyofVxEZDwmbUREREQWVNGRNo8HuOEGec4pkkTOwKSNiIiIyILUkTZ/kzZA1rVFRgJBvNIjcgQ21yYiIiKymIKCik+PBICrrwaOHQMiIrSNi4jMwaSNiIiIyGJycoBnn5XErW5d/7++UiV5EJEz8M+ZiIiIyGLCw4F//EObY+3eLW0DiMi+ONOZiIiIyIHy84FLLwUaNAD++svsaIgoEEzaiIiIiCzmr7+AbdtkmmRFBQcDCQnynFUkieyNSRsRERGRxTz3HNC0KTB5cmDH6dtXtl9/HXBIRGQiJm1EREREFhNI5cii1H5ty5cDhw8HdiwiMg+TNiIiIiILUZSKN9Y+30UXAe3ayTHnzg08NiIyB5M2IiIiIgs5fhxITwc8HikiEqh+/WTLdW1E9sWkjYiIiMhC1FG22rWl9H+g1HVtCxYAGRmBH4+IjMc+bUREREQWotV6NlXLlsDjjwOXXw6EhGhzTCIyFpM2IiIiIgvRaj2byuMBXntNm2MRkTmYtBERERFZyDXXSKLVpo3ZkRCRVTBpIyIiIrKQzp3lobW1a4EvvpA1bh06aH98ItIPkzYiIiIiF3jjDeDjj6UYCZM2Inth9UgiIiIii8jMBObN865r05JaRXLOHOnbRkT2YWrSNn78eHTo0AGVK1dGjRo10K9fP2zbtq3YPkOHDkXDhg0RERGB6tWro2/fvti6dWuxffbt24devXohMjISNWrUwJNPPom8vLxi+yxZsgRt27ZFWFgYGjVqhGnTpl0Qz+TJk1G/fn2Eh4ejU6dOWLFiRbHPZ2VlYdiwYahatSqio6PRv39/HD58WJsfBhEREbne1q3AddfpMz0yJUVaCOzeDWzcqP3xiUg/piZtS5cuxbBhw/D7779jwYIFyM3NRc+ePZFRpIlIu3bt8OGHH2LLli2YP38+FEVBz549kZ+fDwDIz89Hr169kJOTg2XLluGjjz7CtGnT8PzzzxceY/fu3ejVqxe6d++OtWvXYsSIEbjvvvswf/78wn1mzJiBUaNG4YUXXsCaNWvQunVrpKSk4MiRI4X7jBw5Et9++y1mzZqFpUuX4tChQ7jpppsM+EkRERGRG2hdObKoqCigRw95/vXX2h+fiHSkWMiRI0cUAMrSpUtL3WfdunUKAGXHjh2KoijK999/rwQFBSmpqamF+0ydOlWJiYlRsrOzFUVRlNGjRystWrQodpwBAwYoKSkphf/u2LGjMmzYsMJ/5+fnK7Vq1VLGjx+vKIqinDp1SgkJCVFmzZpVuM+WLVsUAMry5ct9+v7S0tIUAEpaWppP+xMREZG7jB+vKICi3HmnPsd//305frt2+hyfiHznT25gqTVtaWlpAIAqVaqU+PmMjAx8+OGHSEpKQp06dQAAy5cvR6tWrZCQkFC4X0pKCtLT07Fp06bCfXqot5aK7LN8+XIAQE5ODlavXl1sn6CgIPTo0aNwn9WrVyM3N7fYPk2bNkXdunUL9zlfdnY20tPTiz2IiIiISqPnSBsA9Okj7QRWrwb279fnHESkPcskbQUFBRgxYgS6dOmCli1bFvvclClTEB0djejoaPzwww9YsGABQkNDAQCpqanFEjYAhf9OTU0tc5/09HRkZmbi2LFjyM/PL3GfoscIDQ1FXFxcqfucb/z48YiNjS18qIkmERERUUl27pRto0b6HD8hAUhOBqpUAc4rI0BEFmaZpG3YsGHYuHEjPv/88ws+N3DgQPz5559YunQpmjRpgltvvRVZWVkmROmfMWPGIC0trfCxn7e0iIiIqAzqSJteSRsAzJwJHD7sXd9GRNZniT5tw4cPx9y5c/Hzzz/joosuuuDz6khV48aNcdlllyE+Ph6zZ8/G7bffjsTExAuqPKoVHRMTEwu351d5PHz4MGJiYhAREYHg4GAEBweXuE/RY+Tk5ODUqVPFRtuK7nO+sLAwhIWF+ffDICIiIlfKzAQOHJDnek2PBIDatfU7NhHpw9SRNkVRMHz4cMyePRuLFi1CUlKST1+jKAqys7MBAMnJydiwYUOxKo8LFixATEwMmjdvXrjPwoULix1nwYIFSE5OBgCEhoaiXbt2xfYpKCjAwoULC/dp164dQkJCiu2zbds27Nu3r3AfIiIiokB8/DEwbhxQrZr+51IUgMvtiezB1JG2YcOGYfr06ZgzZw4qV65cuDYsNjYWERER2LVrF2bMmIGePXuievXqOHDgAF555RVERETg+uuvBwD07NkTzZs3x1133YUJEyYgNTUVzz33HIYNG1Y4yvXggw/i7bffxujRo3HPPfdg0aJFmDlzJr777rvCWEaNGoXBgwejffv26NixIyZOnIiMjAzcfffdhTHde++9GDVqFKpUqYKYmBg88sgjSE5OxmWXXWbwT46IiIicJiICuOsuY871zTfA8OFAly7AZ58Zc04iqjhTk7apU6cCALp161bs4x9++CGGDBmC8PBw/PLLL5g4cSJOnjyJhIQEXHHFFVi2bBlq1KgBAAgODsbcuXPx0EMPITk5GVFRURg8eDBefPHFwuMlJSXhu+++w8iRIzFp0iRcdNFF+OCDD5CSklK4z4ABA3D06FE8//zzSE1NxaWXXop58+YVK07yxhtvICgoCP3790d2djZSUlIwZcoUHX9CRERERNqrUUOqR37/PZCTA5yr70ZEFuVRFEUxOwi3SE9PR2xsLNLS0hATE2N2OERERGQhv/4q69ratNF/emRBgaxtS00F5s8HevbU93ykraNHgSlTgAceAGrWNDsaqih/cgPLVI8kIiIicrOXX5bkac4c/c8VFATccIM8N+J8pK1OnYCxY4G33zY7EjIKkzYiIiIiC9C7sfb5+vaV7Zw5UpSE7GHTJmD3bnl+xx3mxkLGYdJGREREZLK8PGDPHnmuZ4+2oq66CoiKAg4eBFavNuacFLj/+z/Z9u8PtGhhbixkHCZtRERERCbbt08St7AwoFYtY84ZHg5cd5085xRJe9i+Hfj8c3n+7LPmxkLGskRzbSIiIiI327lTtg0bynozowwaJEli797GnZMqbvx4KSJz1VXAc89JM/YVKyTZJ2dj0kbkh/x8YPFi6WsTEWF2NERE5BRGr2dT9ekjD7K+PXuATz6R5y+/DHTvDmRlyfTWBg1MDY0MwOmRRH5YsQIYMwaYMMHsSIiIyEnUkTaj1rOR/WzYIGsQe/QALrsMqFNHPr5/v7lxkTE40kbkh3XrgFWrpCkpERGRVu65B2jVCmja1Phz5+UBv/wCrF8PPPaY8ecn3/TpA+zdC5w4If++6CJZ48akzR2YtBH5QZ1+oFb4IiIi0kLz5vIww4EDskYqKAgYOFD/xt5UcbGx8gC8I20HDpgXDxmH0yOJfFBQALzxhkxLAIBdu9jThoiInKF+faB1a3mvmzvX7GjofEeOAPPnX3jdwemR7sKkjcgHP/4IjBrlra6VlQWkppobExEROcPJk8C770qhK7MUbbRN1vLvfwPXXgsMHVr84xddJFsmbe7ApI3IBxMnynbIECApSZ6ri8aJiIgCsWED8OCDwH33mRdDv36ynT8fOHvWvDiouOPHgcmT5fkNNxT/XJ06QEwMEBpqfFxkPCZtROXYvFnexDwe4JFHvOvadu0yNy4iInKGoj3azHLppUDdukBmJvDTT+bFQcVNmgRkZMj/T69exT93/fVAWhrwxRemhEYGY9JGVI4335Rtv36SsDFpIyIiLak92sws9+/xeEdyOEXSGtLSvNcgzz0n/0dFnf9vcjYmbURlOH4c+PhjeT5ihGwfeQRYuhQYNsy0sIiIyEHMaqx9PnWK5Nq1ZkZBqrfflsSteXPgxhvNjobMxqSNqAzvvSdTRdq0AS6/XD7WqhVwxRVA9ermxkZERM5glcbaV1whvUhXrTI3DgLOnJGq1QDw7LPSjqEkDz0klT9/+8242MgcTNqIynD2LBAeDowcyWkIRESkPUWxzkhbSAjQrh3f76xg3z6gRg1J5G+9tfT9duyQpugsjuZ8TNqIyvDPf0op3QEDvB8rKADefx94+mlZHExERFRRJ07IFDjAu2baCvLy2I/UTM2bAxs3AgsXApUqlb4fy/67B5M2onJUq1a8nG5QEDB6NPCvfwG7d5sXFxER2V90tKyT/t//gMhIs6ORRG3oUCAxEdi61exo3C0oSCp6lkVtsH3ggP7xkLmYtBGVYMsWYPXq0j+vTmFhBUkiIgpEWJisJbvjDrMjER6PTM07fpxVJM2QnQ28847vvfLUpI0jbc7HpI2oBC+8ALRvD4wfX/LnWfafiIicSq0i+fXXZkbhTh99JMVFLr/ct+mpnB7pHkzaiM6zdy/w5ZfyvHfvkvdRkzYu/CUiokDMnCnrpPfsMTsSrz59ZPvHH8Dhw+bG4ia5ud6bxYMG+VYQhiNt7sGkjeg8b78txUauvlrK+5eE0yOJiEgLkyYBDzwArFhhdiRetWp5b07+9Ze5sbjJ9OmSvFevDtx/v29fU6cOEBMj/2c5ObqGRyYrox4NkfucOSN3PAFvM+2ScHokERFpwSo92s5Xs6a8x3GkzRj5+cD//Z88f/xx34vSxMZ6q4+Ss3GkjaiIjz6SF79GjYDrry99PzVp271bRuWIiIj8dfq0Nykyu0fb+RISZMukzRizZsmoZnw88PDDZkdDVsSRNqJzCgpkmgoAPPaYlNotTd26wJIlkryxCSkREVWEOlujWjUZMbGSNm2kh1z16mZH4nwFBcDLL8vzESOAypVNDYcsiiNtROfs3QtkZsob55AhZe8bHAxceaXMJWfSRkREFbFjh2ytNsoGAM89ByxeDNx6q9mROF9amvwOxMYCjz7q/9dPmgRccgnw+uvax0bWwZE2onOSkuSu5+bN0uyUiIhIT1Zdz0bGio+X9grHjgFxcf5//cmTwIYNbIbudBxpIyoiJARo3dq3fX/9FRgzRso1ExER+cvKI20qrts2TrVqFfs6tez/gQPaxULWw6SNCMCqVUBenn9fs2wZ8MorwJw5+sRERETO9uKLwKJFwJ13mh3Jhdatk2IkTZqYHYlzKQowYYIszwgEe7W5A5M2cr2jR4GuXaWoiD9VstQ7o2ywTUREFZGYCHTvDjRubHYkF6pcGThyBDh0SJIL0t6iRcBTT0lP2DNnKn4cJm3uwKSNXO+dd4DsbHnzrFHD969jrzYiInIqteR/Zqa0JiDtvfSSbAcPDmwt/UUXyTYtjf9XTsakjVwtOxuYMkWejxjhXyVINWk7epQvkkRE5J8DB4BnngH+9z+zIylZVJQ3kWCvNu39+qu0DgoJAUaPDuxYlSt7W0ZwXZtzMWkjV5s5E0hNBWrVAm6+2b+vjY0FqlaV57t3ax8bERE517p1wPjxwKuvmh1J6dhgWz/qKNuQId7pjYFo2RJo0UJGRsmZmLSRaykK8MYb8nzYMCA01P9jqKNtXNdGRET+UCtHWrncf2KibFNTzY3DaVauBObPl56vTz+tzTF//RXYuBFo21ab45H1MGkj1/r1V+DPP4HwcOCBByp2DCZtRERUEer7hpXL/XOkTR/qKNvAgd7rCKLyMGkj15o3T7aDBlW8N8r48cCePcDIkZqFRURELmCHkba2baW6pT9FuqhsBQVA8+ayxOKZZ8yOhuzEoygs5GqU9PR0xMbGIi0tDTExMWaHQ5ApCtWqAUlJZkdCRERucvHFwF9/AQsXAlddZXY0ZLSzZ4HISO2Ot2AB8PjjQNOmsl6f7MGf3KCSQTERWVKHDmZHQEREbpOf7y1gZeWRNtKPlgkbINWvN2yQ3y1yJk6PJNfJyACOH9fmWGfPAs8+K/PS+UJJRES+2L8fyM2VAli1a5sdTfkKCsyOwBlee03K/Osxx40Ntp2PSRu5zn/+Iy9u//d/gR8rLEzKNU+fDhw8GPjxyD62bQO2bjU7CiKyo7p1ZT304sVSQdCq1q2T9WwcDQzczp3AU0/JGsEtW7Q/vtpg+/RpabJNzsOkjVwlPx94803pY1KlSuDHCw4G6teX57t2BX48sofsbFk30KyZjNwSEfkjKAioVw/o3NnsSMpWuTJw9Chw6JA+o0NuMn68jFhed50UItFaVBQQHy/POdrmTEzayFXmzpW7XfHxwF13aXNMlv13n6JviNu2mRcHEZGe1JL/2dlAerq5sdjZvn3ARx/J83/8Q7/zqFMkDxzQ7xxkHiZt5CoTJ8r2gQfkrpQW1KSNI23u0agR0KWLPNdjmgsROdvrrwPPPWf914+oKCA6Wp6zV1vF/etfQF6eVAlNTtbvPFzX5mxM2sg11q6VBcDBwcDw4dodV22MyqTNXVq2lO3mzebGQUT2M20a8PLLsq7N6tTRttRUc+Owq0OHZC09IIm6npo1k/emsDB9z0PmYNJGrqGOst1yi3fBrhY4PdKd1DUJTNqIyB+K4n2/UG/6WVliomw50lYxr70m00u7dAG6ddP3XK++KmX/Bw3S9zxkDvZpI1c4cwb48kt5PmKEtsdWk7Z9+7Q9LlnXAw94f5+sPr2JiKwlNVXaxQQFeQtZWZk60sakrWLatZMp9c89J73UiCqKSRu5QnQ08NdfwNdfA506aXvsZs1kaqQ6l5yc79tvgRMn5PmZM1KV1Mplu4nIOnbskG3dutKnzeratgVOnZLS/+S/gQOBAQP4HkGB4/RIco2aNYGHHtL+uKGhQFISUIm3QFwhPd27tmPXLqnSxTdjImvKzLReY2h1aqRdep89+yywcCFw661mR2JflSoZM8r2999Aq1ayBIQtGpyHSRs5HvtokZa2b5dtQoIk60RkXRMnAlWrSo8sq1BH2uywno0qbsoU4J13ZD2bUeLigI0bgYMHZXSUnIVJGzmaogBduwI9e3rfKPUwa5ZMgZg+Xb9zkDX89ZdsGzc2Nw4iKt+vv8rF6/HjwDffmB2NUCsN22WkTWW1EUsrS0+XEcqHHpL+sEaJiACqVZPnLPvvPEzayNGWLpVS/7/9BlSpot951q2ThO2XX/Q7B1mDmrQ1aQIsXgxcey3wyCPmxkREFyooAJYtk+f//resKzpzxtyYAODjj2WKpF0q/K1bB1Svbr8k00xTpsjNgosvBvr1M/bcanVsJm3Ow6SNHE0t8z94sL5JG3u1uUfRpO3sWWD+fOn/R0TWsnmzXDhHRkqVxqwsY0c9SlOpklQdtkthj9hY4Ngx6TfGdVLly8iQmwSAjLYZveZZLYp24ICx5yX9MWkjx9qxwzsd5rHH9D0Xe7W5R24uEBIiSZvaq+2vv4C8PHPjIqLifvtNtpddBtxxhzyfOdO8eOxKLfmfnS3T/qhs//mPJLkNGgC33278+dWkjSNtzsOkjRzrrbfkruD118sUBT2pSdvevbx4d7qZM2WErXdvoF49WUOQk8NRViKr+fVX2Xbt6q18+P335iYemzfL+ufXXzcvBn9FRACVK8tz9mor388/y3boUHOqSnN6pHMxaSNHSksD/vtfea51M+2S1Kolpf/z8jglwQ0qVZLRtqAgoGlT+RibbBNZizrS1qULcMklMjqenS19Fs2irn/++mvzYqiIxETZqu1OqHQHD8rWrOqgjRsDLVrIdQk5C5M2cqSPP5YF582bAz166H++4GBv+XeOuLiLOkVy82Zz4yAir/x8GdHq3l2mR3o8UogEMHeKpDqF3m7l/tUpkhxpK1/t2jILo25dc85/881S9t9KbS5IG2wHTI70wANATIwsoDaioSUgUyR37OCdSCf77DOZ1nTzzcBTT8nH1KSNI21E1hEcDPzzn8U/duut8rGlS6UoSXi48XGprWfsVomRSZvvvvjC7AjIqZi0kSOFhUnFSCN9+qkkimbMYSdjrFsHrFoFdOrk/VizZtLQNDTUtLCIyActWgCzZwNXX21OwgbYd6StXTupxKkmb2QPimLcjWvSHy8vyXEKCmStkdH0bClA1lC03L+qb1/gxAm+MRJZydKlQMuWQNWq3o95PMb3zDqfXUfaxoyRB9nDVVcBa9ZIO5pLLzU7GtIK17SRo6xaJRfUU6eaHQk50fbtsi2atAUFMWEjspIzZ2Q0rVo14O+/S9/P6J5jGRne6fN2G2kj33z3naxlu+8+c+NIT5eCbKwg6SxM2shRJk2S6Sdq1TAjHT0K3Hkn0LOn8ecm/RUUeJO2xo3NjYWISrdihRQiqVsXqFnzws9/9BHQtq1sjbRvn6y1q1IFiI839txayc83OwJr27tXEqXjx82Ng2X/nYlJGznGoUPAjBny3Igy/+eLiAD+9z9gwQLg5Enjz0/62r9fyoWHhEhlsKImTJBE7o03zImNiLzU/mxdupT8+f37gT//NL6KZLNmQGYmsHatsefVwrp1MnJpt2mdRlNb/tSubW4caoNttiByFiZt5BhTpgC5ufJG3b698eePjvYu0t692/jzk77U9WwNG15YbObsWVmrsnGj8XERUXFF+7OV5JZbZLtggaxHNVJIiPeC2k5iY2X06O+/jZ9WaidqjzarJG0caXMWJm3kCJmZwDvvyPORI82Lo0ED2aoVwsg5srNlNE0t8V9Us2ayZa82InPl5QHLlsnzrl1L3ufii4HWrWXf2bONi83O1BuS2dmyXopKpiZt6vREs3B6pDMxaSNHmD5d7gLWqyfV/MyiJm1ssO08vXvLaFtJPXiK9mrjXWgi82zYIIVIYmKkemRpbr1VtkZOkRwxArjrLplqaDcREUDlyvKcvdpKx5E20hOTNnKERYtke8895vZJY9LmfCVVimzSRKpIpqWVXa2OiPSlTo1MTpaiH6VRk7aFC4Fjx/SPCwDmzJF+nqdPG3M+rSUmylatgEkXskrSVq+e3LS45BJz4yBtsU8bOcJNN0mVsGuuMTcOtYwzp0e6S1iY/N9v3y5TJGvVMjsiInfq2xeIipKiGWVp1EgqSK5ZI1Mk779f37hycqR6pHpuO0pIkNc4jrSVLDtbkqSDB81P2urWlVFnchYmbeQI/fvLw2wNGsiIS26u2ZGQlnJy5E2wQQNg3jyZenW+5s3lgmbLFqBHD+NjJCKZFnb33b7tO3iwrFNt2lTfmABgzx5pGxIV5V0fZjdq3EzaShYW5q1cSqQHJm1EGkpOBrKypEIYOceuXXKhcuaMd13H+dq3lzuspX2eiKzl0UflYYQdO2TbsGHJU6ztoF07mQJu16TTrQoK5GYy2R//G8n20tOB5cutMc++UiUmbE6kNtVu0qT0C67nngNWrgSGDDEsLCIq4tdfgTfftGYVV3XKvDqF3o7GjJE2CWrLBLK2kSOBuDhph0TOwKSNbG/lSqBzZ+Cqq8yOhJxK7dHWpIm5cRBR6T77DHjsMeD99/37us2bgf/+V5+YVOpIm13Xs1H5JkyQafQvvWR2JKKgQEZGWUHSOZi0ke3t2SPbevVMDaPQG29If6D//c/sSEgr/iRtubnS/4mIjKWuJyqtqXZJDhwAWrQA7rtP39ka6ekyRc3OI22q/HyzI7CmPXskQcrKMjsSwbL/zsOkjWxv717Z1q9vahiF9uyRstPr15sdCWnF16QtJQWIjPQ29yUiY6Sleavl+ZO0XXQR0KmT9FcsqQejVj78EMjMBAYN0u8celu3Dqha1RmJpx6s0lhbpSZtBw6YGwdph0kb2Z7VRtrYq815fE3agoNllG3LFv1jIiKv33+XxKtBA2n/4g+jGm2HhkqTaruKjQVOnJBelIpidjTWoyZHZpf7V3GkzXmYtJHtqUmbVUba2KvNWfLygFat5PerceOy923eXLZWLIRA5GQVmRqpuvlm7zHU0RK6kFo1MidHRjapOKs01lapI34HD8r6NrI/Jm1ke1abHqmOtO3cybuRTlCpkvRm270biI8ve99mzWTLpI3IWL/9JtuuXf3/2rp1pV2LogBffqltXIDE1rUr8Oyz2h/bSBER3pYm7NVWXG4ucOSIPLfK9Mhatbx9Y9XYCFi7FvjpJ7OjqBgmbWRrubneKQlWmR6ZlCTb9HTg5ElzYyFjqSNtnB5JZJz8fGDNGnlekZE2ABgwQLYzZmgTU1GbNknitnat9sc2WmKibJm0FadOGQ0JAapVMzsaUakS0L07cN11QHa22dGYLy1Nqsu2awcMHgycPm12RP5jc22ytfx8YOJEYN8+6zT8jIiQO1yHDsm6tipVzI6IApGXJ29+vlBH2g4elDeI2Fj94iIiERwsf3MrVnj/Bv11883AiBFyw0Xrv10nlftPSJC+lUzaisvKkhsGHo+1GlnbdURJS4oi7UAef9xbIbZrV/k/U0eO7cLUX63x48ejQ4cOqFy5MmrUqIF+/fph27ZthZ8/ceIEHnnkEVx88cWIiIhA3bp18eijjyLtvMnU+/btQ69evRAZGYkaNWrgySefRN55NbeXLFmCtm3bIiwsDI0aNcK0adMuiGfy5MmoX78+wsPD0alTJ6xYsaLY57OysjBs2DBUrVoV0dHR6N+/Pw7zlctU4eHAI48Ar75qrRfKRo1kyk16utmRUKDuuUcuVD76qPx94+K8RRA42kZaGjdOfg+t0gPKaqKiZFShou8DtWsDP/8sIyZa32xxQmNtlXpzVM/2CHbUpImsifzlF7MjofO99RYwcKD8zjZuDPz4o4yoV69udmT+M/Uyd+nSpRg2bBh+//13LFiwALm5uejZsycyMjIAAIcOHcKhQ4fw2muvYePGjZg2bRrmzZuHe++9t/AY+fn56NWrF3JycrBs2TJ89NFHmDZtGp5//vnCfXbv3o1evXqhe/fuWLt2LUaMGIH77rsP8+fPL9xnxowZGDVqFF544QWsWbMGrVu3RkpKCo4UmQg8cuRIfPvtt5g1axaWLl2KQ4cO4aabbjLgJ0V2s3ixrLVjw2+RnQ3ceKO8eNrNX3/JeoCoKN/279MHuO02uaFApJXUVPk9ZI8s/Vx+ORAWpv1xnTTS1r49cM01/lfoJHO5uXfooEFS8+Cll6QtyDXXmB1RABQLOXLkiAJAWbp0aan7zJw5UwkNDVVyc3MVRVGU77//XgkKClJSU1ML95k6daoSExOjZGdnK4qiKKNHj1ZatGhR7DgDBgxQUlJSCv/dsWNHZdiwYYX/zs/PV2rVqqWMHz9eURRFOXXqlBISEqLMmjWrcJ8tW7YoAJTly5eXGGtWVpaSlpZW+Ni/f78CQElLS/P1R0Ll2LBBUZYvV5Tjx82OhMry2WeKIpMUFKWgwOxo/FOlisS9bp3ZkZCb3Xyz/B6+9ZbZkVhLQYGipKQoyogRinLsmHbHzMnR7lhRUfJ/t3WrNsck8tW0aYoSG6soAwaYHYkxCgoU5csvFeWuu4pfa5xLBywpLS3N59zAQhPKUDjtsUoZi4DS0tIQExODSucWmSxfvhytWrVCQpEFTSkpKUhPT8emTZsK9+nRo0ex46SkpGD58uUAgJycHKxevbrYPkFBQejRo0fhPqtXr0Zubm6xfZo2bYq6desW7nO+8ePHIzY2tvBRR22aQZr597+l6tfUqWZHQmXJzPQ+V6t92sHx49KXCHDGXXKyrwULZPvII+bGYTW7dgHz5wOTJ0tj+0D9978yherNNwM/FiBrvzIyZNqmVSock/YGDZK+aNOnmx1JcZGRskbTDb3adu4EevUC+vcHPvkE+OIL7+dCQ82LS0uWSdoKCgowYsQIdOnSBS1btixxn2PHjuGf//wnHnjggcKPpaamFkvYABT+O/XcpOvS9klPT0dmZiaOHTuG/Pz8EvcpeozQ0FDExcWVus/5xowZg7S0tMLHfjf81RjMao21VTt2AFdcIQklSfKj+vNP8+Lwl9pUu04d/y4ICwrslZyS9bEvVsnUUv/t22vTuDo7Wy7+tGq0feyYrG+uX1+fqZdmcfN0u5Ls2SOVrIODzY6kOHWsQK2y7URZWcDYsUCLFsAPP0iC9txzksA5jWWStmHDhmHjxo34/PPPS/x8eno6evXqhebNm2Ps2LHGBldBYWFhiImJKfYgbVmtsbYqOloWJK9YIY1I3a5WLe9zO5W9VpO2Jk18/5qTJ+X/PykJOHtWn7iISATSVLskN90ko2IrVkhvxkC1bCk3cIrUWLO19eulIrITiqpoyWqNtVVq0nbwoDPXw/7wg/yNjRsnN1yuuUbWrf3zn9qMvFuNJZK24cOHY+7cuVi8eDEuKqEr4enTp3HttdeicuXKmD17NkJCQgo/l5iYeEEFR/XfiecaipS2T0xMDCIiIlCtWjUEBweXuE/RY+Tk5ODUqVOl7kPGysvz3j2yWtKWkCAvGAUF0o7A7e64Q+6If/45cN99Zkfju+3bZetP0hYXJ//3iuKcCzUyl6IU/zd7LnmpI21aJW0JCUC3bvJ81ixtjgn43jbE6mJj5cZUauqFv5dupSjepM0qjbVViYky+pef77yKn/n5wJNPysh4rVoyOj5/vn/v13ZjatKmKAqGDx+O2bNnY9GiRUhSuxIXkZ6ejp49eyI0NBTffPMNws8ryZacnIwNGzYUq/K4YMECxMTEoPm5TrfJyclYuHBhsa9bsGABks/NXQsNDUW7du2K7VNQUICFCxcW7tOuXTuEhIQU22fbtm3Yt29f4T5krEOHvD20rFbJyuMBGjSQ57t2mRuLVXTuLA1s7bS0s3594OqrgQ4dfP8aj8fbZHvzZl3CIpfJypLp1ipOlRQnTnj/xrRK2gBvo22tpkg6ibqKJCeHv4eq48e9N1KKziqxguBgb0xOWKGTk+OdvRQcLGtZH38c2LoVuOUWef91MlOTtmHDhuHTTz/F9OnTUblyZaSmpiI1NRWZ56oWqAlbRkYG/vOf/yA9Pb1wn/xz47w9e/ZE8+bNcdddd2HdunWYP38+nnvuOQwbNgxh5yaQP/jgg9i1axdGjx6NrVu3YsqUKZg5cyZGjhxZGMuoUaPw/vvv46OPPsKWLVvw0EMPISMjA3fffTcAIDY2Fvfeey9GjRqFxYsXY/Xq1bj77ruRnJyMyy67zOCfHAHeNUN161pvHjngTdrUHj1ulptrdgQVc9990pz03MuAz9QGv0zaSAsREcDSpd7+YedN+HCtZctk26SJtj2XbrxR3lNWrw789fuGGyThXr1am9jMFh7u/T102shNRamjbNWrW7PghVPWtS1eDLRuDbz+uvdjV14JvPaa/ZpkV5SpA/ZTz5X866bORTjnww8/xJAhQ7BmzRr88ccfAIBG55Vu2717N+rXr4/g4GDMnTsXDz30EJKTkxEVFYXBgwfjxRdfLNw3KSkJ3333HUaOHIlJkybhoosuwgcffICUlJTCfQYMGICjR4/i+eefR2pqKi699FLMmzevWHGSN954A0FBQejfvz+ys7ORkpKCKVOmaP1jIR9ZdT2biiNtXtWqyYjoW2/JG8e11wKXXGJ2VPpRR9rYYJu0FBcnoxtM2kR6uqwh6tpV2+NWry49NhcskNG2MWMqfqxly2QkpsiqDttLSJDfw8OHgaZNzY7GfFZdz6bq2lUS7fPq6NnG33/LaNpnn8m/330XGDXKmgmy3kxN2pRyJkR369at3H0AoF69evj+++/LPdaf5ZStGz58OIYPH17q58PDwzF58mRMnjy53JhIfx07SlnmGjXMjqRk6kJttydtGRlycQVIGd558+S51ZM2dRpGdLT/X8vpkaSHRo1k1I1ricQddwC3367PGr977pEbglddVfFjnDrlrZyr3sRzgoQEKdJ0XhkA1woLk+m56gwLq/nXv8yOoGLy8mT64z/+AZw+LVMfH35YmmS7MWEDTE7aiAJx8cXysKpGjWRaQhltB13h779lGxkJXH65JG12qCD566+ynq1rV6kE6g/1zXvHDkn83PoGQ9qYPh0YOVKm2v30k9nRWIvHI1P2tHbbbfIIhDq1MjGxYjd/rEqdgMTpkeLqq+VB2lm3Dhg8WLaA3KSfMgVo187cuMzGpI1IJ9dey8qRgDdpq1kTaNNGntuhV5ta7r8iU0pq15YLvoYNpYgEkzYKxOHDwJEjMmpNIidHphxaufDAjh2ydVp5/PbtZfaE1QqAUdkyM7XpZWiEiAhZXhAfD7zyiqwvD7JEvXtz8UdAtjV3LvD77yx/bXWHDsm2Vi1v0rZtm/UvQCvSo03l8cj8+5deAtiekQJ17Jhsq1UzNw4rmTRJpsaPH6/fORRF3mNeeaViX6+OtJ23JN/2nnpKSqvfcovZkViD1acrb9gga9oaNzY7Et81aQLMmCHXCg88wIRNxR8D2VJBAdC/P5CczCkaVld0pC0xUR6KIm8kVqYmbXZ6oyNnUpO26dNlLeirr5objxX89pv8XPQs8HHqlFR+HDOmYkWFnDrSRsW1by9LIX7/3exISlatmoyM/v23rBOzqpUrge++k1kFANCvn7ZVYZ2ASRvZUmqqTI8JDrZuxSYAeOwxabb5+edmR2KeokkbAFx6qWytPkWyIo21i1IUqZS5fr12MZE7qUmbxyM3O3bvNjcesymK9k21SxIfD1xzjTyvSM+2mBh5/XfqjR8rJwBG2rNHXuutWnY+IUGqNxcUeN+PrWjqVKB3byk+QiVj0ka2pJb7v+gieTGyqvR0KQes3nF1o4YN5cKndWv5tx3WteXmeqt+VjRp++EHuft6553axUXupCZt6oiN20v+//WX/EzCw4G2bfU91623yrYiSdvEidLQONCCJlazfr0ktBxBlHViJ07Ic6veQA4K8sZm5QbbaoEy9cYuXYhJG9mS1Xu0qdirTeaj//ijt0H1/fdLo9k33zQ3rrLs2SN3kSMjZS1eRaj9i7Zt4x1pCoxaNl5dG+X2pE0dZevYUcqt66lvXykktHkzsGmTvueyi9hY+R1MTbX+ei69qT3aIiO9TcetSG2wbdWkLTfX+/fFpK10TNrIlvbula3Vkzb2artQUpLcHdejTLdWKlWSZPO22yq+ALpePamAlZPD6WwUmKZNgVatvK0k3J60/fqrbPWcGqmKiwNSUuR5RUbbnEgt+Z+TI0223axoY20rVzJVk7YDB8yNozRbt8rvU0yM9a/rzMSkjWxJHWmrV8/UMMrFkTZ7VvdMSgLefRf4z38qfozgYO9oG5tsX1gtNDfXnDjs6IsvZEpa587yb7cnbepIW9euxpxPnSI5Y4bvI0tz5sj0/Qcf1C8us4SHe0eV3F4ITE3aLrrI3DjKY/WRNnVqZOvW1k5+zcakjWzJLiNtatJ24IA9k5dAZWXJG3zVqrK+TzVnjoxkzZtnXmxGUEdG3Jy0/f03cM89MuUlOxv4+GOgbl0p0kP+UXsGujlpKygAbrpJErbkZGPOecMNMg0zPV165vli+3a5oHfq/5U62ubrz8Op1JErq65nU7VpA1x/vfc9yWq4ns03Fi7hQFS6p54CevUyZnpMIKpXB6KiZJRh796KF7WwK/UubEZG8cpaP/0EvP++fOzaa82JrSy7dklrgsjIwI7TvLlsK1Iu3O4yM4F//1t6XKmjbD/+KEn8/v3AihXmxmdH8fFysaxeMLtRUJC+vdlKEhMj63CbNpURdF+oPdqcWqwjIUEKwrg9aUtIAC6/3Ftoy6puu83aBXHWrZMtk7ayMWkjW+reXR5W5/FIYpmV5c6RNrWxds2axac8WL2CZLdu3sSiQ4eKH0dN2tw00qYo0uLiqae8U3Euuwx44w3ZqqPk69ZJYhcRYV6sdrBihZTBbt0aWLCA09HM0qKFf/urFYOd1lhblZgoW7f/Pg4eLA8KzKRJcmPkyivNjsTamLQR6Wz+fLMjMM/5PdpUatK2dq1c5FtpDvvZs95kQ53eWlHt2gFPPumeu4enTwM9e3qbzNapA/zrX3KHV/0/rlsXqFFDGqiuXWvcFDe7OnIEOHoUOHnS7EisYdkySaDMqtSXny83G6Kjy97P6SNt7dvLdNGKVtclc6Sny+9uRQts6aVFC/9vjLiRxf7biMp38KAsCFfnQJN1lZa0tWgBhITIhei+fcbHVRb1DnmVKrIWLxB16wITJgB33BF4XHZQubL83KKigJdeknYHt99ePCn3eIBOneT5H3+YE6edqOX+q1UzNw4ryMyUUfD4eHOq4P33v7J26eWXy94vJ8c7ouzUkbbRo2VN8s03mx2JuQoKzI7AN4oiUzljY61bjITKx6SNbOfXX+XO/fDhZkfin/x8syMwXmlJW2io966a1aZIbt8u28aNzY3DDs6cAcaOLb6uZcoU+Rk++2zpUx/VpI3r2sqnNtZWk7ZbbwUuucS7BsRNVq6UqqOJieYUfoiOlt/1mTPLriK5d69czEdEXPjaR86Rny/rni+6SEbDrczj8Y4OWy1pmztXpke6aRlBRTFpI9uxS+VI1R9/yIhLu3ZmR2K80pI2wLrr2v76S7ZaFY05cQJYutRZF9kFBcCHH8rPaNw44PnnvZ+rV6/8C9WOHWXLkbbyqUmbOuq7bRuwYYNMm3SboqX+zZhS3auXJGK7dgFr1pS+X3a2FKfo3NlaU7/14ObWHYcPy//133/L6K/VqW0JrJa0TZsGjBgBfP+92ZFYH5M2sh21R5tdkrb4eHmR3LHD9x4/TtGypaxxatnyws+pSZtarMQqtE7aJk2SKV1vvaXN8cy2dKmsZ7nnHrlYadDA/wqgHTrIo1cvd45A++P8kTY3l/03sql2SaKipCgMUHaj7ZYtgZ9/liq5TrV+vfwuOnX6py/UHm2JiUAlG1SIsGqvNlaO9B2TNrIddaTN6o21VfXqyd3WjAz33R0fNUoKsfTte+HnBg2SNW3vv298XGXROmlzSgXJnTulP1a3bjI6GhMDvPqqfF833ujfseLiZGrkm2/6XkLdrc5f0+bWpK2gQIqQAOa2ehkwQLblTZF0uthYIC1Nqke69edgl8baKjVpM2M9aGlOn/auI7d62wQrYNJGtmO3kbawMO+L+q5d5sZiJbGx3gtQK7n9duDuu7V7AynaYNvOFzdvvw3Mni1Vxx56SN5on3hCfr9JP3Xryho29YJLrZrotqRtyxb5nqOizL0jf911EsOePbLGriRuGD1WewXm5Ejy5kZq0mb1xtoqK460bdgg21q1pK8tlY1JG9mKothvTRvgLfusloF2g4IC6U9nN8OHS5W4iy/W5nhNmkiio96Vtou8vOIjw//4B3DLLTItasoUbd5gz54FNm0K/DhONnGiTB9Sp+W5daRNnRrZqZO5U9EiI4E+feR5aVMkW7eWGRarVxsXl9HCw703EOz0uqYluyVtVlzTplYB59RI3zBpI1s5flymGQLeu0Z2oPb7ctNI26FDsmg/IaH0EaaPPwauugqYOtXY2IwUHu5N2u0yRXL+fHkTve027/9dlSpykapVL51Nm2SK5RVX2HsE0mhuTdquvRZ4911g2DCzI5H1nI8/DgwceOHnCgpkFHrfPvmbcTJ1tK1o9Vg3sVvS1qQJcP31QI8eZkfixaTNPzZYOknkFRkJfP21vEmEh5sdje/cmLSplSNDQ0uvoHbgALB4sVQbfOgh42Irzf79Mse+YUNtp/01ayZl8DdvBq6+Wrvjam3LFpnyqFbx+vtvufjUY/1o48YyYnLihIxAu7mggT+qV5eLZTu9/mmhXj3ggQfMjkJcc408SnLwoFQUDAmx143FikhIkDXAbk3aLr5YqoSqU+CtrmlT4LvvzI6iOBYh8Q9H2shWIiOlqIVV3rx9dcklUqZaq+IWdlBWuX+V1cr+v/eejCQ98oi2x1WLkWzZou1xtfT220CrVpKwVaoEjBwpIwZ6FfwJDfX+/7P0f8lOnpQkrVkzma4KyO9mairw73+bGxuVTC2qUL++PSoKBiIxUbZunR75zDNSJbSkQlvkm4ULpcCQlW9mWonDX1KIrKFPH+86CLfwJWlT765t2ybrmyIjdQ+rTGpjba3Ws6luukku4i67TNvjaiUnRy5A8vPl9/S114y5wdCpE/D775K0lTTVzO2OHZNHdrbzE4Cy/PGH9EW76irt/zYrKi9PLjh/+AF4/XVZtwp41y27YeS4QweZmWCX6YEk0tPl9cTs91tAGn4nJ5sdhX1wpI1sZeFCWVezb5/ZkVB5fEnaataUKTYFBVLgwmxal/tXdegADB1q3ZLGv/wiF18JCTL92KgRYbXJ9ooVxpzPbs7v0eZWn30GPPywtXod5uUBt94qfRjVVgSAd6RNXcfqZE8+KUlr//5mR2K8ggJ7Vgnt3VsKyMyebXYkVBFM2shWJk2SPjk//GB2JBWTkwPk5podhTF8SdoA7xQ5dUGyWRRFv6TN6urUkQuwhx7yjhgYoVMn2f75p4wmUXElJW07d0rxFisVE9Dbb7/JtmtXc+MoKjzcOy2uaBVJN420udnWrTLFW6vCTEapWlW2Vqgg+d57Mt1b/fum8jFpI1tRe7TZpbF2Ub16STXFH380OxJjHDok2/KSNnWKpNnr2v7+WyqTBgcDSUnaH3/NGuA//7Fm24cmTYAJE4AXXjD2vA0ayEVETo53QTp5lZS0eTwyMrp8uTkxGe3MGe9rg5lNtUuiNtr+4gvvqEvz5hJny5bmxWU0t9yILOrgQRltK63IllVZqez/V1/JWuqNG82OxD5cPEue7MauPdpU4eHyIm/Fi3Y9dOwob+blrUFp00YuSs2uhqeuZ6tfX+6gau3ZZ4F586RsuRumTvnC45ERvrAwrospSUlJm1ry/+xZSXb1+F21khUrJCGqW9d61RivuUammv39t4wWXHEFMG6cPNxg/XqpnhgTY40kwEgHDsjWbq9b6t+QGr+ZWO7ff0zayDZOnZIFtIA9R9rcVvb/H//wbb+bb5amzWbfsdR7amTz5pK0Wa1X2+LF0gS9e3dzEuennjL+nHZx/LhsiyZtMTHe52lp2jQ5tzJ16pTVRtkASZhvvBGYNg2YMUOSNjeJi5P35MxMualq9mu4kezWo02lJm1mJ9mpqdIqIihIqhaTbzg9kmxDnRpZo4ZMM7QbtyVtvgoKssabfceOwEsv6VfFUO3lY7Wk7eWXpeGqkxuc21W1atIuRH3tAKTqW+XK8jwtzZy4jPTrr7K1YtIGSDESQKZIqqOfblGjhmxzc6U9hZvYNWmzyvRIdTp848bWqGJpF0zayDbsPDUS8E6Jc0PSlp8vozcV+TqztG4tUxj1Stqs2Kvt9GnpMwTImkuzbNsGfPSRO5IQfzzxhFzcDB9e/OPqFMlTp4yOyFgFBcDKlfLcSkVIirr6aiA+XqZJvv663FC84w6zozJGeLj3d9FtDbbVpE1NguxCHWk7dkxGSM3CqZEVw6SNbEMdabNr0lZ0pE1RzI1Fb+vXy8VL06a+7f/ee7JmZfRofeMykzrSduCAd5qv2RYskLvkjRqZWzGzVy9gyBDp2Ublc0vSFhQkr/s//mjdwh6hocCGDXLjIS9PEs2oKLOjMk5CgmzdlrTZdU1bfDzQr5+0oDGzYi+Ttorhmjayjf79paqfWrLWburWlYuQzEyZz11eVUU7U8v9+zqNtVIlma5hVgXJvDxpI9GkiTz0mK4ZHw8kJsr//ZYt3nL3ZvruO9n27m1uHJ06SYGeFSuAlBRzY7GDhATgyBH5vXW6mBgp+GFl6oW72qPNTeX+ExIkYXVb0pacLNOUi05dtgOPxxo92tRrBCZt/mHSRrZRp471qof5Q120HhHh/IstX3u0qdRebX/+ac6C9r17gRtukCqGZ8/qd/7mza2TtBUUeJM2M6dGAvKzmD4d+OMPc+Owmosvlt/F778vfnG4YIF5MVHpNm2SrZuqwyYmyjY11dw4jDZ5stkR2NuSJXLjSV2fS75h0kZkoC++MDsCY/ibtLVoAYSEyHSvffuMrw6qlvtv3Fjf5tLPPw8884w3STXTmjVydzw62vyqdx07ynbFCvdVoStNfr6M3BQUuHeh/o03yt/kU09Zf4bFhx96p3y5aaStQwdZG2u3aYJul5YmN4/N/LtSC9mQ77imjWxj4kRg5kxzF8+Sb/xN2kJDvYU6zJgiqXe5f9WVV0rhgipV9D2PL5Yule0115jf6+vSSyVpP3rUu3bV7U6dkoQNsH7Cood9+4Cvv5biHmb3cPSFOuIEuGuk7YknZCT45pvNjsQ4ubn2ni3z4ouyLva558yOhPzFpI1sIT0dGDkSGDDA3AqDWsjNlYtTJzt0SLa1avn+NUWnSBrNqKTNSkaNkulcY8eaHYlclKtrG1asMDUUy1Aba8fGSkJb1P/+JzcAxo83Pi6jqP3Z2rSxR2GPnj2lmM4TT3DKl9PNni1T6fv1MzuSilFvMJhV9v/556XNzA8/mHN+O2PSRraglvuvWlWmc9nVt9/KBeqNN5odib78HWkD3JG0FRQAn34qUyTPntX3XOXxeGR085JLzI1DpU6R5Lo2oSZtRRtrq1JTpVXDxo3GxmQktT+bVUv9ny84WKZIvvqq2ZGYw0396Q4elNdyO4wAl0StDaBWwDTaokWSsLmtt58WuKaNbEGdMmX0Wiet1awpL/Y7d5odib6uvFKqJfozTahDB+Cyy8xZ71V0TZuePB7gsceAEyeAW26xxto2q7j3XqkcedllZkdiDWUlbWrJfyf3tVNH2qzaVJvE+vWSWMfGmt+w2Sh2baytUpM2M/6/Cgq8jbVZOdJ/TNrIFuzeWFulVoBLTZWRFqcWGPjXv/z/muRkYPly7WMpT1aW9/dL75E2dXTr11+lgqRZSdv990vxgKefts4bZ5s2TGKL8iVpc2qftrQ0SQYAJm1WFxcnryVZWe4pIqSOUNmtsbZKjfvECeOvQ3btAs6ckemlblqOoBVOjyRbsHtjbVV8vNyRBIDdu82NhbymTwdefhmoXl3/c6kFVzZv1v9cJcnJAWbMkEdurjkxUPmiooDWrUu+sHF60vb775IANGjg7H6WTqA2187Ndc90N7uPtMXGepeZGD3aplZYbdVK+rOSf5i0kS04ZXqkx+OdMrhrl7mx6CUnJ7AKn2fPGtuoNTwcuO02WWdmxF3iZs1ka1bS9uuvcmc8IQFo186cGErzxx/ACy9INTq3u+02ucB5/fULP+f0pO34cSkHzlE26wsL8/4+uqXBtt2TNo/HvHVtnBoZGCZtZAtOmR4JeKdIOnVd29KlMt2ic2f/v3bqVKm8NmqU9nFZhTrStmWLOedXG2pfd52+PekqYu5cKUc9a5bZkVib05O2O+6QKeRTp5odCflCHW1zQ9KmKN6kza7TIwFp0fDgg8bMLilKHWlj0lYxHJwkW5g2TRrNOqFIgZq0OXWkTa0cWZEqn/XqyUJl9YXdCD/9JFN7OnQoef2Q1tSkbft2GZU0ukfa3Lmy7dXL2PP6olMn2bLsf9ni4uT3Jjpa+kU5cZqRx2OPUv8kJeS3bZNE2+mysoD+/SVxs/PU3RdfNOe8kZFATAyTtoqy2H1WopK1aAH07StTZuyuSxdg4EDvBarTVKTcv0p9Id+61biS+OPGSc+Yn34y5ny1a8toYn6+t2qlUXbskPYGlSpJU22rUcv+b9kivRndrFcvoGlTbxP0oqpUAbKz5SLZaQlbbq6MZpB9uGmkLSJC1kAvXWr8DTcnmDFDZggkJ5sdiT0xaSMy2A03SK+ugQPNjkQfFWmsrapZUxLzggJgwwZt4yqNUeX+VR6P9KjZvdu7vs0o6tTIK67wFsSxkho1ZAq0ogArV5odjbl27JDRi5KmsDq5Qt/kyfLa8corZkdCvurYUW582Xm6oBulpQH79hl/Xo/HelPz7YI/NrK8jRulYalRIyEUmEBG2jweY5tsp6V57w4blbQBMtpav77xb1zVqgHt2wN9+hh7Xn+oo21unyKplvyvWtXcOIz2228ygsjRNvt4/HG5IdS/v9mR6C8zU6Yk292CBTLN2shp8gUFxp3LqZi0keX9/DMwejTw9ttmR6KdvDxZ0xZIlUWrCiRpA7xJmxHr2tRRtsREmWfvdAMHygjWY4+ZHUnp1GnDf/xhbhxmysvzlk8vbZ3lY49JE3sn/ZwURaqbAtKwmchqXnlFKmaOHm12JIFRK18aWfL/nnukhckXXxh3Tqdh0kaW55QebUU1by6l/1etMjsS7QWatKnr2owYafvrL9ka3eTz77+BsWOBJ54w9rwqK0+vK7quza1OnvSONFWpUvI+a9bIDS2jS3brafduGWULCZERYbKX7GyzI9DfgQMyYmT3m3xqyf+0NGkBY4Q//5QbpWFhxpzPiZi0keWp5f7t3qOtKPV7cWIFyWuvlUdF/786dgTuvBMYPFjbuEpiVtKWmSkFUN5+27ipNmvW2KO4R4cOwKZN5vWxswJ1amR8fOmFRpxY9l8dZWvfXgo+kD2sXy/FlRo1MjsS/dm9R5uqcmXvumYjbvxkZ3tf01u31v98TuWwulPkRE4caXNyr7ZAp7EmJQGffKJNLOVRkzYj17MBktCGh0v56N279T+/ogC9e0sy8NtvkhhZVViYty2CW6lJW1ktKJyYtP32m2zZVNte4uKAM2fkwlxRrD2SHyinJG2AFI5JS5MpknoXxdq8WW5Qxsd7R/nIfxxpI8tz4kib03u12cUzz0iC2Lu3secNDpZy7oAx0wD//FOmZIaGApdcov/5KDAej0wTLit5dWLSpo60MWmzF7Xkf26udy2mUzmhsbZKTZ6MGGlT16i3bu3spF5vHGkjS8vM9Fb3c9JIW8OGsnVa0paVJfP9IyMDO05enoyCZWUBbdtqE1tJWraUhxmaN5c3ss2bpQ2EntRS/9dcY4/1BJs3Ay+/LNU1jRp1tZKuXctf0+m0pK2gQMrGV64MdO5sdjTkj7Aw+X08dUrer0tbh2l3Z896k1InjLSpSZsRxUjWrZMtm2oHhiNtZGnqKFt0tAyrO4VTp0d+9RUQFRV4GeGPP5aG6k8+qU1cVqRORzFi7ZaatBlZ3jkQiiINbL/6yhnltfXgtKQtKEhau/z+u/TrI3txQ4NtdZQtKsr+hUgA4KqrgAcfNKbojzrSxqQtMBxpI0tLSpICCsePO2tIXU3ajhyRtQDR0ebGoxW1sbZ6QVlRRStI6rVGYscOYP58OZcZ07HUqW96T488csTb8+z66/U9l1aaNpURl9OnJanllM4LxcXJdFf2MyMrSEyUZvCpqWZHop/gYGmb4vE443rkttvkYYQ2beT1XG3pQxXDkTaytLAw+SPv0cPsSLQVFyc9S5591lkjCYGW+1e1aCFV806eBPbtCzyukvz8MzB8OPDPf+pz/PKoSduuXfpeeP/wgxy/bVugVi39zqOl4GDv3V8n9SHz1aOPAhdfXPbU0LvvlsIPn35qXFx6WrVKbmCRPblhpK1BA/l7c+OU7UC98QawejVvwAWKSRuRSf7zH+CllwIflbISrZK2sDBJ3AD9mmybVTlS1aiR3Jk+fFjfu7Z2mxqpUptsq6OEbrJrl/x+5uSUvk+Qg969s7NlHV9cnLdaMNlLx47yGuOEAh1ukpYmLVbIHjg9kixt2jQpf92nj9x5JmvTKmkDZNriunUyRbJv38CPdz6zerSpKlUy5twTJgBXXgl0767/ubSkNtl240ibWvK/alVz4zDKmjWSuFWr5qwqwW7y+OPycLK0NCmyFRJidiTayMgovjZW7dumtaNH5dihofoc300cdK+OnOj996UYxYYNZkeivfx8uausJg9OoGXSps59L6+KXkWZnbQZpX59YNgw+/U+U0faNm1y37S548dlW1aftqNH5WbGtdcaE5Oeipb6d8JaIXKmu++WWSAffGB2JNqIivIWeNOz7P/QobJun9NKA8ekzaXmzJGqQYsWmR1J2dSpMk68+/rhh1JoZcQIsyPRjh5Jmx7TI/PzpRAJYG7S9vPPwF13SXl7Kq5WLfm7b9nS+3vlFr401w4KAr75Rorp2H1drNpUu2tXc+OgwGVlmR2Bfg4elPXBThoBN6Ls/9q10sOPTbUDx6TNpb7/Hnj3XeDHH82OpHTZ2d6LNSf1aFM5rcF2fj5w883AdddpU/Di0kuBceOAt97SvlDH/v3y+xUaCtStq+2x/XHokCxs//57fY7/0EPAO+9I1S472r5dpsiate7QDLm53jL+ZSVtRacypaXpGpKuFMWbtLGptn1t2CCjKY0amR2JfpzUWFulfi96JW2nTgG7d8vz1q31OYebcE2bS7VvD7z3nlTssqr9++UNPTKy7IsXu1IbbO/eLQlPcLC58QQqOFiKq2glJgZ4/nntjleUOjWyYUNzf+7qlMXNm7VvbbBzpyRslSoZV9ZZa05ZO+KPEydk6/GU3ZuyUiW5SD5zRi6M7Hr3/6+/ZGQxLEwqnJI9xcXJGqmcHGmU7qRCOYC8R6vtDJzQWFuljn7pNT1y/XrZ1q3rrF67ZmHS5lJqOe1Vq/TrgxWoolMjrRhfoC66SC68cnJkxIVTB4zTubPc3c/MNDeOJk3k4ubUKbkg0GJaqUqtGqlW5bOznBz3LGLPypKpwXl55d9QiIvzJm12pY6ydewoiRvZk9oQPTdXWrXY9SZCaQ4f9t5cVdsbOIHe0yPZVFtbDrsXQr5q2VLeINPS5I68Fe3dK1snTo0E5MVf/d6cMEUyI0MeWjpxQtbtfPWVtseNjpbE7eqrtT2uv8LDvdNktW6ybddS/0Xl58uUuZgY96xrq1dPqimqd6jLUrTym1117y5ToB9+2OxIKBBhYd6RFCf2alOnRiYm2n9WTFF6T49ct062nBqpDSZtLhUS4r3zsXKlqaGUSh1pc2rSBjhrXdv770syNGiQdsf8/XepkPfcc9od02qKTpHUypkzwJIl8tzOSVtwMJCeLusP3divrTxOSNqSkqTJvV2n8JKXkxtsq9MHnbSeDZDrwAcfBG65RZ/jc6RNW0zaXKzoFEkrevJJueM8cqTZkehHTdqsOtrpD3UkpEoV7Y6pVpDctg04e1a74770kqz3ssLFbrNmstVypG3hQplS2KAB0LSpdsc1g1r634392soTFyfTRs2e5ksEyCgU4F375SQJCcDAgUBKitmRaKt1a2DqVOCBB/Q5/h13ALfeCrRrp8/x3YZr2lxMTdrUYX+riYnxXrQ7Va9ekuSYPU1PC1qW+1clJspaiSNHpDqZegEfiOxs4IUXZLF8377mr/dq3tw7oqSVolMj7b4etFMnKXDjlpG2iROBKVOAwYOBZ58te9/Zs2VdrF2tXi19GLt1c3bVQbdw8khb587yIP84veG60TjS5mL9+0vVrs8/NzsS9+rdW3p0de9udiSB0yNp83i0b7K9a5ckbNHR3jvDZrr1VlkLqGXj0dOnJRG089RIVceOsl25Uv7fnG7fPml14EsZfzsnbADw2WfA/fcDr75qdiSkhU6d5D2NRbXsJS0N2LhR2xuHpA8mbS5WubJ1Kzzl5gKPPAK89ppM8yLr0yNpA7RP2tRy/02aWGMUKjxc+6p5n30GHD3qjJsBLVpI24/0dJkm63THj8vWiW1Ozsf+bM4yciTw7bdyQ9hpjh6V6xIn6tYNaNUK+PVXbY+7caMs/XDDzTajMGkjSzpwAHj7bSlAYfe7yeXZuxdYvFhKfduZXkmbuoBZXdAcqKJJm5PFxzujTH6lSt6p3G5Y13bsmGx9Sdp++EGm+L78sr4x6SEzU6ZHAtKWgsjKunaVm2taJzZWoFfZ/5EjZdrztGnaHtfNmLS53Ny5QI8ewD/+YXYkxRXt0ea0Jp3na98euOoqe48iZGV5mwLXqqXtsdWRtvXrpXdVoLZvl62VkraJE4HkZG2mSPoyrc5urrsOuPFG7X+3rMifpO3gQWmJ8fvv+sakhz//lJGLxESpIEnOYfcbkOdTFLmRrCjO6tGm0qPsv6J4b7Sy3L92HH45TOU5dUoqzS1aZHYkxak92urVMzcOIzRsKFs7l/3PzgbuvRfo08fbq0crjRoB//ufVBLVIoFXR9oaNw78WFrZt08uvNesCew4R4/KxX7nzs66cHr6aenV17On2ZHoT03afJm6bueS/2oJdatMU6bArV8PREU5r6hMWpq3enHt2ubGogd1pE39m9TCoUPyWhYcLFPcSRsOn3hG5enQQbZ//imjGFaZiuiGHm2qBg1k2pedy/7HxgIffKDPsYOCpGywVqw4PVKrXm0//CB/x5mZslaO7MefkTY7J23+fJ9kD/Hxktzk5Mg6JqfMklErbMfFyfpap9FjeqTaVLtpU74Xackhf1JUUY0bS0GSzExtm/sGSh1pc0vSBth7pM1O1qwBfv4ZaNnS7Ei81F5tgf4NFi317zSKAuzeLaOJTpWfLyPvdeowaSP7qVFDtnl5wMmT5saiJTVpc1pjbZUeSRunRuqDSZvLBQV5mx5aqcl20TVtTueEpC09HThzRr/jHzwIvP468MorgR8rMRG4/HJr3TFVk7YDBypedjk3F5g/X547MWkbNEj+Vj791OxI9BMcLDcV9u1z/vTIe++VAkyPPGJ2JKSVsDDv9Hgn9WpTpw06cWokUHxNm6Joc0w1aVMLiZE2mLRRYWU2KyVtbhppc8KatgkTZMR2xAh9jp+aKk06X31VuzcVK6lSxdszbuvWih1j2TJZe1Gtmre3mZOoia0bKkj6Sk3azpzRpkiPkWrXllLjVhrxpsCphTpSU82NQ0vqSJuTk7aHHpKCdFq9jqjTI5m0acsiK5jITFZM2latksTNSuuO9KKOtO3ZI9OjgoNNDadC1HL/ek11atlS1lueOCF3A+vWrdhxZs6U363evYErrtA2xkA1by4XOps3VyzpmjtXttddZ8/fofJ06iTbFSvMjcNKYmNlGxIiI7RVqpgbD1Fiotx4ctJIW8uWwMCBMkPDicLCgClTtD3myy9LrYS2bbU9rtsxaSO0by9TGhISZBTDCpW8qlRxzwVIrVrAmDGSvOXl2fOCW68ebaqwMElq1q+XaRcVTdq+/Vam11WpYr2krUULGW3Nz6/Y1zt5PRsgr1Mej3ddW/XqZkekvW+/BUaNAq6+GnjnnfL3DwmRwg/h4dZ43fbH++/L73rfvvq9bpDx1JE2JyVtN94oD/LdzTfLg7Rl6vTI8ePHo0OHDqhcuTJq1KiBfv36Ydt5zaree+89dOvWDTExMfB4PDhVwuT9EydOYODAgYiJiUFcXBzuvfdenDlvgc369etx+eWXIzw8HHXq1MGECRMuOM6sWbPQtGlThIeHo1WrVvj++++LfV5RFDz//POoWbMmIiIi0KNHD2xXmz7ZWIMGwPHjcsFgtzd+JwgOBv7v/4D77pPkxI70TtoAb7+2P/+s+DGsWDlSNWmSJCT33uv/1yoK8OSTQP/+zi2LHxsrlcgA506RPHgQ2LHDv6llERH2fN3+5z9lSpbWDX3JXJ06SeuXit5YI3OcPg1s3Mi/R6szNWlbunQphg0bht9//x0LFixAbm4uevbsiYyMjMJ9zp49i2uvvRbPPPNMqccZOHAgNm3ahAULFmDu3Ln4+eef8cADDxR+Pj09HT179kS9evWwevVqvPrqqxg7dizee++9wn2WLVuG22+/Hffeey/+/PNP9OvXD/369cPGjRsL95kwYQLefPNNvPPOO/jjjz8QFRWFlJQUZNm8IZLHY603fXVx+hdfmB0J+erQIdnq2fxYnRtf0aRNUazZo00VyN+gxwPcfbf8zWjdJ89K1GmjTp0iefy4bN1QUdFN36ubjBwpDd9vusnsSLRz4IAUenKyZ54BWrUCpk4N/Fjz58vDSRVELUOxkCNHjigAlKVLl17wucWLFysAlJMnTxb7+ObNmxUAysqVKws/9sMPPygej0c5ePCgoiiKMmXKFCU+Pl7Jzs4u3Oepp55SLr744sJ/33rrrUqvXr2KHbtTp07K0KFDFUVRlIKCAiUxMVF59dVXCz9/6tQpJSwsTPnss898+v7S0tIUAEpaWppP+5vh7FmzI1CUF19UFEBR7rnH7EiMc+yYoixZoiirVpkdif9ycxXF45H/s9RU/c6zZImco27din390aPy9YA1fs/LUlBgdgTWNGWK/P/17Gl2JPoYMUK+v6ee8v1rXnpJUW64QVFKeNu0rIwM79+ihd8OiZSsLPk99XjkfdqpXnlFvs877wz8WJ06ybE+/zzwY7mBP7mBpapHpqWlAQCq+LGYafny5YiLi0N7tZoGgB49eiAoKAh/nJtDs3z5clxxxRUIDQ0t3CclJQXbtm3DyXO3ApYvX44ePXoUO3ZKSgqWL18OANi9ezdSU1OL7RMbG4tOnToV7nO+7OxspKenF3tY1R9/SKXGzp3NjsRdlSNVH30kldRefdXsSPx3+LBcfgUH67vOSB1pO3hQqiT6Sx1lq1tXppRZ0Y03Sq8jtfKWLzIygDfe8H5/Tta9O/DEE84tE1+R3mXLlsnIxo4d+sSkB3WUrVIlqTpLzqIo0vvVCdSp/6Ghzl5nr1Wvtvx8WXsOsHKkHiyTtBUUFGDEiBHo0qULWvpRAzg1NRU11I6O51SqVAlVqlRB6rmFAampqUhQV8eeo/67vH2Kfr7o15W0z/nGjx+P2NjYwkcd9a/CgmrVkmRp40bzX2zVHm1uStrs3KstKEjW491xhzzXS2ys9LA6fdpbNc8fVl7Ppjp6VB7+NNleuFCKV6SkOLMdQlFNm8qNjd69zY5EHxVJ2uzYq63o92mlqfkUuPXrgagoa05Br4ii5f6d/LuqXp6qPekqavt2uYaMiAAaNQo8LirOMknbsGHDsHHjRnz++edmh6KZMWPGIC0trfCx38IrPC+6SO7w5+V575KYxU2NtVV27tVWs6ZUgvv4Y/3P1aZNxUfJdu6UrZWTtubNZbtli+9fo1aN7N3b2RcVblCRdV52TNq4ns25qlSRi/bDh4GCArOjCZzTG2uriiZtgdz8U2eJXHKJPSthW50lkrbhw4dj7ty5WLx4MS5SW7P7KDExEUeOHCn2sby8PJw4cQKJ57rVJiYm4vB59WfVf5e3T9HPF/26kvY5X1hYGGJiYoo9rMrjsUa/toICYN8+ee6mkbakJNkeP16xqX9UvhdflDekMWPMjqR0atLm60iboji/1P/5Tp8GfvpJFro7TWKiTN89b0JHmeyYtFVkRJHsQZ34lJfnjEIUTm+srapVS64Ds7NltkdFrV0rW06N1IepSZuiKBg+fDhmz56NRYsWIUm9cvVDcnIyTp06hdWrVxd+bNGiRSgoKECnc91Yk5OT8fPPPyO3SPmfBQsW4OKLL0b8uVJrycnJWLhwYbFjL1iwAMnJyQCApKQkJCYmFtsnPT0df/zxR+E+dmeFpO3vv6VKU6VK+lYitJroaO+bnd1G206ckAtpI+zfL2XC77jD/6/1eOSN18/7QoZq1ky2viZt69bJRUVkpKyJdIPvvgOuuQb4xz/MjkR733wj09Q7dPD9a+yYtPXoASxZAowfb3YkpLXQUG8FWyf0alOTNiu/b2ghNNR7syiQKZJM2vRlatI2bNgwfPrpp5g+fToqV66M1NRUpKamIrPIoqrU1FSsXbsWO86tst6wYQPWrl2LEydOAACaNWuGa6+9Fvfffz9WrFiB3377DcOHD8dtt92GWueu+u+44w6Ehobi3nvvxaZNmzBjxgxMmjQJo0aNKjzPY489hnnz5uHf//43tm7dirFjx2LVqlUYPnw4AMDj8WDEiBF46aWX8M0332DDhg0YNGgQatWqhX79+hn0E9OXeqFgZtKmFiG56CJJ3NzErlMkx4wBYmKAl17S/1zBwdJ0eMYMaSrsNOpI244dQE5O+furo2xXXy0Nlt1ALfu/dq3cFXY7NWmz0wh9tWrAlVcCl11mdiSkB3XykT/9Bq3KLSNtADBihPSMDaSgmDo9kkmbTvQvZlk6ACU+Pvzww8J9XnjhhXL3OX78uHL77bcr0dHRSkxMjHL33Xcrp0+fLnaudevWKV27dlXCwsKU2rVrK6+88soF8cycOVNp0qSJEhoaqrRo0UL57rvvin2+oKBA+cc//qEkJCQoYWFhytVXX61s27bN5+/X6iX/Dx2SMq1BQYpy5ow5MRQUSFldP36sjjFwoPz8//UvsyPxT58+Evc77+h/roICRalRQ873xx++f93Bg4rSv7+iPP+8frFpoaBAUaKj5fvbtKn8/ZOTjfvZW0VBgaJUqybf9++/mx2N+WbOlJ9F9+5mR0IkunWT38np082OJHDvvCNl8JcsMTsS6ysoUJQ1axTlv/817xrSjvzJDTyK4vR6Y9aRnp6O2NhYpKWlWXZ9W69eUgBk7FjvdD0yxo8/ShGWrl29Iy520L49sHq1TO3q00f/86WkyM/qnXeAoUN9+5qFC2VKVpMmwLZt+sYXqBtukFHE114r+27lmTMyneXsWVkHauHitJrr3VtGGd980znl/zdvBvr2BS6+GJg71/evy8mRMtvh4fYpRPPVVzJ17uqrrV0YiCrmtttkNsQbb8joDRGVzp/cwGUT0Kg86nQrMl7PnmZHUDFqH5uaNY05X5s2krT9+afvX2OHcv+qb77xbb/oaODIEemx6KaEDZApkt99J9+7U5K2w4dlWmyRdqI+8Xd/K5g6VYrJfPKJPf4myT+XXSYVJOvWNTsS8sfZs7I8Iz8faN3a7GioJJaoHkmkGjsWePRR6RdH1pef711sbmTSBngXPPvCTkmbP6KigKuuMjsK452rMYUVK8yNQ0tuqqjopu/VjUaMAObMAW66yexIApOTI+vsfVlf7ATffgu0alXxG2EffABMnuytAE7aY9JGF8jM9G8UQ0uffw689VZgJWftKj8f+OUX4KOPpFyyHRw7JnF7PP6VKQ+EOmVw/Xo5ty/smLRlZJgdgXWpRZO2b5fqpU5Q0UQmIwMYMgTo189erxsAkzaytk2bpPWQW3rGqhUyK9pS+I03gOHDedNdT0zaqJhTp6QSYNu2xlcjUxRv9Ui3vEgW5fFIKfMhQ+xzp0qdGlm9unHVPhs3lhGmatW85y+PnZK2v/+WN89q1UpPSn/5RaavTJhgbGxWUaWKTK1bs0Zer5xATWSqVvXv60JC5EbPnDlAerr2cemBSZvzKYr9K/yqlSPd0n5InWZ/8KD/jdEzM4GtW+U5K0fqh0kbFRMX5y1tu2aNsec+cgTIygKCgpzfE6UkQUHeJtt2KfsfHQ3cfz8wYIBx5wwKksRm3z7ffk9yc4Hdu+W5HZK2GjWkyXpWljfu882dKyONGzYYG5uV3HmnTJV1SmuQiiYyoaHSpw+wR6+2s2fldxtg0uZUGzbI72TjxmZHEhg3lfsHZIlDUJC8Zx454t/XbtwoiV61asYtlXAjJm10AbOabO/ZI9vate25uF4LduvV1qgR8N57UsXPSJUr+77vwYNyYR8ZaY87psHBUkEQKL3JtlowqFcvY2Ii/QUy+mSnBtvq9xkWJiPm5DxVqkhifviw/yM2VuKWxtqqkBBvjz1/p0gW7c9mlyq2dsSkjS5gVpNtNWlz49RIVYMGsrVL0mYH9evL3f3t2+3zZqK2fNiy5cLP7dkjay2Cg6X9gVudPQu8+66soXBC45r4eHntq8hdajs12C6anNrl75H8o7YLys+395rTAwdk65aRNsA7RVL93n2lFgbj1Eh9MWmjC6gjbStXGntedT1b/frGntdK7Ja0HT0q62iMvmj++29Z/9e0qW/nDgqyxyibSk3aShppU0fZOneWC323Cg6WSrOTJ5c+jdRO3n5bEvLbb/f/a+000ta4MbB0KTBtmtmRkF5CQmS0DfBWF7Yjt02PBLxJWyAjbaQfJm10gbZtZbt7t6ytMYr6AunmpM1u0yOHDgViY6XRtZGqVAGWLJFG2RWtdGVlzZrJtqykze1TI8PCvBcIf/xhaiims1PSVrkycMUV0uyenEudZpeaam4cgXBj0nbbbcD//R/QpYvvX6MossYaYH83vTFpowvEx8taJQBYvdq4806cKFNnRoww7pxWo4607dxpbhy+Uqs3GlXuXxUW5h2NKq89xUMPSaEUf/q6ma3o9MiiI4kZGcCiRfK8d2/j47IaJ/Zrqwg7JW3kDup7gp1H2m67TQoe2b2gij/69wfGjAHatfP9azweKQz288/e9dikD4fU3SKtPfqoNJQ0stqex+N/uWunadBARq0aNJCLdauv+VCTNjOqRbVpI3f31q4F+vYtfb+5c2V+/siRhoUWsEaNgG7d5A0wM9NbHTA9Hbj1Vknm1MTOzTp2lK3dR9oyM6WpbbVqkpSr/9++mjpVGtuGh+sTn5aWLJER5E6d/LswJHtxQtL23HNmR2AfsbHA5ZebHYXzMWmjEj3yiNkRuFNEhEw5tANFMTdpu/RS6U9V1khbRoZ3QbUdyv2rQkKAxYsv/HjNmsDHHxsfj1WpI21r1shNJrtWnT1+XEbX9+6V1wB/2alX3axZwJQpwPPPM2lzsssuk5sRbi4sZke5udJv7ehR4KqrzI6GzsfpkWQJx48DN9wAPPaYMyrBucHJk3KhDHjXLxipTRvZlpW07dgh26pVvQvjyTkaNZLp3NnZ9u5Z56aKimys7Q6PPQZ8/TVw001mR1IxaWlyE0V9j3OLw4eBSy4BevaU6p++eO45mclSUrVj0haTNirVX38B//ufXJzrbfdu4NtvgS++cP5FS3m2bZPRlF9+MTuSsqmjbPHx5kzLUotQ7NtXesGcv/6SrV3XJJw96x0pPHRIElTe1PDyeLxTJEvraWcHaiJT0enhy5cDQ4ZIAQGrC/R7JTLCt99KUbTrrjM7EmPVrCmVefPzfZ/a+vHH3poEpC8mbVSqfv1kEe7y5fqfiz3avD77DBg82PrT4NSkzaxS+rGx0p6ie/fSbyyoSZudpkaqvv4aiI6WxfCATAVt21Z+N8hryhT5/7/rLrMjqbhAR58OHJDfj/nztYtJLxxpcw9FkSnqduS2xtqq4GDve7ovlZlPnPDud8kl+sVFgkkblcrIfm1q0ubmcv8qu/Rqq14deOABc6e/rFwphRvUaqfns3PSlpQkFz2bN8t27lz5eOfO5sZlNQ0aeKsn2pU6UlzRRMZO1SOZtLnDhg2yPtOusxzc2FhbpSaqviRtan+2pCS5kUr6YtJGpVKTtlWr9D+X2libI2326dXWujXw7rvAiy+aHUnpcnKkqIcdk7YmTWT638mTkrj9/rt83O392Zwo0ETGLkmbojBpc4sqVWSt6ZEjQEGB2dH4z4092lT+NNhWW+mwqbYxmLRRqYombXqvo+FIm5c60rZvn/sWQVfU6dMlf/yzz2RdWFktAawqIsL7u/DGG3Lhc8kl3jdU8nrtNeDKK4GlS82OpGIiIuS1r6JTseyStJ05431N45o2Z6tRQ7b5+TKFzm6YtHlHG8vCpM1YTNqoVJdeCgQFAampUgRBT1zT5pWYKIU9CgokcbOqv/+WCltmFsY4dUqmZcTHS3npklSqZN9S8Govtv/8R7YcZSvZ6tXS2PXXX82OpGJGj5ZiTBXtC6Umbenpvld8M0N4uCTWX33lfy86speQEG/FXjv2anPrmjbAv5E2dXokkzZjMGmjUkVGAi1ayHO9p0iqazo40iZT4uywru3WW+Vi8YsvzIshNlYWuufnAxs3mheHXs5voM2krWRqBckVK8yNwyxF15Kkp5sXR3lCQoArrgBuvJFVgt1AbQWTmmpuHP7Ky/MW2nLjSNsVV0gl2nvvLXu//HzvdOfWrfWPi5i0UTmMWtd28KD88ZdWUMJt1HVtO3eaG0dZ1Dc1M3q0qTwe7x2+8/u1zZwJdOhgjzLopWnWzPu8ShVpWEsXUpts//GHO1sihIZ6R66sPkWS3CMhQbZ2G2nLzQWeegoYNMg7zdNN2rQBxowBUlLK3i84WEbjDh4E6tY1Jja3q2R2AGRtQ4fKeiC9LxY9Hq5xKGr0aGDYMOtOOVAUb9JWs6a5sbRpAyxYcGHStn693Gxo186cuLTQoQMwcKBcRPTpI2+SdKE2bWQa7OHDchFhtwuIyy+XtV6ffFLxojm7dgExMeb0TPTV+vXSf7JFC6BbN7OjIb3ZNWmLiLD3zT4jeTzmtf1xIyZtVCb1DjYZq2tXsyMo2+nTUuADsEbSBlyYtNm53L+qeXPg00/NjsL6IiKkSMuaNTLaZrekbfVqWZMZElLxY6gXyFa2aBEwcqT0HmTS5nzJyUBWFteq29GmTVLVu2tXuRlE1sDpkWS66dNlNG/aNLMjIV+po2yVKwNRUebGoiZt69cXL8Kwfbts7Zy0ke/UG0x2W9d29qy3iI7TZxuo61+c/n2SePRRYPZsc3t5VkRqqhRHc3P15l695FHWWvE77pAZIOffMCX9MGmjcv32m/Ti+u03fY6/YgXwzTfSi4qEogAzZgDPPitlsq1GrSZqhWkRjRrJep7MTO/omqJ4n9u1uSv5p1Mn6f1ltymkaiITEiI3QSrqvfeAIUNkNMuq2KON7OCNN6Qq8ZNPmh2JecqrIKkowLx5wNy5LCpkJE6PpHJ98ok0UT57FujSRfvjq421WTnSy+ORaUR//y13sqxWgMIq69kAuUi/4w5pT1Hp3CvaoUPy+xocLG++5HwDB0rhALtdQKiVc6tVCyz2JUukL+GllwJXXaVFZNor+r2SOyiKVPiNjjY7Et+5uUebqrxebfv3AydPyntu0YJZpK8KjbS9+OKLOKsuaCkiMzMTL774YsBBkbXoXUGSjbVLdsklsl2/3tw4SpKUJEVqevc2OxLx/vtyY0EdVVNH2ZKS7NujjfxTqZL9EjZAu9EnOzTY5kibu2zYIOtN7TZFnUmbtz9daSNtalPt5s2BsDBDQiJUMGkbN24czpQwZ+vs2bMYN25cwEGRtRRN2vQop83G2iWzctKWnAy88w7w+ONmR1KyrCxJ4M7vc0buYKe1KFqt87JT0sY1be5QpQqQnQ0cOQIUFJgdje/c3FhbVd70SDbVNkeFkjZFUeAp4ZbmunXrUKVKlYCDImtp0ULKSKelad83LC3Ne5HBpK04KydtVpSdLdUDFQW47joZbfv6a7OjIiP9739ysfHww2ZH4rugIJllEGjFSzslbRxpcwe1x1l+PnDihLmx+EpRvFMC3TzSVt70SHWkjUmbsfxa0xYfHw+PxwOPx4MmTZoUS9zy8/Nx5swZPPjgg5oHSeYKCZE/zN9/l9E2LRtgq+vZqlWz15x3IxRN2hTFWlO/9u0DYmOlFLAV4srNBeLjpRjJvn3eNxwrxEbGiY6Wi4w//jA7Et8NGCCPQNkhafviCxl10fI9hKwrJERG206ckIqMdkjWT53yVnN1c9Lm6/TI1q0NCYfO8StpmzhxIhRFwT333INx48YhNja28HOhoaGoX78+kpOTNQ+SzNe+vSRtK1dKjx2tHDsmJeM5ynahpk3lTS8tzXoNg1NSgK1bpVJd9+5mRyM/p0aNZA3Fn396kzZyl44dZbtpk/QSDKQao93YIWnTo5AVWVtioiRthw8DLVuaHU351KmR8fGyHs+tGjUCxo8v+bojN1eKkB0+zKTNaH4lbYMHDwYAJCUloUuXLqhUicUn3UJd16b1VL2rrpKLq4wMbY/rBKGhUpVp/XqZP26lpM1K1SNVbdpI0rZyJfDAAzLl7Icf5M2X3KFmTUnY9++XhtVuauBsh6SN3CchQdr5HD5sdiS+iY0FxowxOwrzxcUBTz9d8udCQoBff5V1ikFsHGaoCv24K1eujC1bthT+e86cOejXrx+eeeYZ5NhpBTj5rHdvuSCeN0/7Y3s8nBpZmv/+V9YR9upldiReZ8/K6B9gvaQNkHVshw9LoltkMgC5hNpk2y5TJAcNkhHCQPurXX65tLpYvlybuLR24AAwebL0dSL3SEiQbWqquXH4qk4d4P/+Tx5UNiZsxqvQj3zo0KH461xN7V27dmHAgAGIjIzErFmzMHr0aE0DJGuoWlWmNtitca3dtWsHNGhgrRdHdZQtMlLWtFmFuiB640bZNm5srZ8bGUOdImmXpG39ehkdzs0N7DgREXITxapTutavB4YPB154wexIyEjJycCNN7Jfph3t3Al8/z2wY0fxj+fnmxMPVTBp++uvv3DpuSukWbNm4corr8T06dMxbdo0fPnll1rGRw43cCDQr5/3Qpusr+jUSCsV+ji/ipXdegORNtSRthUrzI3DV26pqMhy/+706KPAV19J4mYHO3cCu3fbq22IXsaOlVk+X31V/ONdusiae7vcGHOSCpf8LzjXdOOnn37C9ddfDwCoU6cOjqmvzOQ4P/8sU3leeUW7Y86fD8yZY68eLkbKzQVeflmqy6kVrcxmxfVsgMzBL3o3l0mbO7VrB1x2GXDTTda/8FIU4PhxeR5o0lZQAIwYAQwZIuuErUar75NIT489JrNbPvrI7EjMV1IFybw8qRy5bRv/ls1QoaStffv2eOmll/DJJ59g6dKl6HVuwc3u3buRoE5gJsfZvx/45BPgm2+0Od6ZM943claPLFmlSsDEicDMmbKY2wqsmrQBcldXxaTNnaKiZF3Xm29KMR8rO3tWGsEDgY9ABQUB770nF5vq66qVuGVEkS6kKNa8kVASNtb2KqlX27Zt0hM1OppTXs1QoaRt4sSJWLNmDYYPH45nn30Wjc41Xfniiy/QuXNnTQMk61ArSP75p9xtCZTaoy0ujgUjSuPxWK/JdsuWwIMPStl/qxkxwltlk0kbWZ2ayISFSbIZKCtXkGTS5k4bNwLh4fZ5PWZjbS81aSs60la0PxvXjBuvQjX7L7nkEmzYsOGCj7/66qsIZqUKx2rcWApPpKdLH6RA+3Ps2SPb+vUDjczZLrlEKstZJWm76ip5WFFBAdCihRTMadzY7GjITBkZsj5FvelhRUUTGS3Wh8bGykg4kzayiipVZJry0aPWLxGfne39PWXS5h1tLDrStm6dbNmfzRwBNVpbvXp1Yen/5s2bo23btpoERdYUFCTrRRYvBlat0i5p49TIslltpM3KgoKk2hW52/bt0uMwIkISGKveS8zJkSlGtWppczwrj7RxTZs7Va8u2/x8+R1Q/21Fhw7JNixMkk23U0faDh+WhDYszDvSdn7hLzJGhe55HDlyBN27d0eHDh3w6KOP4tFHH0X79u1x9dVX4+jRo1rHSBaiTpFctSrwY6nTIznSVjY1aVu3TtYGmG3XLrkotEIsRCVp0ECmZJ05AxRpKWo5ycny9/Trr9ocz8pJ2+uvA7NnS+U5co+QEO96Tav3aiu6ns1KlZHNUrWqvI4C8rNRFCZtZqtQ0vbII4/gzJkz2LRpE06cOIETJ05g48aNSE9Px6NFKwGQ42iZtOXmSq8vjrSVrXlzGUE6ftwab3odOwLx8WzTQNYVHOx9rVq50txYjGTlpK1tW2nvwmln7qPWpzt82Nw4ysP1bMV5PMAbbwCffiojj9nZwHXXScLWsqXZ0blThaZHzps3Dz/99BOaNWtW+LHmzZtj8uTJ6Nmzp2bBkfW0by8JRH5+4PPT33hD7r5qUdTEySIiZBH3zp3yMLNqY3a2d5qTVlO6iPTQqhWwdCnw119mR2IcKydt5F4JCVL92OpJW9OmwDPPeKcFkhQdK4qtEMxVoaStoKAAISEhF3w8JCSksH8bOVNSEpCWJuVeteDxyPQJKtuCBfLGZ/bPSh3pCw3lnH+ytgYNZLtrl7lxlOWFF4AffgAeeQS4667AjzduHPCPf1ivgfXZs8B//yvr2QYM4NQzt0lMlK0VZoqU5dJLOe2PrK1CSdtVV12Fxx57DJ999hlqnbvdfvDgQYwcORJXX321pgGStXg82iVs5Dur9IxRe7QlJvLCi6zNDknbli0yffPkSW2OV6OGNsfR2qFDkphGRQG33WZ2NGS05GSZpaH+TZJ9/P03sGaNVKZNSpKbx5UCKmFIgajQ5La3334b6enpqF+/Pho2bIiGDRsiKSkJ6enpeOutt7SOkSwqkEIU27fLHa0779QsHDKAlRtrExXVsKFsrZy0uaUMvlu+TyrZI48AX34J3Hij2ZGUbf16YPduWW9P4ptvgN69gQkTgKuvlpv2y5aZHZV7VShfrlOnDtasWYOffvoJW7duBQA0a9YMPXr00DQ4sqYNG7zznH/7rWLH2LVLqiFyNq1vMjKA4cNlXcAvv8j0RDMwaSO7SEqS16kGDazbH0rrZGbjRuCDD+Ru+Jgx2hxTC0zayA5uuEGqWi9bJqOD5J3ls3UrsGOH3KxXb4iR8fxK2hYtWoThw4fj999/R0xMDK655hpcc801AIC0tDS0aNEC77zzDi6//HJdgiVriI+XF7XgYCAzUwpl+IuNtf0TGQl89ZU0Nt+2TYosmIFJG9lFVBQwdarZUZRN62Tm4EFg0iTpoWmlpI092khRgNOngZgYsyMpWUGBt08bq0d6qUVZtm+XbWKitxooGc+ve48TJ07E/fffj5gS/upiY2MxdOhQvP7665oFR9ZUu7b80ebny2hZRbCxtn88Hms02e7UCXjoIaBbN/NiIHICRdE+mVGrR6alaXM8rXCkzd02bpTGzBdfbHYkpTt2TKZFejy8KVnU+ZU0WajFXH4lbevWrcO1115b6ud79uyJ1atXBxwUWZvHE3i/NjbW9p8VkrbevYEpU4BbbzUvBiJfZWTIjSX1LrGVnDkD5OTIc62TNquV/GfS5m5VqkhCdPSodZdEqI21rVCl2Uri4mTWgqp1a9NCIfiZtB0+fLjEUv+qSpUq4ejRowEHRdYXaNLG6ZH+s0LSRmQnEybIneHXXjM7kgudPu2txhYZqc0xi460WenimEmbu1WvLtv8fO/ostWwsXbJPJ7i1as50mYuv5K22rVrY+PGjaV+fv369ajJcWVX0Cpp4/RI31khadu2TcqTB1I5lMgoVi77X6uWxKVl76rYWNmq64esYuRIYPZsoH9/syMhM4SEeBN2q/ZqU0famLRdqOjPhEmbufxK2q6//nr84x//QFZW1gWfy8zMxAsvvIDevXtrFhxZl5q0bdki03z8kZ8vxUwiIjjS5o+WLWV76JD3zrWR8vKAZs1kqsuRI8afn8hfVk7a9BAeLg/AWlMkmzcH+vWT1w9yJ7V4xeHD5sZRGjVps0pPVCt5+GGgaVPgssuAxo3Njsbd/Koe+dxzz+Grr75CkyZNMHz4cFx8blXp1q1bMXnyZOTn5+PZZ5/VJVCylsREoGNHWbB76pR/DbeDg4FNmzha46/KlYFGjWS6Qmqq8VONjhyR/7PgYO90FyIrU5O2vXvlpoMbmsLGxcnrw6lTnMlA1pGQIO/7Vk3auneXKcUs9X+h/v05Sm4Vfr2FJSQkYNmyZXjooYcwZswYKOeuuj0eD1JSUjB58mQksBaoa/zxR2Bf7/FoE4ebbN5s3iJptdx/QoI1e14Rna9mTalal50N7NvnTeKsYNo0YPJkuRh6+mntjvvLL7JGrkYN7Y4ZqPfflxt7ffr4d4OPnCMxUbZWnR551VXyILIyv+871qtXD99//z1OnjyJHTt2QFEUNG7cGPHx8XrER0RFmFnVij3ayG6CgqTYx9atMkXSSknbjh2yJviyy7Q9bqNG2h4vUAUF0uRc7YPFpM2dkpPl5omV/gaJ7KbC98vj4+PRoUMHdOzYkQmbiymKtyGlr155BWjTBnj3XX1icgMzppYyaSM7athQtlZb1+aWiopFK1lWrWpuLGSe4cOBL74AbrzR7EhK9ttv8hphpaqrROfjJCeqsDNnZMpD7dr+LXrfuBFYu9ZaC+Xt4vhx4PLLpfJcfr6x52bSRnZ0113Av/6l/YhWoLRurK368kup1vjjj9oet6LU5DQmBggNNTcWopKcOQN07So3ePwtrEZkJBcsyya9REd7+wutWeP7fHA21q64uDj5WZ89K9OrztUCMoQ6olqrlnHnJArUgAFmR1AyNZnRevRpwQKZxRAXB/Tsqe2xK0Kv75PsR1GA9HRvawqrUCtHVq4sNxeIrIojbRSQivRrY2PtigsO9pb+N7pf21VXAQ89BHTubOx5iZxIr+mRaoNtq8xkcMs0UCrbhg0y0tq0qdmRXIg92sgumLRRQDp0kK2vSVtOjnfEhuWoK8asJtu33gpMmWKNu/dEvsrPlwvGb781O5LimLSRm1StKm03jh41fmp/eZi0kV1weiQFRB1pW7nSt/0PHJCFvuHh3mab5B81aVu3ztw4iOwgO9v7N3PiBGCFulmKIslVZiaTNnIHtbdnfr6s57RSSwo21ia7YNJGAWnbVrZ79sibc3lvzOp6trp12aetolq3lq2RI20FBcCWLVKEJD6e/3dkH5GRUjApNRXYudN7o8lMHo/8PenBaknbzTcDTZp4+3SRO4WEyPXBsWPSYNtKSduBA7LlSBtZHadHUkDi4oDGjeX56tXl75+bCzRrBjRvrmtYjtaqlWz37pVy2kY4dkzW0lWrJlNciOxE7Q1ltbL/erBa0paUBPTtC3TqZHYkZDZ1ds3hw+bGcT5OjyS74EgbBWzQIODkSd9e8Hr2BDZv1j8mJ4uPlwugKlXkwsyISlxquf9q1cxt8E1UEQ0aAMuWuStpM+qGDpGvEhKATZusl7TddRfQooX12oIQnY9JGwXsuefMjsB9fv/d2POxRxvZmdpge+dOc+NQLVkCPPEEkJwMvPWWtse+5BK5MLbC2j1AGirn5ABXX811zG6nTpFNTTU3jvPddJM8iKyOSRsRlYtJG9mZ1aZH7tsn08n16F0WGWmt6efPPQds2yaJKpM2d+vcWRJ49SYKEfmHa9pIE2lpwOLF5U/JadtWHlu3GhOX0xk1BYqNtcnOrJa0uamiopu+VyrbsGHArFlAv35mR+J15gzwyy/A7t1mR0JUPo60kSY6d5a1anPnAr16lbxPXp5UPMzPBypXNjY+p9m3T9a1nTkjiVuQzrdfONJGdta8OTB+PNCokdmRCDWR0WOkDZDv9cgR4NlnzU2W8vOlzQKg3/dKFIiNG4ErrgDq1JH3VSIr40gbaUIto11Wk+2DB+VNPCSEF/+BqlVLLobOnJF2C3pj0kZ2VqUK8PTTUn7eCvQefZo0CZg40TtCbpaTJ6UnHcCkjURBgXUqmwKsHEn2wqSNNOFLk+2iPdr0HhlyukqVpNoVYEy/thtuAB5+GGjXTv9zETnd8eOy1Stps0rZf/X7jI1l1VkCNmwAwsKApk3NjsSLjbXJTnjpTJooOtKm3lk9nzoiVL++ERE53yWXyNaIpG3wYGDyZKl2R2RHe/YA335rbFP60ug90maVpI3r2aioqlVlmcTRozLrxgrYWJvshEkbaaJ1ayA4WPqvqHeuzqcmbfXqGRaWoxmZtBHZ3cSJMmL86admRyIVHmNjmbSRu1SvDng8MkVS/d0wG6dHkp2wEAlpIjJSpuutXy+jbSVNNVCnR3KkTRtGJW3Z2cD27bKejetSyK6sVEHyhx/0Pb5VkrbLLgPmzAHCw82Ng6whJETeQ44dkxu8VmgBwaSN7IQjbaSZ8oqR1Kghc9kbNzYuJidTk7YdO4CMDP3Os2MH0KoV/9/I3qyUtOnNKklbQoKMbvbsaW4cZB1qonb4sLlxqLimjeyEI22kmbvuksSte/eSPz9+vDxIGzVqAH37SmGXzEwgKkqf87ByJDmBmrTt3Cnrbj0ec+PRk1WSNqLzJSQAmzYBqalmRyLGjJEebU2amB0JUfmYtJFmunWTBxnn66/1Pwcba5MTJCXJNj1d2mWYNdV3zx6gf39Z2/vVV/qc45FHgEGDgMREfY7vq59+khGV5GRv0kzupv5OWmWk7Z57zI6AyHdM2sgQTr+z7WQcaSMniIiQGw+HDskUSbOSttRUYM0ab9NpPdSubY01Om++KRU733uPSRuJzp2B3FzrNLonshNT17SNHz8eHTp0QOXKlVGjRg3069cP27ZtK7ZPVlYWhg0bhqpVqyI6Ohr9+/fH4fNu0ezbtw+9evVCZGQkatSogSeffBJ5eXnF9lmyZAnatm2LsLAwNGrUCNOmTbsgnsmTJ6N+/foIDw9Hp06dsGLFCr9jcbutW4H3379wXduyZXKRdMMN5sTlZKdPy3QTvTBpI6ewwro2N1VUdNP3Sr4ZNgyYORPo18/sSOS97eefgf37zY6EyDemJm1Lly7FsGHD8Pvvv2PBggXIzc1Fz549kVGkqsLIkSPx7bffYtasWVi6dCkOHTqEm266qfDz+fn56NWrF3JycrBs2TJ89NFHmDZtGp5//vnCfXbv3o1evXqhe/fuWLt2LUaMGIH77rsP8+fPL9xnxowZGDVqFF544QWsWbMGrVu3RkpKCo4cOeJzLARMmgQ88AAwa1bxj+/dK3eWT582Jy6n2rQJiIkBLr+89P54gWLSRk4xejTw+edA167mxaAmMnqO9O3dC4wbB7z2mn7n8AWTNrKy778HrrwSGDrU7EiIfKRYyJEjRxQAytKlSxVFUZRTp04pISEhyqxZswr32bJliwJAWb58uaIoivL9998rQUFBSmpqauE+U6dOVWJiYpTs7GxFURRl9OjRSosWLYqda8CAAUpKSkrhvzt27KgMGzas8N/5+flKrVq1lPHjx/scS3nS0tIUAEpaWppP+9vRBx8oCqAoV11V/OMvvywfHzLEnLicKitLUYKD5We7f78+57j8cjn+55/rc3wiN3ntNfl7GjhQv3MsXy7nSErS7xy+qFJF4ti82dw4yFry8xXl5Emzo1CUsWPl9/P++82OhNzMn9zAUiX/09LSAABVqlQBAKxevRq5ubno0aNH4T5NmzZF3bp1sXz5cgDA8uXL0apVKyQUafiRkpKC9PR0bDo3Z2z58uXFjqHuox4jJycHq1evLrZPUFAQevToUbiPL7GcLzs7G+np6cUeTqeW/V+9WhpoqthYWx9hYdJGAdCvX9sdd8iUlpYt9Tk+kZsYMfpkheqReXnAyZPynCNtpNq4EQgN9b5vmYk92shuLJO0FRQUYMSIEejSpQtanrs6TE1NRWhoKOLUd6BzEhISkHquXmxqamqxhE39vPq5svZJT09HZmYmjh07hvz8/BL3KXqM8mI53/jx4xEbG1v4qFOnjo8/Dftq3lwaqaalSWltFRtr60fvJtsPPgi8/bY0Tyeys7Nngblzgf/8x7wYjEza0tKK3zwz0smT3inb8fHmxEDWU7UqkJ8PHD0qWzMxaSO7sUzSNmzYMGzcuBGff/652aFoZsyYMUhLSyt87HfBateQEKBNG3letBgJR9r0o3fSRuQU6elAnz6y7jYnx5wYKlWSpMqIpK2gADhzRr/zlEVNTuPj5XsmAoDq1aWSdEGB93fELEzayG4skbQNHz4cc+fOxeLFi3FRkbb0iYmJyMnJwanz5ngcPnwYieeafSQmJl5QwVH9d3n7xMTEICIiAtWqVUNwcHCJ+xQ9RnmxnC8sLAwxMTHFHm6gTpFcuVK2igLs2yfPOdKmPT2TtowMYMMG4Phx7Y9NZLSEBCAyUi4Y1dF/o02dKqNQehY/CA+XqdOAeVMka9cG5swB3n3XnPOTNVWq5L1hYXbx7QMHZMukjezC1KRNURQMHz4cs2fPxqJFi5Ckdj89p127dggJCcHChQsLP7Zt2zbs27cPycnJAIDk5GRs2LChWJXHBQsWICYmBs2bNy/cp+gx1H3UY4SGhqJdu3bF9ikoKMDChQsL9/ElFhLnJ20ZGVKhqVkzoEhOThpRk7atW4HsbG2PvWqVHL9zZ22PS2QGj8caZf/VWPRk9rq2mBhp8XLLLeacn6xLXYliZtKWleW9GcmkjezC1EkLw4YNw/Tp0zFnzhxUrly5cG1YbGwsIiIiEBsbi3vvvRejRo1ClSpVEBMTg0ceeQTJycm47LLLAAA9e/ZE8+bNcdddd2HChAlITU3Fc889h2HDhiHs3K3GBx98EG+//TZGjx6Ne+65B4sWLcLMmTPx3XffFcYyatQoDB48GO3bt0fHjh0xceJEZGRk4O677y6MqbxYSKSkAD/+CLRtK/+OjgbmzTM3JierXVsKhTRpIov/1TvsWjh0SLYs909O0aCBFEMwO2nTW1ycXBSbWYyEqCSJifI3WEo5AEMoiox6HzoEnKt9R2R5piZtU6dOBQB069at2Mc//PBDDBkyBADwxhtvICgoCP3790d2djZSUlIwZcqUwn2Dg4Mxd+5cPPTQQ0hOTkZUVBQGDx6MF198sXCfpKQkfPfddxg5ciQmTZqEiy66CB988AFSUlIK9xkwYACOHj2K559/Hqmpqbj00ksxb968YsVJyouFREICcM01ZkfhHh6PFArRA3u0kdOYOdJWUAB06iQXiTNnArGx+p1r5kyZinbeBBbDrFoFbNsmI/WtWpkTA1mTFUbaIiKkyBaRnXgURa+WvHS+9PR0xMbGIi0tzTXr2wCpEBUcbHYUVBFPPikNekeOBF5/3exoiAL31lvAo48CN94IfPWVsec+ccLbVDs7W0qfO9UTTwD//rdsX33V7GjISqZOBRYvlnYy/fqZHQ2RufzJDVjTiXSxbh3w2WdAnToyDWLmTODFF2UaH2kvJwfYsgU4ckTbUU6OtJHTmDnSplbLi4lxdsIGGNPagOzpoYfkYaatW2Wkr0kTvr+RfViieiQ5z6ZNwL/+BXz6qZT7P3FC27VWVNzatcCllwJ33aXtcZm0kdN06ABMn25OrzYjE5lFi4Bx42R9sRmYtJGVvfsu0K0b8MYbZkdC5DsmbaQLtYLk2rXAjh3ynOX+9dOihaxtO3xY23UCTNrIaWrUAG6/HWjXzvhzq9XqjEhk5s8Hxo6VrRnUpE2dDkpUVH6+tL4wC3u0kR0xaSNdNGoki+yzspi0GSEqCmjcWJ5r2a/tgQeA4cNlCgkRBcbIRMbskv8caaPSbNwo04ObNTMvBjVpYxsishMmbaSLoKAL72TXqWNOLG6hR5PtESOkcAP/78hJfv9dfq9Xrzb2vEYmMkzayKqqVpVKqkePyoibGdhYm+yISRvpRp0iCQC1anFNm970SNqInOidd6SCpNH9IwsKJJmqXl3/c5mZtOXmAmlp8pxJG52venWZzl9Q4E3ujVRQ4O1ByqSN7ITVI0k3RZO2evXMi8MttE7aTp4E9u+XNzWuSyEnadhQtkZXkHzqKXkY0WjH7JG2b76RC/L4eHPOT9ZVqZIk80ePyhrsIu1wDXH0KJCXJzOCEhONPTdRIDjSRropmrQlJ5sXh1uoSdvmzXKnO1A//QS0bg307Rv4sYisxMyy/4CMMuhNbdxtRtIWEgL06QPcfTd7dFLJzGywra5nS0iQ31Uiu+BIG+mmfn1g504gKcmYixS3q1dP2iy0bKnN8Vg5kpzK7KTNCGaPtBGVJTFRCpKkphp/7tq1ZYq0ESPeRFpi0ka68Xi8F0ekv6AgYPRo7Y7HpI2cSp0euX8/kJ1t3Hrb/v2B06eBN98EmjbV91xJScCvvwJVquh7npLs2AH88YdUEe7Uyfjzk/WZOdKWkAAMHWr8eYkCxaSNiErEpI2cqnp1aZORkQHs3WtcS4ulS6VXmxEV8yIigC5d9D9PSRYtkoviG24A5swxJwayti5dZBq/2qqGiMrHNW1EDnLiBPDll8AnnwR+LCZt5FRFZwEYNUUyP1/+PgHnV1RkuX8qz0MPATNmmLNmevlyYMkSb7N7Irtg0kbkIFu2ADffDDzzTODHUksi16oV+LGIrOatt+TirWtXY8538qR3DY1RUxY/+AAYN85beMEoTNrIyp5/HujeHfjuO7MjIfIPp0cSOYhahOTAAbmrH8jFIUfayMmuvNLY86mJTFyccRXrJkwAtm8HrrrK2H5UTNrIF/n50s/P6HWX6k0M9mgju+FIG5GDxMZK1U4A2LCh4sdRFOCJJ4BHHgHq1NEkNCJXMyORMauCpDrtjEkblWbjRiA0FGjWzPhzM2kju+JIG5HDXHIJsGePNNmu6GiCxwM8/bSmYRFZytGjwMyZUoxEy6qrpVETGSMb1ZuVtKkJqpHfK9lL1apAQYH8ruTnG9fP7/RpID1dnjNpI7vhSBuRw6hNttevNzcOIis7cQIYPhx48UVj+jVlZwPx8VK50ihmJ20caaPSVK8uNwcLCuQGilHUUbaYGKByZePOS6QFjrQROYwWSduRI7Km7aKLeLecnKl+fblozMiQi8YaNfQ93623ysPIhr5q0paWZtw5AWDKFHn9uPhiY89L9lGpkiT1R49Kr7bERGPOy6mRZGccaSNyGDVp27ix4v2gvvwSuPRS4N57NQuLyFLCwuSmBGBc2X9AEkWjmDXSlpICDBnCGz5UNjMabDNpIztj0kbkMI0aAbNmAX/+CQRV8C9crRzJcv/kZEb3ajOaWUkbkS/U0TUjk7bkZOCdd4CHHzbunERa4fRIIocJDpZebYFguX9ygwYNgKVLjUnaRo6U0e8xY6QEvxEGDpRiREZWgD16FJg/X0Yyunc37rxkP2aMtDVuLA8iO2LSRkQXUBtrM2kjJ1NH2nbu1P9cv/8uDyPv8NerJw8jbdwI3HUX0LQpsGWLsecme+naFcjLYxJF5CsmbUQOtHs3MGOG9MEZNcr/r+dIG7mBkdMj3dK7zC3fJwXuwQflYaQffgAiIoD27YHoaGPPTRQoJm1EDrR3r0zDatAgsKSNa9rIya65BvjtN6BhQ/3PZUYZ/KNHgenT5fljjxlzTpb7Jyu75x4gNRVYtQpo187saIj8w6SNyIFatZLtrl3STNSffjT5+VLyH+BIGzlb9erG9E3LywNOnpTnRidtI0YAVaowaSNrys+XQjlGVBrNzfWun1MrxxLZCatHEjlQ1areksYbN/r3tbm5wMsvA48+amwjYCKnOnHC+zw+3rjzFu3TZlR/ODVpY7l/Ks/GjUBICNC8uTHn+/tv+TsICeF7G9kTkzYih6pok+3wcODpp4FJk6QSJZGTffEF8OSTwOrV+p1DTWTi46WpsFHUpC0/X5qIG4EjbeSr6tUliTp6VEaj9ab2aKtZs+LtcIjMxF9bIoeqaNJG5CbTpwOvvQYsX67fOTIyZIpijRr6naMkEREyqgAY16uNhUjIV9WqSfKkKN5kX09srE12x6SNyKEqmrQdOACsXVt8SheRUxlRQbJDB0lmNm/W7xwl8XiMb7D97LPAtGnA5Zcbcz6yr+Bgb3JvRK82NWnjejayKyZtRA6lJm1btvi3nuW//wXatAGeekqfuIisxMhebWZMyTI6aevaFRg82JiKnGR/aoPt1FT9z3XggGw50kZ2xeqRRA518cUyYta0qdxx95XaWJvl/skN1OTCiF5tZjA6aSPyR2IisGGDMSNtd9whjbxbtND/XER6YNJG5FAhIUDr1v5/HRtrk5sUnR6pKP7d4PDVG28A338PDBkCDByo/fHL8tZbUuTBiAp9ubnA55/LlLeePVnIiMqnjrTpkbRt3Ah8+imwZ4/8XrZpIw8iu2LSRkTFMGkjN6lXTxK1s2elP6F6EamldeuAn34CevTQ/tjl6dTJuHMdPQoMGiTJWk6Ocecl++raVW4qNGmizfEOHAA++0yStaLrucePB5KStDkHkVmYtBE52Jo1wJQpciH68su+fQ2TNnKT0FCgTh1g3z5Z16ZH0uaWMvhFe7SxpDr5YuhQeQRqwQJJzJYs8a7hDgkBevUC7ryT72fkDEzaiBzs+HHgP/+R9W2+JG0FBd4F4XyTI7eYO1cSqsREfY5vZtK2ejXw229As2bANdfoey63JKdkvuxsmY4bHS3/PnYMWLxYnl9xhUxDvvlmabVB5BS8F0bkYGoFye3bZfpXeY4f9zY51WPEgciKWrWSmxR6rGcDio9AGW3ePOCxx4CZM/U/F5M2qoj8fG9/v7IUFAA//ywjc4mJsl5T1bcv8Morsn5t6VLggQeYsJHzcKSNyMESEqSh75Ej0iOqffuy9w8JkTe+tDSZNkZEgTMzmTGyeiSTNvLXxo1yc7F69dKLkWzaJGvUpk+XacyqhQuBMWPkeWQk29SQ8zFpI3K4Sy6RIgjr15eftMXF8Y2P3GfHDuC99+RGxUsvaXvs3Fy5CQI4P2lTR0uYtJGvqleXNWhHj8osj0pFrkoVRZq0//ab92OVK8u0x4EDgW7dDA+XyFScHknkcOoUyaKVtIjI68QJ4NVXgQ8/1P7YaWkyTSs4GIiP1/745eFIG1lZtWpStEZRpBDQrFnez3k8QP36MgPkhhtkiu/hw8B//wtcfTVbSpD7cKSNyOH8Sdp27gROn5Y3SvVij8jp1F5thw4BmZlARIR2x65WTUag8vPNucg0MmkbMgRo2xZo2VL/c5EzBAd7p0a2aCF/J+vXyzpTQApoTZpkznpQIqvhSBuRw6lJ2+nT5e87caI0H331VV1DIrKUqlWBmBh5vmePPucwa1TAyKStTRtg8GCgXTv9z0XOUb++bPPzpcqpOmILSB9FJmxEgiNtRA7XqhWQni5rAcrDHm3kRh6PjLatXQvs2iUXjk5RNGlTFP0qZBJV1JQpwPz5wLXXApdeyt9RotIwaSNyuEqVfEvYACZt5F5FkzYtffWVXJSmpABPPqntsX1Rvbr0oTNiuvMXX0gVvyuu8PbPIipP27byIKKyMWkjokJM2sitGjaUrdZJ29atUpq8Xj1tj+ur0FCgVy9jzjVkCJCRIWtjmbQREWmLa9qIXGDBAimP/PDDpe+jKEzayL3UYiR792p7XLdUVMzMlIQNcP73SkRkBo60EblATg6wdKm3j1JJ0tKArCx5zqSN3GbAAKBPH+1/962QtH39tTQl7tcPqFtXn3Oory3+TMcmIiLfMWkjcgG1guTWrUB2NhAWduE+hw7JNj4eCA83LjYiK4iP16ePmhWStpdfBlatkimgeiVtRb9PFpIgItIekzYiF7joIilEcOqUJG6tW1+4T5UqwL/+BRQUGB0dkXOpI1BmJm1GlP23QnJKRORkXNNG5AIeT/lNthMTgdGjgaefNi4uIit57TXgllukiqRWrJDMMGkjIrI/Jm1ELlFe0kbkdj/8IGXrtfwbUXujMWkjIqJAcHokkUuUl7Rt2SKFSBo0AGJjjYuLyCoaNAAWLdK27P+uXUB+vrnrvIxI2nr2BD76CKhVS79zEBG5GUfaiFzikktkCmRpd8LHjZMGp//9r7FxEVmFWvZf615twcFAkInvtkYkbU2aAIMGAT166HcOIiI340gbkUt07Ojtw1YS9mgjt9MraTObEUkbERHpi0kbkUuUNz2LSRu5XcOGstUqaVu1Sgr7tG4N/Pvf2hyzIq6/Hpg7F6hXT79zLFgA5OYCHToA1avrdx4iIrdi0kbkQnl50gS3KCZt5HbqSNvffwNnzwKRkYEdb88eYOFC6Y1opqQkeehp9GipuvnDD8C11+p7LiIiN+KaNiIX+fRT6dl2//3FP376NHDmjDxn0kZuFR8vRXhCQ4GDBwM/npsqKqrfa9Wq5sZBRORUHGkjcpGoKLkYPb+CpDrKFh0NVK5sfFxEVuDxANu2yfQ+LQqHWCVpO30amD0byMwEhg7V5xxW+V6JiJyKI21ELqKW/d+0SaZIqjg1kkgkJGhX6dEqiUxaGjB4MDB8uPSN09rZs9IuBDD/eyUiciqOtBG5SFKSjLZlZADbtwPNmsnH69UDJkwAIiLMjY/ISayStKnVI/PyJMGKitL2+Or3GRoqo/VERKQ9jrQRuUhQENCqlTwvOkWyfn3gySflTjyRm61YAQwYAIwaFfixrLLOKypKesUB+pT9L5qcmtlEnIjIyZi0EbmMOkXy/HVtRASkpwMzZwLz5gV+rLw8SWLMHmnzePTt1WaV5JSIyMk4PZLIZUpK2tatA/LzgUaNgJgYc+IisgK17P/u3UBBQWDr2376Sf6urCAuDjh+XJ+krWVL4OOPgfBw7Y9NRESCI21ELtO+PdClC9Cunfdjjz8u//7mG/PiIrKCOnVkKmFWFpCaGvjxgoO9UxPNpOdIW61awF13Abfcov2xiYhIcKSNyGU6dQJ+/bX4xw4dki2rR5LbhYQAdevKSNvOnZKQOIGeSRsREemPI21EVFjy3ykXqESBaNhQtrt2VfwYR44AV18NDByoTUyBev55YO5coHt37Y/9xx/Ad98B+/drf2wiIhIcaSNyqYwMKf8dHe29+86RNiLvurZAkrbUVGDRIun7ZgVXXKHfsV9/XYq3TJoEPPqofuchInIzjrQRudC//w1Urgw895x33U54OBAba25cRFbQoIFMkzxzpuLHcFNFRTd9r0REZuFIG5EL1akDKIpUkCy6no09loiAxx4DnngisAIiVmmsrdq2TaYx1q4t0za1dPy4bK3yvRIRORFH2ohcSC37v2EDcPCgPOfUSCIRHh54xUerJW0//ggMHgy8+672x7ba90pE5EQcaSNyoUaN5MI0I0PWtL36Ki+4iLRktURGr+qRimK975WIyIk40kbkQpUqAS1ayPOsLJkKNmSIqSERWcrQoUDHjsCWLRX7equt89IracvIALKz5blVvlciIidi0kbkUuoUyfXrzY2DyIpWrwZWrgS2b6/Y12dnA0FB1hl90itpU5PTsDAgKkrbYxMRkReTNiKXUpO299+XC9RAKuUROY1a9n/nzop9/bvvArm5wCOPaBdTIPRK2qpUAT75BHjzTRYyIiLSE5M2Ipfq0kUKExw6BLRvD/z2m9kREVmHFr3agoKkdYAVFE3aFEW748bEAHfeCTzwgHbHJCKiCzFpI3KpDh2AadO807dYPZLIq2FD2QaStFmJmrTl5so6ViIishdWjyRysZwc75oUJm1EXoGOtF13nTSwnzrVGgU6oqNlGmNcXODtDIravFl+Rk2ayIOIiPTBkTYiFztwwPvcCheWRFahJm27dwMFBf597dmzwLx5wKxZUqnVCjwemcbYuzcQGqrdcT/7DOjTR9a0ERGRfpi0EbnYvfd6nwfx1YCoUJ06QGSkbE+e9O9rjx+XbaVKsubLyazW2oCIyKl4mUbkYldcYXYERNZUqRKQni4l//1NSNSkrVo1a1VU/Pln4OOPZfRQK0W/VyIi0o+pSdvPP/+MPn36oFatWvB4PPj666+Lff7w4cMYMmQIatWqhcjISFx77bXYfl7TnKysLAwbNgxVq1ZFdHQ0+vfvj8OHDxfbZ9++fejVqxciIyNRo0YNPPn/7d15XFX1vv/x9wYZHIAEDSTEOUfEciRT60SSmaXVbfLXUbO6HtFSHMrKUBscHg2WWd1HnateT55T3pumDXa8jsfCCSOHq2RER0swMwEhFYTv74919tYtiMxrA6/n47Efe++1vmvtz1osN7z9rvVd06bp/Pnzbm02b96s66+/Xn5+fmrfvr2WLl1arN7FixerdevW8vf3V9++fbVz584q2Q+AXZ5+2hqSfMMGuysBPE9Fr/1y9j55WpCZPdsaMTYpqerW6anbCgB1ja2hLS8vT9HR0Vq8eHGxecYYDR8+XD/88IM++eQTffPNN2rVqpViY2OVl5fnajd58mStXbtWK1eu1JYtW3Ts2DHdfffdrvmFhYUaOnSo8vPz9fXXX2vZsmVaunSpnn/+eVeb9PR0DR06VDfffLNSUlI0adIkPfroo/ryyy9dbT788EMlJCQoMTFRe/bsUXR0tOLi4vTLL79U094Bql/Dhta1KH/4g92VAHWHp54yWB33aiO0AUANMR5Cklm1apXrfWpqqpFk9u/f75pWWFhomjdvbt577z1jjDFZWVnGx8fHrFy50tXm4MGDRpJJSkoyxhjz+eefGy8vL5OZmelq884775jAwEBz7tw5Y4wx06dPN127dnWr5/777zdxcXGu93369DHx8fFutYSHh5u5c+eWeRuzs7ONJJOdnV3mZQAA9lizxpi+fY256Ku/TBYtMkYy5p57qqeuinrkEauul16qunW2aGGtc8+eqlsnANQX5ckGHntN27lz5yRJ/v7+rmleXl7y8/PTtm3bJEnJyckqKChQbGysq02nTp0UGRmppH+d/5GUlKSoqCiFhoa62sTFxSknJ0cHDhxwtbl4Hc42znXk5+crOTnZrY2Xl5diY2NdbS63DTk5OW4PAEDtkJ8v7dghJSeXb7nff7cG9vG03qeq7mkzhmvaAKCmeGxoc4avGTNm6NSpU8rPz9f8+fP1008/KSMjQ5KUmZkpX19fXeX8TfQvoaGhyszMdLW5OLA55zvnldYmJydHZ86c0a+//qrCwsIS2zjXUZK5c+cqKCjI9WjZsmX5dwQAwBYVvVfb9OnWTawXLqzykirF+asyO7tq1meM9J//Kb3+unT11VWzTgBAyTw2tPn4+Ojjjz/Wd999p+DgYDVq1EibNm3SkCFD5FVLxiafMWOGsrOzXY+jR4/aXRIAoIycoe2XX6Tc3PIt6+UlXXSiiEeo6p42Ly9p5Ehp0iTJz69q1gkAKJlHp5+ePXsqJSVFWVlZysjI0Lp163Ty5Em1/ddv0rCwMOXn5yvrkt9Ax48fV1hYmKvNpaNJOt9fqU1gYKAaNmyoZs2aydvbu8Q2znWUxM/PT4GBgW4PAEDtEBQkBQdbr6tymHy7VMdAJACAmuHRoc0pKChIzZs31+HDh7V7927dddddkqxQ5+Pjow0XjVeempqqI0eOKCYmRpIUExOjffv2uY3yuH79egUGBqpLly6uNhsuGfN8/fr1rnX4+vqqZ8+ebm2Kioq0YcMGVxsAQN3j7G1LSyv7Mo89Jv3bv0n/umzaY9x4o7R8uTRzZtWs76efpLVrpb17q2Z9AIDLa2Dnh+fm5ur77793vU9PT1dKSoqCg4MVGRmplStXqnnz5oqMjNS+ffv05JNPavjw4Ro8eLAkK8yNHTtWCQkJCg4OVmBgoCZOnKiYmBj169dPkjR48GB16dJFDz/8sBYsWKDMzEw999xzio+Pl9+/zucYN26c3nrrLU2fPl2PPPKINm7cqI8++kifffaZq7aEhASNGjVKvXr1Up8+fbRw4ULl5eVpzJgxNbjHAAA1qW1baffu8l3Xtm6dFWimT6++uiqiTRvrUVU2bZL++Efp1lulv/+96tYLACjO1tC2e/du3Xzzza73CQkJkqRRo0Zp6dKlysjIUEJCgo4fP64WLVroj3/8o2Ze8l+Er7/+ury8vHTPPffo3LlziouL09tvv+2a7+3trU8//VR/+tOfFBMTo8aNG2vUqFGaM2eOq02bNm302WefafLkyXrjjTcUERGh999/X3Fxca42999/v06cOKHnn39emZmZ6tGjh9atW1dscBIAQN3RsaMV3Hx8yr5MfRlRkXu0AUDNcRhjjN1F1Bc5OTkKCgpSdnY217cBQB30++9S48bW65wcKSDA3noudu6c1SOWlSX9v/8nORyVW99zz0kvvSRNnCi9+WaVlAgA9Up5soGtPW0AANQlzt4nX1+pSRN7a7lUfr50553W63vvlRo2rNz66GkDgJpTKwYiAQCgNnAGmZCQyvdkVbUmTaxh+qWqGUHy4m0FAFQvQhsAAJdhjHTTTVJoqFSWW2168vVsDkfVDvtPTxsA1BxCGwAAl+FwSMeOWTfYLssIkjk5kre35wYZQhsA1E5c0wYAQCnatpUOH7bu1TZoUOlt77nHunbs7Nmaqa28qjK0zZlj9T527lz5dQEASkdoAwCgFM4bbJf1Xm1eXlKjRtVXT2VUZWi7++7KrwMAUDacHgkAQCnKG9o8WVWGNgBAzSG0AQBQCmdoS0u7cts5c6zh9DdurN6aKmr8eGn5cik2tnLryc6W1q6Vdu6smroAAKXj9EgAAEpRnp62rVulDRukESOqt6aKuuWWqlnPoUPWPd9atZJ+/LFq1gkAuDxCGwAApWjbVmrdWmrXzhpkxNf38m3ry4iK9WU7AcBTENoAAChFYKCUnl62tp4eZn7+WdqzRwoKkgYOrPh6PH07AaCu4Zo2AACqgDGeH2Y2bLBOa3z55cqtx7mdISGVrwkAcGWENgAAyqio6PLz8vKkc+es154a2qpq9EhPD6cAUNcQ2gAAuIL/+A+pRQtpwoTLtzl50nr296/792lzbiuhDQBqBqENAIAr8PGRMjNLH0EyK0vy9raCjMNRY6WVCz1tAFA7MRAJAABXUJZh/6OjpYICKTe3ZmqqiKoKbX/6k3TTTdKAAZUsCABQJoQ2AACuwBnafvxRKiy0etRK4nBIAQE1Vla5OUPbuXPS2bPWqZwVceut1gMAUDM4PRIAgCu45hrrFMmCAmvY/NqqSRPJ61+/+Svb2wYAqDmENgAArsDbW2rTxnqdllZymyVLpHvvlf72t5qrq7y8vKR33pGWL7cCXEUUFUlr1khffy2dP1+19QEASsbpkQAAlEHbttJ331nXtd18c/H5u3ZJ//M/UrduNV9beTz+eOWWz86W7rrLen32rNSAvyQAoNrxVQsAQBn07WtdC9a0acnz68uIis7tDAiQ/PzsrQUA6gtCGwAAZTBrVunznWEmJKTaS6mUvXulf/5TioqSWrcu//L1JZwCgCfhmjYAAKpAbQkzs2ZJd94prVtXseVry3YCQF1CaAMAoBzOnCl5em0JM5W9V9vJk9azp28nANQlhDYAAMrg7FkpPFxq1MgajONixtSf0FZbthMA6hJCGwAAZeDvf2GI+/R093m5uVZwkzz/mragIOu5sqHN07cTAOoSBiIBAKCM2rWTTpyw7tXWo8eF6QEBUn6+lJNj9cR5ssr2tI0YYd1svHv3qqoIAHAlhDYAAMqobVtp+3brXm2Xcjgu9GJ5ssqGtr59rQcAoOZweiQAAGXUtq31XFJoqy0qG9oAADWPnjYAAMrocqHt73+X/uM/pIEDpSefrPm6yiM6Wlq0SIqMrNjyGzZY1/f16CE1blylpQEALoPQBgBAGTlDW1qa+/QDB6SPP5b8/Gq+pvJq3VqaMKHiyz/wgDUYyb59UrduVVYWAKAUhDYAAMqoQwfpppukjh3dp9eXERULC6XffrNeM+Q/ANQcQhsAAGUUHi5t2lR8em26d1lRkfTVV9Y1bbfdJvn4lH3ZrCxreanuB1QA8CSENgAAKunkSeu5NoQ2SRo0yLqvXEaGFBZW9uWc4TQoqHxhDwBQOYweCQBAOZ09a92Tzak29bR5eVX8Btv15TRQAPA0hDYAAMrhmWekhg2luXMvTKtNoU26MOx/dnb5lqtt2wkAdQWhDQCAcnAGlouH/XeGn9rSA1XRe7UR2gDAHlzTBgBAObRrZz1fHNqOHLFOl6wt9y2raGiLiZHefFO65pqqrggAUBpCGwAA5VDSvdocjgvXidUGFQ1tXbpYDwBAzeL0SAAAyqFNG+v51CnrURtVNLQBAOxBaAMAoByaNJFCQ63X6enS//2fdPfd1gAltcWDD1qnOd56a/mW27FD2rat9oZVAKitCG0AAJTTxadIpqdLq1ZJf/+7vTWVx+DB0sSJ0vXXl2+5hARpwABp8+ZqKQsAcBlc0wYAQDkNHSp17GgNyHH4sDWttowcWRncpw0A7EFoAwCgnJ599sLr7dut59o0DP5vv0kHDkg+PlK/fmVfjiH/AcAenB4JAEAl1MYgs3WrNHCgNHly2Zc5f/7CtWy1aVsBoC6gpw0AgAo4d076+efaGdoqMnrkqVOSMdbr4OCqrggAUBp62gAAKKeMDKlhQ+naa63XUu26zqsioe3kyQvLNuC/fAGgRhHaAAAop9BQyddXKiyU9u61ptX1nrba2KMIAHUF/1cGAEA5eXlZw/4fPCi9/77Ut68V4moLZ2g7e9Z6+PtfeZnWraVFiyQ/v+qsDABQEkIbAAAV4Axt6enlv0m13QIDJYfDukYtO7tsoS0iQpowofprAwAUx+mRAABUgPMG2z/8YG8dFeHlZQU3qXynSAIA7EFPGwAAFeAMbfPnW/c9e/ddKwzVFrNnW/WWdQCV/futgNehg3VNHwCg5tSiXy8AAHiOdu0uvP7rX2tXYJOkJ5+UJk4s+8Air7wiDRggLVlSvXUBAIqrZb9iAADwDF27WkP+S/VjREVGjwQA+xDaAACogLZtrd4nqXYGmX/+U/rHP6znsnDep602bisA1HaENgAAKqg2B5nERGngQOnDD8vWnp42ALAPoQ0AgAo6dsx6Pn/e3joqorw32HaGtrIOXAIAqDqENgAAKujZZ63nXbvsraMiyhPazp+/0I6eNgCoeYQ2AAAq6JNPrOHvP/rI7krKrzyh7bffrGeHQ2ratLoqAgBcDvdpAwCggu6803rURuUJbf7+0qJFUm6u1IC/HACgxvHVCwBAPVSe0BYYKE2YUJ3VAABKw+mRAADUQ+UdiAQAYB962gAAqIfat5fmzJEiIq7c9scfpaNHpVatpMjIai8NAHAJetoAAKiHIiKkmTOlMWOu3HbFCuuebrNmVXtZAIASENoAAECpavNNxAGgLiC0AQBQTx04IG3bJp09W3o75421CW0AYA9CGwAA9VT//tKAAdKRI6W3I7QBgL0IbQAA1FNlHUGS0AYA9iK0AQBQT5U1tHFNGwDYi9AGAEA9RU8bANQO3KcNAIB6qiyhzRjp5Zet4NaiRU1UBQC4FKENAIB6qiyhzeGQxo+viWoAAJfD6ZEAANRTZT09EgBgL3raAACop4YMkUJCpBtvvHybEyekgwel8HCpffuaqw0AcAGhDQCAeiouznqUZutW6d57rXu6bdtWM3UBANxxeiQAALgsRo4EAPvR0wYAQD31++/SDz9IhYVSdHTJbQhtAGA/etoAAKinduyQoqKkhx66fBtCGwDYz9bQtnXrVg0bNkzh4eFyOBxavXq12/zc3FxNmDBBERERatiwobp06aJ3333Xrc3Zs2cVHx+vkJAQNWnSRPfcc4+OHz/u1ubIkSMaOnSoGjVqpKuvvlrTpk3T+fPn3dps3rxZ119/vfz8/NS+fXstXbq0WL2LFy9W69at5e/vr759+2rnzp1Vsh8AALBDWUaPJLQBgP1sDW15eXmKjo7W4sWLS5yfkJCgdevW6S9/+YsOHjyoSZMmacKECVqzZo2rzeTJk7V27VqtXLlSW7Zs0bFjx3T33Xe75hcWFmro0KHKz8/X119/rWXLlmnp0qV6/vnnXW3S09M1dOhQ3XzzzUpJSdGkSZP06KOP6ssvv3S1+fDDD5WQkKDExETt2bNH0dHRiouL0y+//FINewYAgOpHaAOA2sFhjDF2FyFJDodDq1at0vDhw13TunXrpvvvv18zZ850TevZs6eGDBmiF198UdnZ2WrevLlWrFihe++9V5J06NAhde7cWUlJSerXr5+++OIL3XHHHTp27JhCQ0MlSe+++66eeuopnThxQr6+vnrqqaf02Wefaf/+/a7PeeCBB5SVlaV169ZJkvr27avevXvrrbfekiQVFRWpZcuWmjhxop5++ukybWNOTo6CgoKUnZ2twMDASu0vAAAq69QpKTjYen3unOTrW7xN797S7t3S2rXSHXfUbH0AUJeVJxt49DVtN9xwg9asWaOff/5Zxhht2rRJ3333nQYPHixJSk5OVkFBgWJjY13LdOrUSZGRkUpKSpIkJSUlKSoqyhXYJCkuLk45OTk6cOCAq83F63C2ca4jPz9fycnJbm28vLwUGxvralOSc+fOKScnx+0BAICnuPhvhOzskttMmiTNmSN17VojJQEASuDRo0cuWrRIjz/+uCIiItSgQQN5eXnpvffe08CBAyVJmZmZ8vX11VXO8zv+JTQ0VJmZma42Fwc253znvNLa5OTk6MyZMzp16pQKCwtLbHPo0KHL1j937lzNnj27/BsOAEAN8Pa2gltOjnWKZPPmxduMHFnjZQEALuHRPW2LFi3S9u3btWbNGiUnJ+vVV19VfHy8/vd//9fu0spkxowZys7Odj2OHj1qd0kAALgJCrKeS7uuDQBgL4/taTtz5oyeeeYZrVq1SkOHDpUkde/eXSkpKXrllVcUGxursLAw5efnKysry6237fjx4woLC5MkhYWFFRvl0Tm65MVtLh1x8vjx4woMDFTDhg3l7e0tb2/vEts411ESPz8/+fn5VWwHAABQAyZOlM6elS45mUSSdR+33butHrjOnWu+NgCAxWN72goKClRQUCAvL/cSvb29VVRUJMkalMTHx0cbNmxwzU9NTdWRI0cUExMjSYqJidG+ffvcRnlcv369AgMD1aVLF1ebi9fhbONch6+vr3r27OnWpqioSBs2bHC1AQCgNpo2TZo5U4qMLD4vLU0aNEi66aYaLwsAcBFbe9pyc3P1/fffu96np6crJSVFwcHBioyM1KBBgzRt2jQ1bNhQrVq10pYtW/Rf//Vfeu211yRJQUFBGjt2rBISEhQcHKzAwEBNnDhRMTEx6tevnyRp8ODB6tKlix5++GEtWLBAmZmZeu655xQfH+/qBRs3bpzeeustTZ8+XY888og2btyojz76SJ999pmrtoSEBI0aNUq9evVSnz59tHDhQuXl5WnMmDE1uMcAAKg5DPcPAB7C2GjTpk1GUrHHqFGjjDHGZGRkmNGjR5vw8HDj7+9vOnbsaF599VVTVFTkWseZM2fM+PHjTdOmTU2jRo3MiBEjTEZGhtvn/Pjjj2bIkCGmYcOGplmzZmbKlCmmoKCgWC09evQwvr6+pm3btmbJkiXF6l20aJGJjIw0vr6+pk+fPmb79u3l2t7s7GwjyWRnZ5drOQAAqsuvvxqzb58xP/1UfN5HHxkjGTNgQM3XBQB1XXmygcfcp60+4D5tAABP88QT0qJF0jPPSC+95D7vnXek8eOlESOkjz+2pz4AqKvqzH3aAABA9XKO41XS6JGcHgkAnoHQBgBAPUZoAwDPR2gDAKAeK0toCwmpqWoAACXx2Pu0AQCA6ldaaHvgAaljR+nGG2uyIgDApQhtAADUY87Qlp1dfN6wYdYDAGAvTo8EAKAeK62nDQDgGehpAwCgHouIkCZPlkJDi8/butW6nq1jR6kBfzEAgG24T1sN4j5tAIDa4swZqVEj63VWlhQUZGs5AFDncJ82AABQKSdPWs8NGkj8PyMA2IvQBgBAPffzz9L+/dLvv1+YdvFw/w6HPXUBACyENgAA6rmYGCkqSjpw4MI0Z08bN9YGAPsR2gAAqOdKGkHS2dNGaAMA+xHaAACo5whtAODZCG0AANRzJd1g++Jr2gAA9uKuKwAA1HMl9bTdcovk5SVdd50dFQEALkZoAwCgnisptN14o/UAANiP0yMBAKjnSgptAADPQU8bAAD1XP/+0uTJ0oABF6YlJ0t+flL79pK/v321AQAkhzHG2F1EfZGTk6OgoCBlZ2crMDDQ7nIAALisyEjp6FFp506pd2+7qwGAuqc82YDTIwEAQDEM+Q8AnoPQBgBAPXf+vPTTT9Lhw9b733+XzpyxXjPkPwDYj9AGAEA99+23UsuW0s03W+9PnrSefXykgAD76gIAWAhtAADUc5eOHnnxqZEOhx0VAQAuRmgDAKCec4a2vDypoIDr2QDA0xDaAACo54KCLrzOzia0AYCn4T5tAADUcw0aSE2aSLm5VmiLipJeeEGKiLC7MgCARGgDAACyTpHMzbWua+vZU+rWze6KAABOnB4JAACKDUYCAPAc9LQBAAA99JB04oQUHi793/9JRUVS69bWaZMAAHsR2gAAgGbMuPA6NlbasEH6y1+kkSPtqwkAYOH0SAAA4IbRIwHAs9DTBgAAdPasdPKk5ONDaAMAT0NPGwAA0EsvWUP8z5ljhTeJ0AYAnoLQBgAAXKNHHjtm9bpJUkiIbeUAAC5CaAMAAK7Q9v331rOfn9S4sW3lAAAuQmgDAADFQluzZpLDYVs5AICLMBAJAABwhTZfX+nZZ60BSQAAnoHQBgAAXKEtIMAKbQAAz8HpkQAAwBXasrLsrAIAUBJ62gAAgJo3l8aMsULb3r1Sy5ZS06Z2VwUAkOhpAwAAkgIDpf/8Tyk0VIqOlhYutLsiAIAToQ0AALhwY20A8DyENgAAIEnKy5O+/dZ6TWgDAM9BaAMAAJKkfv2k776zXoeE2FsLAOACQhsAAJB0YQRJiZ42APAkhDYAACBJCgq68JrQBgCeg9AGAAAkSd7eF14T2gDAcxDaAACAJPf7sjVqZF8dAAB3hDYAACBJioiwnidMsLcOAIA7QhsAAJB0YSCSrCw7qwAAXKqB3QUAAADP0KOHNGaMdMMNdlcCALgYoQ0AAEiSYmOtBwDAs3B6JAAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHgwQhsAAAAAeDBCGwAAAAB4MEIbAAAAAHiwBnYXUJ8YYyRJOTk5NlcCAAAAwE7OTODMCKUhtNWg06dPS5JatmxpcyUAAAAAPMHp06cVFBRUahuHKUu0Q5UoKirSsWPHFBAQIIfDUWKbnJwctWzZUkePHlVgYGANVwhPwrEAieMAF3AsQOI4wAUcC7WfMUanT59WeHi4vLxKv2qNnrYa5OXlpYiIiDK1DQwM5B8gJHEswMJxACeOBUgcB7iAY6F2u1IPmxMDkQAAAACAByO0AQAAAIAHI7R5GD8/PyUmJsrPz8/uUmAzjgVIHAe4gGMBEscBLuBYqF8YiAQAAAAAPBg9bQAAAADgwQhtAAAAAODBCG0AAAAA4MEIbQAAAADgwQhtHmbx4sVq3bq1/P391bdvX+3cudPuklCDZs2aJYfD4fbo1KmT3WWhBmzdulXDhg1TeHi4HA6HVq9e7TbfGKPnn39eLVq0UMOGDRUbG6vDhw/bUyyqzZWOg9GjRxf7jrjtttvsKRbVZu7cuerdu7cCAgJ09dVXa/jw4UpNTXVrc/bsWcXHxyskJERNmjTRPffco+PHj9tUMapLWY6Fm266qdj3wrhx42yqGNWF0OZBPvzwQyUkJCgxMVF79uxRdHS04uLi9Msvv9hdGmpQ165dlZGR4Xps27bN7pJQA/Ly8hQdHa3FixeXOH/BggV688039e6772rHjh1q3Lix4uLidPbs2RquFNXpSseBJN12221u3xF//etfa7BC1IQtW7YoPj5e27dv1/r161VQUKDBgwcrLy/P1Wby5Mlau3atVq5cqS1btujYsWO6++67bawa1aEsx4IkPfbYY27fCwsWLLCpYlQXhvz3IH379lXv3r311ltvSZKKiorUsmVLTZw4UU8//bTN1aEmzJo1S6tXr1ZKSordpcBGDodDq1at0vDhwyVZvWzh4eGaMmWKpk6dKknKzs5WaGioli5dqgceeMDGalFdLj0OJKunLSsrq1gPHOq2EydO6Oqrr9aWLVs0cOBAZWdnq3nz5lqxYoXuvfdeSdKhQ4fUuXNnJSUlqV+/fjZXjOpy6bEgWT1tPXr00MKFC+0tDtWKnjYPkZ+fr+TkZMXGxrqmeXl5KTY2VklJSTZWhpp2+PBhhYeHq23btho5cqSOHDlid0mwWXp6ujIzM92+H4KCgtS3b1++H+qhzZs36+qrr1bHjh31pz/9SSdPnrS7JFSz7OxsSVJwcLAkKTk5WQUFBW7fCZ06dVJkZCTfCXXcpceC0wcffKBmzZqpW7dumjFjhn7//Xc7ykM1amB3AbD8+uuvKiwsVGhoqNv00NBQHTp0yKaqUNP69u2rpUuXqmPHjsrIyNDs2bM1YMAA7d+/XwEBAXaXB5tkZmZKUonfD855qB9uu+023X333WrTpo3S0tL0zDPPaMiQIUpKSpK3t7fd5aEaFBUVadKkSerfv7+6desmyfpO8PX11VVXXeXWlu+Euq2kY0GSHnroIbVq1Urh4eHau3evnnrqKaWmpurjjz+2sVpUNUIb4EGGDBniet29e3f17dtXrVq10kcffaSxY8faWBkAT3DxqbBRUVHq3r272rVrp82bN+uWW26xsTJUl/j4eO3fv5/rm3HZY+Hxxx93vY6KilKLFi10yy23KC0tTe3atavpMlFNOD3SQzRr1kze3t7FRn46fvy4wsLCbKoKdrvqqqt07bXX6vvvv7e7FNjI+R3A9wMu1bZtWzVr1ozviDpqwoQJ+vTTT7Vp0yZFRES4poeFhSk/P19ZWVlu7flOqLsudyyUpG/fvpLE90IdQ2jzEL6+vurZs6c2bNjgmlZUVKQNGzYoJibGxspgp9zcXKWlpalFixZ2lwIbtWnTRmFhYW7fDzk5OdqxYwffD/XcTz/9pJMnT/IdUccYYzRhwgStWrVKGzduVJs2bdzm9+zZUz4+Pm7fCampqTpy5AjfCXXMlY6FkjgHM+N7oW7h9EgPkpCQoFGjRqlXr17q06ePFi5cqLy8PI0ZM8bu0lBDpk6dqmHDhqlVq1Y6duyYEhMT5e3trQcffNDu0lDNcnNz3f5XND09XSkpKQoODlZkZKQmTZqkF198UR06dFCbNm00c+ZMhYeHu40siNqvtOMgODhYs2fP1j333KOwsDClpaVp+vTpat++veLi4mysGlUtPj5eK1as0CeffKKAgADXdWpBQUFq2LChgoKCNHbsWCUkJCg4OFiBgYGaOHGiYmJiGDmyjrnSsZCWlqYVK1bo9ttvV0hIiPbu3avJkydr4MCB6t69u83Vo0oZeJRFixaZyMhI4+vra/r06WO2b99ud0moQffff79p0aKF8fX1Nddcc425//77zffff293WagBmzZtMpKKPUaNGmWMMaaoqMjMnDnThIaGGj8/P3PLLbeY1NRUe4tGlSvtOPj999/N4MGDTfPmzY2Pj49p1aqVeeyxx0xmZqbdZaOKlXQMSDJLlixxtTlz5owZP368adq0qWnUqJEZMWKEycjIsK9oVIsrHQtHjhwxAwcONMHBwcbPz8+0b9/eTJs2zWRnZ9tbOKoc92kDAAAAAA/GNW0AAAAA4MEIbQAAAADgwQhtAAAAAODBCG0AAAAA4MEIbQAAAADgwQhtAAAAAODBCG0AAAAA4MEIbQAAAADgwQhtAIBK+/HHH+VwOJSSkmJ3KS6HDh1Sv3795O/vrx49epTYxhijxx9/XMHBwbbX74n7sKI2b94sh8OhrKysav+sWbNmXfbnCwB1BaENAOqA0aNHy+FwaN68eW7TV69eLYfDYVNV9kpMTFTjxo2VmpqqDRs2lNhm3bp1Wrp0qT799FNlZGSoW7duNVLb6NGjNXz4cLdpLVu2rNEaaiOHw6HVq1e7TZs6deplf74AUFcQ2gCgjvD399f8+fN16tQpu0upMvn5+RVeNi0tTTfeeKNatWqlkJCQy7Zp0aKFbrjhBoWFhalBgwYV/rzK8vb2tr2G2qhJkyaX/fkCQF1BaAOAOiI2NlZhYWGaO3fuZduUdCrZwoUL1bp1a9d7Zy/Qyy+/rNDQUF111VWaM2eOzp8/r2nTpik4OFgRERFasmRJsfUfOnRIN9xwg/z9/dWtWzdt2bLFbf7+/fs1ZMgQNWnSRKGhoXr44Yf166+/uubfdNNNmjBhgiZNmqRmzZopLi6uxO0oKirSnDlzFBERIT8/P/Xo0UPr1q1zzXc4HEpOTtacOXPkcDg0a9asYusYPXq0Jk6cqCNHjsjhcLj2QevWrbVw4UK3tj169HBbh8Ph0Pvvv68RI0aoUaNG6tChg9asWeO2zIEDB3THHXcoMDBQAQEBGjBggNLS0jRr1iwtW7ZMn3zyiRwOhxwOhzZv3lzi6ZFbtmxRnz595OfnpxYtWujpp5/W+fPn3fbXE088oenTpys4OFhhYWElbuul3n//fXXu3Fn+/v7q1KmT3n77bde8G264QU899ZRb+xMnTsjHx0dbt26VJC1fvly9evVSQECAwsLC9NBDD+mXX3657OeV5bjbtWuXbr31VjVr1kxBQUEaNGiQ9uzZ45rvbDtixAi3n9el677SseHczx9//LFuvvlmNWrUSNHR0UpKSnK1+ec//6lhw4apadOmaty4sbp27arPP/+81H0KANWJ0AYAdYS3t7defvllLVq0SD/99FOl1rVx40YdO3ZMW7du1WuvvabExETdcccdatq0qXbs2KFx48bp3//934t9zrRp0zRlyhR98803iomJ0bBhw3Ty5ElJUlZWlv7whz/ouuuu0+7du7Vu3TodP35c9913n9s6li1bJl9fX3311Vd69913S6zvjTfe0KuvvqpXXnlFe/fuVVxcnO68804dPnxYkpSRkaGuXbtqypQpysjI0NSpU0tch/OP+4yMDO3atatc+2j27Nm67777tHfvXt1+++0aOXKkfvvtN0nSzz//rIEDB8rPz08bN25UcnKyHnnkEZ0/f15Tp07Vfffdp9tuu00ZGRnKyMjQDTfcUGz9P//8s26//Xb17t1b3377rd555x39+c9/1osvvlhsfzVu3Fg7duzQggULNGfOHK1fv/6ydX/wwQd6/vnn9dJLL+ngwYN6+eWXNXPmTC1btkySNHLkSP3tb3+TMca1zIcffqjw8HANGDBAklRQUKAXXnhB3377rVavXq0ff/xRo0ePLtf+u9Tp06c1atQobdu2Tdu3b1eHDh10++236/Tp05Lk+vksWbKk1J/XlY4Np2effVZTp05VSkqKrr32Wj344IOuQBwfH69z585p69at2rdvn+bPn68mTZpUavsAoFIMAKDWGzVqlLnrrruMMcb069fPPPLII8YYY1atWmUu/qpPTEw00dHRbsu+/vrrplWrVm7ratWqlSksLHRN69ixoxkwYIDr/fnz503jxo3NX//6V2OMMenp6UaSmTdvnqtNQUGBiYiIMPPnzzfGGPPCCy+YwYMHu3320aNHjSSTmppqjDFm0KBB5rrrrrvi9oaHh5uXXnrJbVrv3r3N+PHjXe+jo6NNYmJiqeu5dNuNMaZVq1bm9ddfd5t26bokmeeee871Pjc310gyX3zxhTHGmBkzZpg2bdqY/Pz8Ej/34p+Xk3MffvPNN8YYY5555hnTsWNHU1RU5GqzePFi06RJE9fPZtCgQebGG290W0/v3r3NU089ddltbteunVmxYoXbtBdeeMHExMQYY4z55ZdfTIMGDczWrVtd82NiYkpd565du4wkc/r0aWOMMZs2bTKSzKlTp4wxZTvuLlVYWGgCAgLM2rVrXdMkmVWrVrm1u3TdVzo2nPv5/fffd80/cOCAkWQOHjxojDEmKirKzJo167K1AUBNo6cNAOqY+fPna9myZTp48GCF19G1a1d5eV34FREaGqqoqCjXe29vb4WEhBQ7JS4mJsb1ukGDBurVq5erjm+//VabNm1SkyZNXI9OnTpJsq4tc+rZs2epteXk5OjYsWPq37+/2/T+/ftXapvLq3v37q7XjRs3VmBgoGt/pKSkaMCAAfLx8anw+g8ePKiYmBi3gWT69++v3Nxctx7Oi+uQpBYtWlz2VMW8vDylpaVp7Nixbj+HF1980fUzaN68uQYPHqwPPvhAkpSenq6kpCSNHDnStZ7k5GQNGzZMkZGRCggI0KBBgyRJR44cqfD2Hj9+XI899pg6dOigoKAgBQYGKjc3t1zrLM+xcfF+a9GihSS59tsTTzyhF198Uf3791diYqL27t1b0c0CgCpBaAOAOmbgwIGKi4vTjBkzis3z8vJyO+1Nsk51u9SlYcPhcJQ4raioqMx15ebmatiwYUpJSXF7HD58WAMHDnS1a9y4cZnXWR0qs4+c+6Nhw4bVV2A56rhUbm6uJOm9995z+xns379f27dvd7UbOXKk/vu//1sFBQVasWKFoqKiXKE9Ly9PcXFxCgwM1AcffKBdu3Zp1apVki4/cExZ9umoUaOUkpKiN954Q19//bVSUlIUEhJSqcFoSnPxfnMGY+d+e/TRR/XDDz/o4Ycf1r59+9SrVy8tWrSoWuoAgLIgtAFAHTRv3jytXbvWbXAFyepFyczMdPsDuirvC3bxH/7nz59XcnKyOnfuLEm6/vrrdeDAAbVu3Vrt27d3e5QnqAUGBio8PFxfffWV2/SvvvpKXbp0qfQ2NG/eXBkZGa73OTk5Sk9PL9c6unfvrn/84x8lhj1J8vX1VWFhYanr6Ny5s5KSktx+Vl999ZUCAgIUERFRrnqcQkNDFR4erh9++KHYz6BNmzaudnfddZfOnj2rdevWacWKFW69bIcOHdLJkyc1b948DRgwQJ06dSp1EBKpbMfdV199pSeeeEK33367unbtKj8/P7dBaiQraJW236ry2GjZsqXGjRunjz/+WFOmTNF7771XruUBoCoR2gCgDoqKitLIkSP15ptvuk2/6aabdOLECS1YsEBpaWlavHixvvjiiyr73MWLF2vVqlU6dOiQ4uPjderUKT3yyCOSrMEdfvvtNz344IPatWuX0tLS9OWXX2rMmDFXDDCXmjZtmubPn68PP/xQqampevrpp5WSkqInn3yy0tvwhz/8QcuXL9c//vEP7du3T6NGjZK3t3e51jFhwgTl5OTogQce0O7du3X48GEtX75cqampkqyREPfu3avU1FT9+uuvJYa78ePH6+jRo5o4caIOHTqkTz75RImJiUpISHA7dbW8Zs+erblz5+rNN9/Ud999p3379mnJkiV67bXXXG0aN26s4cOHa+bMmTp48KAefPBB17zIyEj5+vpq0aJF+uGHH7RmzRq98MILpX5mWY67Dh06aPny5Tp48KB27NihkSNHFuuxbN26tTZs2KDMzMzL3tqiKo6NSZMm6csvv1R6err27NmjTZs2uf7zAQDsQGgDgDpqzpw5xU6T69y5s95++20tXrxY0dHR2rlzZ4kjK1bUvHnzNG/ePEVHR2vbtm1as2aNmjVrJkmuHpDCwkINHjxYUVFRmjRpkq666qpyh5AnnnhCCQkJmjJliqKiorRu3TqtWbNGHTp0qPQ2zJgxQ4MGDdIdd9yhoUOHavjw4WrXrl251hESEqKNGzcqNzdXgwYNUs+ePfXee++5Tsl77LHH1LFjR/Xq1UvNmzcv1jMkSddcc40+//xz7dy5U9HR0Ro3bpzGjh2r5557rlLb9+ijj+r999/XkiVLFBUVpUGDBmnp0qVuPW2SdYrkt99+qwEDBigyMtI1vXnz5lq6dKlWrlypLl26aN68eXrllVdK/cyyHHd//vOfderUKV1//fV6+OGH9cQTT+jqq692a/Pqq69q/fr1atmypa677roSP6sqjo3CwkLFx8erc+fOuu2223Tttde63RYBAGqaw1x6kjkAAAAAwGPQ0wYAAAAAHozQBgAAAAAejNAGAAAAAB6M0AYAAAAAHozQBgAAAAAejNAGAAAAAB6M0AYAAAAAHozQBgAAAAAejNAGAAAAAB6M0AYAAAAAHozQBgAAAAAe7P8DEVh0x+AcVlcAAAAASUVORK5CYII=\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Comparison with Standard parameterization"
+ ],
+ "metadata": {
+ "id": "loOdpiDaqkJd"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# annealing optimized schedule\n",
+ "\n",
+ "#Comparison with Standard parametrization\n",
+ "opt_angles = q_std.result.optimized['angles']\n",
+ "opt_betas = opt_angles[:p]\n",
+ "opt_gammas = opt_angles[p:]\n",
+ "fig = plt.figure(figsize=(8,5))\n",
+ "plt.plot(p_i,opt_betas,lw=0.3,ls='--',marker='x',label='betas')\n",
+ "plt.plot(p_i,opt_gammas,lw=0.3,ls='--',marker='o',label='gammas',color='red')\n",
+ "plt.xlabel('p')\n",
+ "plt.legend(loc='center left')\n",
+ "plt.title(f'Optimized betas, gammas for p={p}');"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 487
+ },
+ "id": "sZUmtPOi0QeZ",
+ "outputId": "5765ccd7-4f99-4831-8743-61c3a5b1e3cd"
+ },
+ "execution_count": 50,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#FOURIER PARAMETRIZATION\n",
+ "The class QAOAVariationalFourierParams implements a heuristic proposed by Zhou et al. [1] which instead of optimizing for $\\beta$\n",
+ " and $\\gamma$\n",
+ " at each layer aims at finding the amplitudes of their discrete Fourier transforms given by:\n",
+ " $\\begin{equation}\n",
+ "\\gamma_i^{(p)} = 2 \\sum_{k=0}^{q-1} u_k \\sin\\left[(k+1/2)(i+1)\\frac{\\pi}{2p}\\right] \\tag{1}\n",
+ "\\end{equation}$\n",
+ "$\\begin{equation}\n",
+ "\\beta_i^{(p)} = 2 \\sum_{k=0}^{q-1} v_k \\cos\\left[(2k+1)i\\frac{\\pi}{2p}\\right] \\tag{2}\n",
+ "\\end{equation}$\n",
+ "\n",
+ "where $i = 0,...,p$\n",
+ "\n",
+ "The idea comes from the empirical observation that the optimal parameters are often found to be smoothly varying functions for certain problems (such as the one implemented by the QAOAVariationalAnnealingParams class). Hence, it should be possible to use a reduced parameter set consisting of only the lowest $q$\n",
+ " frequency components of those functions. Clearly, for $q\\geq p$\n",
+ " we have the full expressivity of the original parameter set (i.e. the $\\beta$\n",
+ " and $\\gamma$\n",
+ "). In this parametrisation, for fixed $q$\n",
+ ", the optimisation problem therefore becomes that of finding the optimal Fourier components $v_k$\n",
+ " and $u_k$\n",
+ ".\n",
+ "\n",
+ "In [1], the authors show that certain variants of this basic Fourier parametrisation can perform significantly better than a randomised brute force search through parameter space, for MaxCut problems on 3-regular and 4-regular graphs."
+ ],
+ "metadata": {
+ "id": "QoXsRaZv0h__"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_fourier = QAOA(device)\n",
+ "p=2\n",
+ "q=2\n",
+ "q_fourier.set_circuit_properties(p=p,q=q, param_type='fourier', init_type='ramp')\n",
+ "q_fourier.set_classical_optimizer(maxiter=40)\n",
+ "q_fourier.compile(ising_encoding)\n"
+ ],
+ "metadata": {
+ "id": "PZxjKMqz0eKh"
+ },
+ "execution_count": 51,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_fourier.optimize()\n",
+ "pd.DataFrame(qaoa.result.lowest_cost_bitstrings(5))\n",
+ "print(\"Optimized HAMILTONIAN cost with FourierParams:\",q_fourier.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "B06We75O0twu",
+ "outputId": "9b997fac-c6c5-44de-b7d7-400b41bcaab5"
+ },
+ "execution_count": 52,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with FourierParams: 189308.35549743412\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_fourier.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "ETpY-sHa0xcU",
+ "outputId": "b65a9f89-38ec-4721-dbc0-7479916b933e"
+ },
+ "execution_count": 53,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00000100100000010101 79.673783 0.01\n",
+ "1 10000011110000000000 92.178464 0.01\n",
+ "2 10101000000000100100 508.171196 0.01\n",
+ "3 01010000111000001000 7152.405045 0.01\n",
+ "4 10000000110100000000 7154.166162 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 00000100100000010101 \n",
+ " 79.673783 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 10000011110000000000 \n",
+ " 92.178464 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10101000000000100100 \n",
+ " 508.171196 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 01010000111000001000 \n",
+ " 7152.405045 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 10000000110100000000 \n",
+ " 7154.166162 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 53
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_fourier.result.plot_cost() ##PLOT OF FOURIER PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "sHeJ_Zzd1JLd",
+ "outputId": "fe5f11a4-40f7-4df1-f0b8-5f589177ec23"
+ },
+ "execution_count": 54,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Noise Model\n",
+ "The optimal combination that you found with the best optimizer, the lowest number of\n",
+ "'s and the correct answer, can give the same answer with noise, use the circuit with a noise model and identify if it gives the same answer."
+ ],
+ "metadata": {
+ "id": "93Sz0-ym1jLK"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from qiskit import Aer\n",
+ "from qiskit import QuantumCircuit, transpile\n",
+ "from qiskit_aer import AerSimulator\n",
+ "from qiskit.visualization import plot_histogram\n",
+ "from qiskit_aer.noise import NoiseModel\n",
+ "from qiskit.providers.fake_provider import FakeVigo\n",
+ "from qiskit.providers.aer import QasmSimulator"
+ ],
+ "metadata": {
+ "id": "MvjTQIYT1nG3"
+ },
+ "execution_count": 55,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "backend = FakeVigo()\n",
+ "\n",
+ "device = QasmSimulator.from_backend(backend)\n",
+ "noise_model = NoiseModel.from_backend(device)\n"
+ ],
+ "metadata": {
+ "id": "3k5EoJeO1o8t"
+ },
+ "execution_count": 56,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_noisy_shot = QAOA(device)\n",
+ "\n",
+ "# device\n",
+ "\n",
+ "qiskit_noisy_shot = create_device(location='local', name='qiskit.qasm_simulator')\n",
+ "q_noisy_shot.set_device(qiskit_noisy_shot)\n",
+ "\n",
+ "\n",
+ "# circuit properties\n",
+ "q_noisy_shot.set_circuit_properties(p=2, param_type='standard', init_type='ramp')\n",
+ "\n",
+ "# backend properties\n",
+ "q_noisy_shot.set_backend_properties(n_shots = 40, noise_model = noise_model)\n",
+ "\n",
+ "# classical optimizer properties\n",
+ "q_noisy_shot.set_classical_optimizer(method='COBYLA', maxiter=40, tol=0.001,\n",
+ " cost_progress=True, parameter_log=True)\n",
+ "\n",
+ "q_noisy_shot.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "RPK1odJB2AvG"
+ },
+ "execution_count": 60,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_noisy_shot.optimize()\n",
+ "results_noisy_shot = q_noisy_shot.result\n",
+ "print(\"Optimized HAMILTONIAN cost with Noise Model from Qiskit:\",q_noisy_shot.result.optimized['cost'])\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "r3ePncAF2DhC",
+ "outputId": "4125ae62-e1ee-4775-b05a-4a7c01cb73d6"
+ },
+ "execution_count": 61,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with Noise Model from Qiskit: 161032.69674895811\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "\n",
+ "pd.DataFrame(q_noisy_shot.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "PlYFI6DT2FrP",
+ "outputId": "7756aac5-51ed-4d7e-8486-3ffcfc33d354"
+ },
+ "execution_count": 62,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00000001000010011001 102.507924 0.025\n",
+ "1 01101100001000000000 314.703753 0.025\n",
+ "2 10011010000100000010 7490.475918 0.025\n",
+ "3 00000000111001010110 28612.838182 0.025\n",
+ "4 00000100110110001001 28846.571154 0.025"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 00000001000010011001 \n",
+ " 102.507924 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 01101100001000000000 \n",
+ " 314.703753 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10011010000100000010 \n",
+ " 7490.475918 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 00000000111001010110 \n",
+ " 28612.838182 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 00000100110110001001 \n",
+ " 28846.571154 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 62
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "fig, ax = plt.subplots(1,1,figsize=(12,8))\n",
+ "\n",
+ "q_annealing.result.plot_cost(ax=ax,label='Annealing parameters')\n",
+ "q_fourier.result.plot_cost(ax=ax,color='teal', label='fourier parameters ')\n",
+ "q_extend.result.plot_cost(ax=ax,color='red', label='Extended parameters')\n",
+ "q_std.result.plot_cost(ax=ax,color='blue', label='Standard parameters')\n",
+ "results_noisy_shot.plot_cost(ax=ax,color='green', label='Noisy shot simulatorand noise model from ibmq_manila')\n",
+ "\n",
+ "print(\"THE RESULTS IN GRAPHICS ARE CONSISTENT BUT WE USE LESS DATA FOR SOME PARAMETRIZATIONS SINCE IT TOOK TOO MUCH TIME\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 735
+ },
+ "id": "EIesvGEr2nse",
+ "outputId": "3462b871-93a6-485b-d033-d056b1194ab3"
+ },
+ "execution_count": 64,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "THE RESULTS IN GRAPHICS ARE CONSISTENT BUT WE USE LESS DATA FOR SOME PARAMETRIZATIONS SINCE IT TOOK TOO MUCH TIME\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "References:\n",
+ "\n",
+ "(1)E. Farhi, J. Goldstone, S. Gutmann (2014). A Quantum Approximate Optimization Algorithm, https://arxiv.org/abs/1411.4028.\n",
+ "(2)L. Zhou, S. Wang, S. Choi, H. Pichler, M. D. Lukin, Phys.Rev.X 10, 021067 (2020) Quantum Approximate Optimization Algorithm: Performance, Mechanism, and Implementation on Near-Term Devices, https://arxiv.org/abs/1812.01041."
+ ],
+ "metadata": {
+ "id": "YsJlKZmX84Ud"
+ }
+ }
+ ]
+}
\ No newline at end of file
diff --git a/challenges/xanadu challenge/xanaduchallengueEVP.ipynb b/challenges/xanadu challenge/xanaduchallengueEVP.ipynb
new file mode 100644
index 0000000..9f1f496
--- /dev/null
+++ b/challenges/xanadu challenge/xanaduchallengueEVP.ipynb
@@ -0,0 +1,354 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "AcQGeyjFffvv",
+ "outputId": "2e8c4037-6cab-4fb7-bd3d-2c846539fcb9"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting pennylane\n",
+ " Downloading PennyLane-0.33.1-py3-none-any.whl (1.5 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/1.5 MB\u001b[0m \u001b[31m20.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from pennylane) (1.23.5)\n",
+ "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from pennylane) (1.11.3)\n",
+ "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from pennylane) (3.2.1)\n",
+ "Collecting rustworkx (from pennylane)\n",
+ " Downloading rustworkx-0.13.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m51.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: autograd in /usr/local/lib/python3.10/dist-packages (from pennylane) (1.6.2)\n",
+ "Requirement already satisfied: toml in /usr/local/lib/python3.10/dist-packages (from pennylane) (0.10.2)\n",
+ "Requirement already satisfied: appdirs in /usr/local/lib/python3.10/dist-packages (from pennylane) (1.4.4)\n",
+ "Collecting semantic-version>=2.7 (from pennylane)\n",
+ " Downloading semantic_version-2.10.0-py2.py3-none-any.whl (15 kB)\n",
+ "Collecting autoray>=0.6.1 (from pennylane)\n",
+ " Downloading autoray-0.6.7-py3-none-any.whl (49 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.9/49.9 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: cachetools in /usr/local/lib/python3.10/dist-packages (from pennylane) (5.3.2)\n",
+ "Collecting pennylane-lightning>=0.33 (from pennylane)\n",
+ " Downloading PennyLane_Lightning-0.33.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (14.0 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m14.0/14.0 MB\u001b[0m \u001b[31m88.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from pennylane) (2.31.0)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from pennylane) (4.5.0)\n",
+ "Requirement already satisfied: future>=0.15.2 in /usr/local/lib/python3.10/dist-packages (from autograd->pennylane) (0.18.3)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->pennylane) (3.3.2)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->pennylane) (3.4)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->pennylane) (2.0.7)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->pennylane) (2023.7.22)\n",
+ "Installing collected packages: semantic-version, rustworkx, autoray, pennylane-lightning, pennylane\n",
+ "Successfully installed autoray-0.6.7 pennylane-0.33.1 pennylane-lightning-0.33.1 rustworkx-0.13.2 semantic-version-2.10.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "pip install pennylane --upgrade"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import pennylane as qml\n",
+ "from pennylane import numpy as np\n",
+ "WIRES = 2\n",
+ "LAYERS = 5\n",
+ "NUM_PARAMETERS = LAYERS * WIRES * 3\n",
+ "#params 1 es los parametros dados por el sistema osea los parametros del hamiltoniano\n",
+ "params1=np.array([0.863327072347624,0.0167108057202516,0.07991447085492759,0.0854049026262154,0.0167108057202516,0.8237963773906136,-0.07695947154193797,0.03131548733285282,0.07991447085492759,-0.07695947154193795,0.8355417021014687,-0.11345916130631205,0.08540490262621539,0.03131548733285283,-0.11345916130631205,0.758156886827099])\n",
+ "print(\"ARRAY OF hamiltonian parameters: \",params1)\n",
+ "hsquare= np.reshape(params1,(4,4)) #hacemos cuadratico el hamiltoniano para utilizarlo en el circuito variacional\n",
+ "print(hsquare)\n",
+ "hsq2=np.array(params1,float).reshape((2 ** WIRES), (2 ** WIRES)) #usando el comando dado por el book del desafiro /reshaping quadratic our hamiltonian\n",
+ "print(hsq2)\n",
+ "print(\"ESTE ES EL HAMIILTONIANO DADO\")\n",
+ "paramsopt = np.random.random(30)\n",
+ "print(paramsopt)\n",
+ "print(\"ESTOS SON LOS PRIMEROS VALORES DE LOS PARAMETROS A OPTIMIZAR // THIS BE THE FIRST SET OF OPTIMIZABLE PARAMETERS\")\n",
+ "\n",
+ "dev = qml.device(\"default.qubit\", wires = WIRES)\n",
+ "params=paramsopt\n",
+ "hamiltonian=hsq2\n",
+ "@qml.qnode(dev)\n",
+ "def variational_circuit(params,hamiltonian):\n",
+ " \"\"\"\n",
+ " This is a template variational quantum circuit containing a fixed layout of gates with variable\n",
+ " parameters. To be used as a QNode, it must either be wrapped with the @qml.qnode decorator or\n",
+ " converted using the qml.QNode function.\n",
+ "\n",
+ " The output of this circuit is the expectation value of a Hamiltonian, somehow encoded in\n",
+ " the hamiltonian argument\n",
+ "\n",
+ " Args:\n",
+ " - params (np.ndarray): An array of optimizable parameters of shape (30,)\n",
+ " - hamiltonian (np.ndarray): An array of real parameters encoding the Hamiltonian\n",
+ " whose expectation value is returned.\n",
+ "\n",
+ " Returns:\n",
+ " (float): The expectation value of the Hamiltonian\n",
+ " \"\"\"\n",
+ " parameters = params.reshape((LAYERS, WIRES, 3))\n",
+ " qml.templates.StronglyEntanglingLayers(parameters, wires=range(WIRES))\n",
+ " return qml.expval(qml.Hermitian(hsq2, wires = [0,1]))\n",
+ "params=paramsopt\n",
+ "hamiltonian=hsq2\n",
+ "print(qml.draw_mpl(variational_circuit)(paramsopt,hsq2))\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 719
+ },
+ "id": "nD8qKB-1ghid",
+ "outputId": "11f4325e-2c93-48d9-9668-f43bac6a49a1"
+ },
+ "execution_count": 2,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "ARRAY OF hamiltonian parameters: [ 0.86332707 0.01671081 0.07991447 0.0854049 0.01671081 0.82379638\n",
+ " -0.07695947 0.03131549 0.07991447 -0.07695947 0.8355417 -0.11345916\n",
+ " 0.0854049 0.03131549 -0.11345916 0.75815689]\n",
+ "[[ 0.86332707 0.01671081 0.07991447 0.0854049 ]\n",
+ " [ 0.01671081 0.82379638 -0.07695947 0.03131549]\n",
+ " [ 0.07991447 -0.07695947 0.8355417 -0.11345916]\n",
+ " [ 0.0854049 0.03131549 -0.11345916 0.75815689]]\n",
+ "[[ 0.86332707 0.01671081 0.07991447 0.0854049 ]\n",
+ " [ 0.01671081 0.82379638 -0.07695947 0.03131549]\n",
+ " [ 0.07991447 -0.07695947 0.8355417 -0.11345916]\n",
+ " [ 0.0854049 0.03131549 -0.11345916 0.75815689]]\n",
+ "ESTE ES EL HAMIILTONIANO DADO\n",
+ "[1.68629718e-01 2.71806998e-01 6.72614097e-01 3.77401797e-01\n",
+ " 9.45486432e-01 5.91174774e-01 2.92381801e-01 6.19368973e-01\n",
+ " 6.77119960e-01 7.38652930e-01 2.53289090e-01 9.26035535e-01\n",
+ " 2.79326411e-01 2.47286122e-01 5.22522347e-01 7.71139698e-01\n",
+ " 4.14999558e-01 9.17683591e-01 4.28843477e-01 8.49627994e-02\n",
+ " 9.99834217e-01 4.35911366e-01 7.41952509e-01 9.22272751e-01\n",
+ " 1.13426782e-04 4.43982681e-01 9.29580611e-01 5.25259290e-01\n",
+ " 9.13121691e-01 5.31580797e-01]\n",
+ "ESTOS SON LOS PRIMEROS VALORES DE LOS PARAMETROS A OPTIMIZAR // THIS BE THE FIRST SET OF OPTIMIZABLE PARAMETERS\n",
+ "(, )\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "variational_circuit(paramsopt,hsq2)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "0MM_iPNrha5H",
+ "outputId": "2d42d017-28ea-451e-f176-ba6a10e27862"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "tensor(0.88386272, requires_grad=True)"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 3
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "opt=qml.GradientDescentOptimizer(stepsize=0.2)"
+ ],
+ "metadata": {
+ "id": "9F0pvlbPhcPn"
+ },
+ "execution_count": 4,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "for it in range(20):\n",
+ " (paramsopt,hsq2)=opt.step(variational_circuit,paramsopt,hsq2)\n",
+ " print(\"step: \",it+1,\"VARIATIONAL CIRCUIT MINIMIZE : \",variational_circuit(paramsopt,hsq2),\"parametros optimizados// optimized parameter: \",paramsopt)\n",
+ "print(\"final value of minimized Qnode: \",variational_circuit(paramsopt,hsq2))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "siDIXWZuhiWf",
+ "outputId": "7c93558e-2da9-4f16-d0ab-de0c5bcfae30"
+ },
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "step: 1 VARIATIONAL CIRCUIT MINIMIZE : 0.8769865487014216 parametros optimizados// optimized parameter: [ 0.16862972 0.28659666 0.67505678 0.3774018 0.94730013 0.58653788\n",
+ " 0.2877449 0.61644638 0.67712106 0.73775356 0.24307504 0.92828052\n",
+ " 0.28157139 0.23455322 0.52519272 0.77577109 0.42049714 0.92654731\n",
+ " 0.43770719 0.10052903 1.00830664 0.43559141 0.74359364 0.91872474\n",
+ " -0.00343458 0.44055174 0.92926868 0.52576954 0.9194797 0.54433176]\n",
+ "step: 2 VARIATIONAL CIRCUIT MINIMIZE : 0.8691658015066206 parametros optimizados// optimized parameter: [ 0.16862972 0.30285185 0.67769591 0.3774018 0.9492819 0.58187801\n",
+ " 0.28308504 0.61305062 0.67731747 0.73713024 0.23262535 0.93096741\n",
+ " 0.28425829 0.22107836 0.52832778 0.78082285 0.42640203 0.93602253\n",
+ " 0.44718241 0.11724486 1.01728482 0.43530626 0.74542829 0.91505559\n",
+ " -0.00710373 0.43710278 0.92915951 0.52618155 0.92599892 0.55794167]\n",
+ "step: 3 VARIATIONAL CIRCUIT MINIMIZE : 0.8603447253072858 parametros optimizados// optimized parameter: [ 0.16862972 0.3206099 0.68052949 0.3774018 0.95142673 0.57721904\n",
+ " 0.27842607 0.60916453 0.67770394 0.73681241 0.22202278 0.9341056\n",
+ " 0.28739647 0.20688741 0.53193109 0.78628493 0.43272533 0.94609225\n",
+ " 0.45725214 0.13513166 1.02673882 0.43505301 0.74745509 0.91126964\n",
+ " -0.01088968 0.43364452 0.92927604 0.52645792 0.93262889 0.57242167]\n",
+ "step: 4 VARIATIONAL CIRCUIT MINIMIZE : 0.8504947734911059 parametros optimizados// optimized parameter: [ 0.16862972 0.33988184 0.68354716 0.3774018 0.95372597 0.57258922\n",
+ " 0.27379624 0.60477786 0.67826967 0.73682446 0.21136918 0.93769438\n",
+ " 0.29098526 0.19202562 0.53599435 0.79213474 0.43947202 0.95672097\n",
+ " 0.46788086 0.15419172 1.03662213 0.43482796 0.74967041 0.90737375\n",
+ " -0.01478557 0.43018601 0.92963965 0.52655594 0.93930787 0.5877655 ]\n",
+ "step: 5 VARIATIONAL CIRCUIT MINIMIZE : 0.8396247289557182 parametros optimizados// optimized parameter: [ 0.16862972 0.3606454 0.68672802 0.3774018 0.95616713 0.56802072\n",
+ " 0.26922775 0.59988943 0.6789978 0.73718265 0.20078474 0.94172034\n",
+ " 0.29501121 0.17655983 0.54049492 0.79833508 0.44663905 0.96785172\n",
+ " 0.47901161 0.17440376 1.04686994 0.43462689 0.75206812 0.90337777\n",
+ " -0.01878156 0.42673659 0.9302689 0.52642846 0.94596353 0.60394549]\n",
+ "step: 6 VARIATIONAL CIRCUIT MINIMIZE : 0.8277899421956643 parametros optimizados// optimized parameter: [ 0.16862972 0.38283852 0.69003889 0.3774018 0.95873385 0.56354885\n",
+ " 0.26475588 0.59450932 0.67986524 0.73789186 0.19040539 0.94615496\n",
+ " 0.29944583 0.16057964 0.5453939 0.80483268 0.45421344 0.97940411\n",
+ " 0.490564 0.19571862 1.05739839 0.43444553 0.75463943 0.89929494\n",
+ " -0.02286439 0.42330602 0.93117809 0.5260255 0.95251477 0.62090901]\n",
+ "step: 7 VARIATIONAL CIRCUIT MINIMIZE : 0.8150987205755934 parametros optimizados// optimized parameter: [ 0.16862972 0.40635434 0.69343333 0.3774018 0.96140621 0.55921071\n",
+ " 0.26041774 0.58866069 0.68084308 0.73894262 0.18037816 0.95095311\n",
+ " 0.30424399 0.14419717 0.55063512 0.81155779 0.46217072 0.99127384\n",
+ " 0.50243373 0.21805598 1.06810527 0.43428017 0.75737288 0.89514222\n",
+ " -0.02701711 0.41990447 0.93237576 0.52529665 0.95887478 0.63857604]\n",
+ "step: 8 VARIATIONAL CIRCUIT MINIMIZE : 0.8017137172084049 parametros optimizados// optimized parameter: [ 0.16862972 0.43103885 0.6968518 0.3774018 0.96416135 0.55504345\n",
+ " 0.25625047 0.5823811 0.68189752 0.74030906 0.17085448 0.95605279\n",
+ " 0.30934366 0.12754477 0.55614574 0.81842526 0.47047399 1.00333437\n",
+ " 0.51449425 0.24130285 1.07887251 0.43412824 0.7602544 0.89094032\n",
+ " -0.031219 0.41654272 0.93386331 0.52419424 0.96495536 0.65683849]\n",
+ "step: 9 VARIATIONAL CIRCUIT MINIMIZE : 0.7878465921017133 parametros optimizados// optimized parameter: [ 0.16862972 0.4566922 0.70022355 0.3774018 0.9669745 0.55108219\n",
+ " 0.25228922 0.57572279 0.68299151 0.74194825 0.16198172 0.96137652\n",
+ " 0.3146674 0.11077071 0.56183863 0.82533734 0.47907382 1.01544113\n",
+ " 0.52660102 0.26531424 1.08957066 0.43398888 0.76326751 0.88671344\n",
+ " -0.03544588 0.41323215 0.93563391 0.52267701 0.97067216 0.67556194]\n",
+ "step: 10 VARIATIONAL CIRCUIT MINIMIZE : 0.7737453822341721 parametros optimizados// optimized parameter: [ 0.16862972 0.48307442 0.70347027 0.3774018 0.96982014 0.54735793\n",
+ " 0.24856496 0.56875178 0.68408687 0.74380167 0.15389384 0.96683486\n",
+ " 0.32012574 0.0940327 0.5676167 0.83218823 0.4879094 1.02743831\n",
+ " 0.5385982 0.28991678 1.10006513 0.43386329 0.76639356 0.88248851\n",
+ " -0.03967081 0.40998479 0.9376719 0.52071393 0.97595032 0.69458995]\n",
+ "step: 11 VARIATIONAL CIRCUIT MINIMIZE : 0.7596757416803803 parametros optimizados// optimized parameter: [ 0.16862972 0.50991556 0.70651123 0.3774018 0.97267334 0.54389551\n",
+ " 0.24510253 0.56154555 0.68514665 0.74579865 0.1467023 0.97233153\n",
+ " 0.32562241 0.07749001 0.57337886 0.83887018 0.49691082 1.03916766\n",
+ " 0.55032755 0.31491504 1.11022385 0.43375474 0.76961208 0.87829408\n",
+ " -0.04386525 0.40681307 0.9399528 0.51828755 0.98072972 0.713751 ]\n",
+ "step: 12 VARIATIONAL CIRCUIT MINIMIZE : 0.7458989582716238 parametros optimizados// optimized parameter: [ 0.16862972 0.53692924 0.70926956 0.3774018 0.97551096 0.54071215\n",
+ " 0.24191918 0.55418955 0.68613752 0.74786174 0.14048863 0.97776985\n",
+ " 0.33106073 0.06129494 0.57902688 0.84528025 0.50600245 1.05047839\n",
+ " 0.56163827 0.34010023 1.1199251 0.43366825 0.77290109 0.8741588\n",
+ " -0.04800053 0.40372948 0.94244407 0.51539642 0.98496909 0.73286722]\n",
+ "step: 13 VARIATIONAL CIRCUIT MINIMIZE : 0.7326507062853396 parametros optimizados// optimized parameter: [ 0.16862972 0.56382816 0.71167845 0.3774018 0.9783126 0.5378167\n",
+ " 0.23902373 0.54677283 0.6870317 0.74991309 0.13529968 0.9830595\n",
+ " 0.33635037 0.04558482 0.58447215 0.85132688 0.51510694 1.06123669\n",
+ " 0.57239657 0.3652602 1.12906482 0.4336099 0.77623752 0.87010983\n",
+ " -0.0520495 0.40074601 0.94510658 0.51205594 0.98864817 0.75176399]\n",
+ "step: 14 VARIATIONAL CIRCUIT MINIMIZE : 0.7201243461071428 parametros optimizados// optimized parameter: [ 0.16862972 0.59033936 0.71368636 0.3774018 0.98106122 0.53520962\n",
+ " 0.23641664 0.53938333 0.68780824 0.75188083 0.13114642 0.98812243\n",
+ " 0.34141331 0.03047559 0.5896413 0.85693538 0.52414931 1.07133353\n",
+ " 0.58249342 0.39018963 1.13756199 0.43358601 0.77959766 0.86617125\n",
+ " -0.05598807 0.39787353 0.94789658 0.50829763 0.99176782 0.77027893]\n",
+ "step: 15 VARIATIONAL CIRCUIT MINIMIZE : 0.7084612545946585 parametros optimizados// optimized parameter: [ 0.16862972 0.61621719 0.7152605 0.3774018 0.98374329 0.53288374\n",
+ " 0.23409077 0.53210355 0.68845352 0.75370446 0.128006 0.9928973\n",
+ " 0.34618818 0.01605775 0.59447981 0.86205136 0.53306061 1.08068966\n",
+ " 0.59184955 0.41469895 1.14536171 0.43360218 0.78295762 0.86236288\n",
+ " -0.05979644 0.3951212 0.95076799 0.50416686 0.99434793 0.78826932]\n",
+ "step: 16 VARIATIONAL CIRCUIT MINIMIZE : 0.6977487332535949 parametros optimizados// optimized parameter: [ 0.16862972 0.64125278 0.71638798 0.3774018 0.9863487 0.53082565\n",
+ " 0.23203268 0.52500702 0.68896101 0.7553383 0.12582676 0.99734158\n",
+ " 0.35063246 0.00239493 0.5989534 0.86664203 0.54178065 1.08925728\n",
+ " 0.60041717 0.43862122 1.15243554 0.43366254 0.78629394 0.85869952\n",
+ " -0.06345981 0.39249595 0.95367472 0.49971941 0.99642388 0.80561696]\n",
+ "step: 17 VARIATIONAL CIRCUIT MINIMIZE : 0.6880242787183882 parametros optimizados// optimized parameter: [ 0.16862972 0.66527905 0.7170748 0.3774018 0.98887034 0.52901724\n",
+ " 0.23022427 0.51815594 0.68933036 0.756753 0.12453493 1.00143162\n",
+ " 0.3547225 -0.01047524 0.60304716 0.87069529 0.55025965 1.09701869\n",
+ " 0.60817857 0.46181643 1.15877962 0.43376926 0.78958415 0.85519076\n",
+ " -0.06696856 0.39000222 0.95657281 0.49501755 0.99804215 0.82223048]\n",
+ "step: 18 VARIATIONAL CIRCUIT MINIMIZE : 0.6792839795403741 parametros optimizados// optimized parameter: [ 0.16862972 0.68817182 0.71734318 0.3774018 0.99130368 0.52743743\n",
+ " 0.22864446 0.51159995 0.68956621 0.75793491 0.12404189 1.00516085\n",
+ " 0.35845173 -0.02253826 0.606763 0.87421722 0.55845886 1.10398254\n",
+ " 0.61514242 0.48417323 1.16441099 0.43392233 0.79280736 0.85184131\n",
+ " -0.07031801 0.3876419 0.95942211 0.49012603 0.99925571 0.83804518]\n",
+ "step: 19 VARIATIONAL CIRCUIT MINIMIZE : 0.6714926522169313 parametros optimizados// optimized parameter: [ 0.16862972 0.7098476 0.7172278 0.3774018 0.99364619 0.52606369\n",
+ " 0.22727072 0.5053761 0.68967681 0.75888417 0.1242512 1.00853681\n",
+ " 0.36182769 -0.03379898 0.61011615 0.87722853 0.56635016 1.11017864\n",
+ " 0.62133852 0.50560852 1.16936307 0.43411963 0.79594473 0.84865163\n",
+ " -0.0735077 0.38541446 0.96218753 0.48510864 1.00011996 0.85302102]\n",
+ "step: 20 VARIATIONAL CIRCUIT MINIMIZE : 0.6645938068269678 parametros optimizados// optimized parameter: [ 0.16862972 0.7302592 0.71677176 0.3774018 0.99589693 0.52487326\n",
+ " 0.22608029 0.49950955 0.68967276 0.75961181 0.12506453 1.01157763\n",
+ " 0.36486851 -0.04427728 0.61313127 0.87976069 0.57391517 1.11565227\n",
+ " 0.62681216 0.52606543 1.17368089 0.43435729 0.7989799 0.84561876\n",
+ " -0.07654056 0.38331725 0.96483969 0.48002539 1.00068946 0.86713945]\n",
+ "final value of minimized Qnode: 0.6645938068269678\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "print(\"final value of minimized Qnode: \",variational_circuit(paramsopt,hsq2))"
+ ],
+ "metadata": {
+ "id": "sPMbWuToMoF0",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "8e1b6224-0590-42b4-af64-bb4ecd2f0241"
+ },
+ "execution_count": 6,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "final value of minimized Qnode: 0.6645938068269678\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
diff --git a/hackathon/markowitzportfolio.ipynb b/hackathon/markowitzportfolio.ipynb
new file mode 100644
index 0000000..54f955e
--- /dev/null
+++ b/hackathon/markowitzportfolio.ipynb
@@ -0,0 +1,3658 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Markowitz portfolio optimization\n",
+ "\n",
+ "We will introduce the Markowitz model in portfolio optimization and discuss its model with different parameters, graphs and libraries, we also make a variant of the classic optimization that is used for this model by using the standard deviation instead of the variance\n"
+ ],
+ "metadata": {
+ "id": "0SgPvuxIbC8f"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##The mean–variance mode"
+ ],
+ "metadata": {
+ "id": "5afwXTJChTxH"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Consider an investor who wishes to allocate capital among $N$\n",
+ " securities at time $t=0$\n",
+ " and hold them over a single period of time until $t=h$\n",
+ ". We denote $ p_{0,i}$\n",
+ " the (known) price of security\n",
+ " at the beginning of the investment period $h$ and $P_{h,i}$\n",
+ " the (random) price of security\n",
+ " at the end of the investment period $t=h$\n",
+ ". The rate of return of security $i$\n",
+ " over period $h$\n",
+ " is then modeled by the random variable $R_i = P_{h,i}/p_{0,i}-1$\n",
+ ", and its expected value is denoted by $\\mu_i = \\mathbb{E}(R_i)$\n",
+ ". The risk-averse investor seeks to maximize the return of the investment, while trying to keep the investment risk, i. e., the uncertainty of the future security returns $R_i$\n",
+ " on an acceptable low level.\n",
+ "\n",
+ "The part of investment risk called specific risk (the risk associated with each individual security) can be reduced (for a fixed expected rate of return) through diversification, which means the selection of multiple unrelated securities into a portfolio.Modern Portfolio Theory formalized this process by using variance as a measure of portfolio risk, and constructing a optimization problem.\n",
+ "\n",
+ "Thus we make the investment decision at time\n",
+ " by specifying the\n",
+ "-dimensional decision vector\n",
+ " called portfolio, where\n",
+ " is the fraction of funds invested into security\n",
+ ". We can then express the random portfolio return as\n",
+ ", where\n",
+ " is the vector of security returns. The optimal\n",
+ " is given based on the following inputs of the portfolio optimization problem:\n",
+ "\n",
+ "\n",
+ "* The expected portfolio return: $\\mu_\\mathbf{x} = \\mathbb{E}(R_\\mathbf{x}) = \\mathbf{x}^\\mathsf{T}\\mathbb{E}(R) = \\mathbf{x}^\\mathsf{T}\\mu.$\n",
+ "* The portfolio variance: $\\sigma^2_\\mathbf{x} = \\mathrm{Var}(R_\\mathbf{x}) = \\sum_i\\mathrm{Cov}(R_i, R_j)x_ix_j = \\mathbf{x}^\\mathsf{T}\\Sigma\\mathbf{x}.$\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "qIfTDkmgbx4B"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Solution of the mean–variance model"
+ ],
+ "metadata": {
+ "id": "Zc-go59kbphQ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "To be able to solve the portfolio optimization problem, we have to assume that the investor knows the value of the expected return vector and covariance matrix . In practice it is only possible to have estimates, which we will denote by and respectively. Usually, the risks are associated with changes in the market that makes the set of assets lose its value, and therefore investors lose part of their budget"
+ ],
+ "metadata": {
+ "id": "e4Pook25inpN"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "In the simplest form of the QUBO problem only risky securities are considered. Also the portfolio is fully invested with no initial holdings, implying the linear equality constraint , where denotes a vector of ones.\n",
+ "$\\sum_i x_i = \\mathbf{1}^\\mathsf{T}\\mathbf{x} = 1$"
+ ],
+ "metadata": {
+ "id": "dH4sFBXulmvw"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "We can formulate this portfolio optimization problem in three equivalent ways:\n",
+ "\n",
+ "\n",
+ "1. Minimize the portfolio risk, with the constraint expressing a lower bound on the portfolio return: $\\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & \\leq & \\gamma^2,\\\\\n",
+ " & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}$\n",
+ "2. Maximize the expected portfolio return, with the constraint expressing an upper bound on the portfolio risk: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & \\leq & \\gamma^2,\\\\\n",
+ " & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "\n",
+ "\n",
+ "3. Maximize the utility function of the investor: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} - \\frac{\\delta}{2} \\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x} & &\\\\\n",
+ "\\mbox{subject to} & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "4. We get a variant of this optimization problem by using the standard deviation instead of the variance: \\begin{split}\\begin{array}{lrcl}\n",
+ "\\mbox{maximize} & \\sum^\\mathsf{T}\\mathbf{x} - \\tilde{\\delta} \\sqrt{\\mathbf{x}^\\mathsf{T}\\sum\\mathbf{x}} & & \\\\\n",
+ "\\mbox{subject to} & \\mathbf{1}^\\mathsf{T}\\mathbf{x} & = & 1.\\\\\n",
+ "\\end{array}\\end{split}\n",
+ "\n",
+ "\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "YaleMyFxlm7T"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "this problem is known to be an NP-hard problem and its objective function using variance is given by\n",
+ "\n",
+ "\n",
+ "$$\\max_{x} : \\mu^{T} x-q x^{T}\\Sigma x$$\n",
+ "
\n",
+ "and for standard deviation its objective function is given by\n",
+ "\n",
+ "$$\\max_{x} : \\mu^{T} x-q \\sqrt(x^{T}\\Sigma x)$$\n",
+ "
\n",
+ "\n",
+ "Subject to:\n",
+ " $$\\sum_{i=1}^{N} c_i x_i = B$$\n",
+ "\n",
+ "where:\n",
+ "- $N$ represents the number of assets\n",
+ "- $x \\in\\{0,1\\}^{N}$ denotes the vector of binary decision variables, which indicate which assets to pick ( $\\left.x[i]=1\\right)$ and which not to pick $(x[i]=0)$,\n",
+ "- $\\mu \\in R^{n}$ defines the expected returns for the assets,\n",
+ "- $\\Sigma \\in R^{n \\times n}$ specifies the covariances between the assets,\n",
+ "- $q>0$ controls the risk aversion of the decision maker,\n",
+ "- $c_i$ is the cost of investing in the ith asset\n",
+ "- $B$ denotes the budget, i.e., the total investment.."
+ ],
+ "metadata": {
+ "id": "HnIo5mkJjkQN"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Lets hands on code!!\n",
+ "first we will install our libraries"
+ ],
+ "metadata": {
+ "id": "blssVfNhodD6"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install openqaoa-qiskit\n",
+ "!pip install cplex --upgrade\n",
+ "!pip install docplex\n",
+ "!pip install qiskit\n",
+ "\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "q4aBwlUsnkWN",
+ "outputId": "2bc451b4-a956-4dea-9640-25c956dd86de"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
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+ "Building wheels for collected packages: docplex\n",
+ " Building wheel for docplex (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for docplex: filename=docplex-2.25.236-py3-none-any.whl size=671350 sha256=b9695e1a13bdb440ba594d6aa39ff848fa7a33097ebd593d97696d76d91d1c6e\n",
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+ "Successfully built docplex\n",
+ "Installing collected packages: pure-eval, ply, websockets, symengine, semantic-version, rustworkx, pbr, jedi, executing, docplex, dill, autoray, asttokens, stevedore, stack-data, qiskit-terra, pyspnego, ipython, requests-ntlm, qiskit, openqaoa-core, qiskit-ibm-provider, qiskit-aer, openqaoa-qiskit\n",
+ " Attempting uninstall: ipython\n",
+ " Found existing installation: ipython 7.34.0\n",
+ " Uninstalling ipython-7.34.0:\n",
+ " Successfully uninstalled ipython-7.34.0\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",
+ "google-colab 1.0.0 requires ipython==7.34.0, but you have ipython 8.17.2 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed asttokens-2.4.1 autoray-0.6.7 dill-0.3.7 docplex-2.25.236 executing-2.0.1 ipython-8.17.2 jedi-0.19.1 openqaoa-core-0.2.3 openqaoa-qiskit-0.2.3 pbr-6.0.0 ply-3.11 pure-eval-0.2.2 pyspnego-0.10.2 qiskit-0.45.0 qiskit-aer-0.13.0 qiskit-ibm-provider-0.7.2 qiskit-terra-0.45.0 requests-ntlm-1.2.0 rustworkx-0.13.2 semantic-version-2.10.0 stack-data-0.6.3 stevedore-5.1.0 symengine-0.9.2 websockets-12.0\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.colab-display-data+json": {
+ "pip_warning": {
+ "packages": [
+ "IPython"
+ ]
+ }
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting cplex\n",
+ " Downloading cplex-22.1.1.0-cp310-cp310-manylinux1_x86_64.whl (44.2 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.2/44.2 MB\u001b[0m \u001b[31m13.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hInstalling collected packages: cplex\n",
+ "Successfully installed cplex-22.1.1.0\n",
+ "Requirement already satisfied: docplex in /usr/local/lib/python3.10/dist-packages (2.25.236)\n",
+ "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from docplex) (1.16.0)\n",
+ "Requirement already satisfied: qiskit in /usr/local/lib/python3.10/dist-packages (0.45.0)\n",
+ "Requirement already satisfied: qiskit-terra==0.45.0 in /usr/local/lib/python3.10/dist-packages (from qiskit) (0.45.0)\n",
+ "Requirement already satisfied: rustworkx>=0.13.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (0.13.2)\n",
+ "Requirement already satisfied: numpy<2,>=1.17 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (1.23.5)\n",
+ "Requirement already satisfied: ply>=3.10 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (3.11)\n",
+ "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (5.9.5)\n",
+ "Requirement already satisfied: scipy>=1.5 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (1.11.3)\n",
+ "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (1.12)\n",
+ "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (0.3.7)\n",
+ "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (2.8.2)\n",
+ "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (5.1.0)\n",
+ "Requirement already satisfied: symengine<0.10,>=0.9 in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (0.9.2)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit-terra==0.45.0->qiskit) (4.5.0)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit-terra==0.45.0->qiskit) (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-terra==0.45.0->qiskit) (6.0.0)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit-terra==0.45.0->qiskit) (1.3.0)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install matplotlib"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 208
+ },
+ "id": "xm0e-9_Yppav",
+ "outputId": "be98cb9e-1ab1-4ec1-dd56-a605bdc4e971"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
+ "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.2.0)\n",
+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.44.0)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
+ "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.23.5)\n",
+ "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (23.2)\n",
+ "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.1)\n",
+ "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.8.2)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "# Import external libraries to present an manipulate the data\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "\n",
+ "# Import docplex model to generate the problem to optimize\n",
+ "from docplex.mp.model import Model\n",
+ "\n",
+ "# Import the libraries needed to employ the QAOA quantum algorithm using OpenQAOA\n",
+ "from openqaoa import QAOA\n",
+ "\n",
+ "# method to covnert a docplex model to a qubo problem\n",
+ "from openqaoa.problems.converters import FromDocplex2IsingModel\n",
+ "from openqaoa.backends import create_device\n",
+ "\n",
+ "# method to find the corrects states for the QAOA boject\n",
+ "from openqaoa.utilities import ground_state_hamiltonian"
+ ],
+ "metadata": {
+ "id": "WEg39DSsoFhR"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Generating the data\n",
+ "for get more simply problem, we used a random function to generate the predictions the expected return for 20 assets during 30 days. Additionally, the cost of investment in each assets (ci ) is set to 1."
+ ],
+ "metadata": {
+ "id": "GcNVmcbpo1Kf"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# For the case of reproducibility this seed is configured\n",
+ "np.random.seed(1)\n",
+ "\n",
+ "# Init variables to geretate the data\n",
+ "# consider the number of the assets and the numbero f days\n",
+ "num_assets = 20\n",
+ "num_days = 30\n",
+ "\n",
+ "# Risk aversion\n",
+ "q = 0.01\n",
+ "\n",
+ "# The limit of the budget, is consider as constraint\n",
+ "Budget = 5\n",
+ "\n",
+ "# Cost of buying the different assets c_i\n",
+ "c = num_assets * [1]\n",
+ "# Creating a random history of the forcasting for the expected return\n",
+ "hist_exp = (1 - 2 * np.random.rand(num_assets)).reshape(-1,1) * (np.array([np.arange(num_days) for i in range(num_assets)]) + np.random.randint(10)) + (1 - 2 * np.random.rand(num_assets, num_days))\n",
+ "\n",
+ "# Mean expected return over the num_days value\n",
+ "mu = hist_exp.mean(axis=1)\n",
+ "# Covariance matrix (Sigma) for the risk term of the cost function\n",
+ "sigma = np.cov(hist_exp)"
+ ],
+ "metadata": {
+ "id": "Bbssv-tQpPrG"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Plot the stock's time series\n",
+ "fig, ax = plt.subplots(1, 2, figsize=(14,5))\n",
+ "colors = plt.cm.tab20(range(20))\n",
+ "for i in range(num_assets):\n",
+ " ax[0].plot(range(1, num_days+1), hist_exp[i], color=colors[i])\n",
+ "ax[0].set_xlabel(\"day\")\n",
+ "ax[0].set_ylabel(\"Expected Returns [$]\")\n",
+ "ax[0].legend([f\"Asset {i}\" for i in range(1, num_assets+1)])\n",
+ "im = ax[1].imshow(sigma, cmap=\"coolwarm\")\n",
+ "fig.colorbar(im)\n",
+ "\n",
+ "# Plot the covariance matrix\n",
+ "ax[1].set_yticks(range(num_assets))\n",
+ "ax[1].set_xticks(range(num_assets))\n",
+ "ax[1].set_xticklabels([f\"Asset {i}\" for i in range(1, num_assets+1)], rotation=45)\n",
+ "ax[1].set_yticklabels([f\"Asset {i}\" for i in range(1, num_assets+1)], rotation=45)\n",
+ "ax[1].set_title(r\"Covariance Matrix $\\Sigma$ associated to the risk\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 523
+ },
+ "id": "m2xhzfY4pWLd",
+ "outputId": "e4ac8649-673f-4ea8-859a-a85d2785b500"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Covariance Matrix $\\\\Sigma$ associated to the risk')"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 13
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Obtaining the Quadratic problem (QUBO) from DOCPLEX"
+ ],
+ "metadata": {
+ "id": "p1evb7Z6qin8"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Specific the Model and put a name\n",
+ "mdl = Model('Portfolio Optimization')\n",
+ "from math import sqrt"
+ ],
+ "metadata": {
+ "id": "dMtv7RIHqpKB"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Start the docplex model with Model(\"name of the model\")\n",
+ "mdl = Model('Portfolio Optimization')\n",
+ "\n",
+ "# Consider the number of variables as num_assets,\n",
+ "# and binary set of variables that represent the stocks\n",
+ "# x vector in numpy array for matrix multiplication\n",
+ "x = np.array(mdl.binary_var_list(num_assets, name=\"asset\"))\n",
+ "\n",
+ "#Specific the objective of the\n",
+ "# portfolio optimization function\n",
+ "objective_function = mu @ x - x.T @ sigma @ x\n",
+ "\n",
+ "# For this problem it aims to maximize the profit\n",
+ "# of those assets minimizing the risk of the investment\n",
+ "mdl.maximize(objective_function)\n",
+ "\n",
+ "# Budget constraint\n",
+ "mdl.add_constraint(c @ x == Budget, ctname='budget')\n",
+ "\n",
+ "# Printing the docplex model\n",
+ "mdl.prettyprint()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "XcpnU7ekqpmn",
+ "outputId": "a1b03373-752d-4dcd-c57e-59d54a1ad99b"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "// This file has been generated by DOcplex\n",
+ "// model name is: Portfolio Optimization\n",
+ "// var contrainer section\n",
+ "dvar bool asset[20];\n",
+ "\n",
+ "maximize\n",
+ " 3.885180 asset_0 - 10.343083 asset_1 + 23.372171 asset_2 + 9.280443 asset_3\n",
+ " + 16.816607 asset_4 + 19.089249 asset_5 + 14.645514 asset_6\n",
+ " + 7.152104 asset_7 + 4.679887 asset_8 - 1.772702 asset_9 + 3.723948 asset_10\n",
+ " - 8.738834 asset_11 + 13.954828 asset_12 - 17.724217 asset_13\n",
+ " + 22.160371 asset_14 - 8.049975 asset_15 + 3.940631 asset_16\n",
+ " - 2.696882 asset_17 + 16.809209 asset_18 + 14.317557 asset_19 [\n",
+ " - 3.018927 asset_0^2 + 12.923459 asset_0*asset_1 - 28.187938 asset_0*asset_2\n",
+ " - 10.786620 asset_0*asset_3 - 19.269819 asset_0*asset_4\n",
+ " - 22.690682 asset_0*asset_5 - 17.492662 asset_0*asset_6\n",
+ " - 8.505347 asset_0*asset_7 - 5.974669 asset_0*asset_8\n",
+ " + 2.126292 asset_0*asset_9 - 4.256571 asset_0*asset_10\n",
+ " + 10.011086 asset_0*asset_11 - 16.995093 asset_0*asset_12\n",
+ " + 21.154407 asset_0*asset_13 - 26.692992 asset_0*asset_14\n",
+ " + 9.766123 asset_0*asset_15 - 4.209335 asset_0*asset_16\n",
+ " + 2.921136 asset_0*asset_17 - 20.399890 asset_0*asset_18\n",
+ " - 16.994256 asset_0*asset_19 - 16.815143 asset_1^2\n",
+ " + 71.860518 asset_1*asset_2 + 27.878137 asset_1*asset_3\n",
+ " + 49.110051 asset_1*asset_4 + 57.652421 asset_1*asset_5\n",
+ " + 44.749915 asset_1*asset_6 + 21.485553 asset_1*asset_7\n",
+ " + 14.868931 asset_1*asset_8 - 5.510864 asset_1*asset_9\n",
+ " + 10.102971 asset_1*asset_10 - 26.128271 asset_1*asset_11\n",
+ " + 42.731168 asset_1*asset_12 - 53.729815 asset_1*asset_13\n",
+ " + 67.643657 asset_1*asset_14 - 24.652934 asset_1*asset_15\n",
+ " + 10.920271 asset_1*asset_16 - 7.257856 asset_1*asset_17\n",
+ " + 51.910718 asset_1*asset_18 + 43.095547 asset_1*asset_19\n",
+ " - 77.895949 asset_2^2 - 60.128296 asset_2*asset_3\n",
+ " - 106.627160 asset_2*asset_4 - 124.938971 asset_2*asset_5\n",
+ " - 97.184359 asset_2*asset_6 - 46.304709 asset_2*asset_7\n",
+ " - 31.927327 asset_2*asset_8 + 11.762305 asset_2*asset_9\n",
+ " - 21.872040 asset_2*asset_10 + 56.146641 asset_2*asset_11\n",
+ " - 92.524241 asset_2*asset_12 + 116.239950 asset_2*asset_13\n",
+ " - 146.362613 asset_2*asset_14 + 53.617536 asset_2*asset_15\n",
+ " - 23.651343 asset_2*asset_16 + 15.776974 asset_2*asset_17\n",
+ " - 112.462706 asset_2*asset_18 - 93.027573 asset_2*asset_19\n",
+ " - 12.010007 asset_3^2 - 41.057905 asset_3*asset_4 - 48.100353 asset_3*asset_5\n",
+ " - 37.530828 asset_3*asset_6 - 17.752143 asset_3*asset_7\n",
+ " - 12.443580 asset_3*asset_8 + 4.579963 asset_3*asset_9\n",
+ " - 8.421176 asset_3*asset_10 + 21.741110 asset_3*asset_11\n",
+ " - 35.799125 asset_3*asset_12 + 44.562982 asset_3*asset_13\n",
+ " - 56.792234 asset_3*asset_14 + 20.760870 asset_3*asset_15\n",
+ " - 9.192172 asset_3*asset_16 + 6.141915 asset_3*asset_17\n",
+ " - 43.501704 asset_3*asset_18 - 35.835881 asset_3*asset_19\n",
+ " - 36.939676 asset_4^2 - 85.823932 asset_4*asset_5 - 66.810545 asset_4*asset_6\n",
+ " - 31.958203 asset_4*asset_7 - 21.875824 asset_4*asset_8\n",
+ " + 7.956951 asset_4*asset_9 - 15.202960 asset_4*asset_10\n",
+ " + 38.531594 asset_4*asset_11 - 63.644107 asset_4*asset_12\n",
+ " + 79.906788 asset_4*asset_13 - 100.439241 asset_4*asset_14\n",
+ " + 36.816439 asset_4*asset_15 - 16.479277 asset_4*asset_16\n",
+ " + 10.808254 asset_4*asset_17 - 77.312791 asset_4*asset_18\n",
+ " - 63.986723 asset_4*asset_19 - 50.688311 asset_5^2\n",
+ " - 78.238188 asset_5*asset_6 - 37.384282 asset_5*asset_7\n",
+ " - 25.821273 asset_5*asset_8 + 9.509756 asset_5*asset_9\n",
+ " - 17.430959 asset_5*asset_10 + 45.243786 asset_5*asset_11\n",
+ " - 74.628860 asset_5*asset_12 + 93.429916 asset_5*asset_13\n",
+ " - 117.721420 asset_5*asset_14 + 43.412875 asset_5*asset_15\n",
+ " - 19.291628 asset_5*asset_16 + 12.894078 asset_5*asset_17\n",
+ " - 90.504872 asset_5*asset_18 - 74.994263 asset_5*asset_19\n",
+ " - 30.795432 asset_6^2 - 29.162634 asset_6*asset_7 - 19.940872 asset_6*asset_8\n",
+ " + 7.221372 asset_6*asset_9 - 13.785418 asset_6*asset_10\n",
+ " + 35.013419 asset_6*asset_11 - 58.091999 asset_6*asset_12\n",
+ " + 72.551276 asset_6*asset_13 - 91.353773 asset_6*asset_14\n",
+ " + 33.491148 asset_6*asset_15 - 14.595570 asset_6*asset_16\n",
+ " + 9.813780 asset_6*asset_17 - 70.288157 asset_6*asset_18\n",
+ " - 58.153953 asset_6*asset_19 - 7.195590 asset_7^2 - 9.592133 asset_7*asset_8\n",
+ " + 3.519032 asset_7*asset_9 - 6.685185 asset_7*asset_10\n",
+ " + 16.819383 asset_7*asset_11 - 27.815349 asset_7*asset_12\n",
+ " + 34.617420 asset_7*asset_13 - 43.652314 asset_7*asset_14\n",
+ " + 15.956721 asset_7*asset_15 - 7.056272 asset_7*asset_16\n",
+ " + 4.799599 asset_7*asset_17 - 33.507142 asset_7*asset_18\n",
+ " - 27.876394 asset_7*asset_19 - 3.504110 asset_8^2 + 2.300039 asset_8*asset_9\n",
+ " - 4.556724 asset_8*asset_10 + 11.595001 asset_8*asset_11\n",
+ " - 19.237529 asset_8*asset_12 + 23.883857 asset_8*asset_13\n",
+ " - 30.080044 asset_8*asset_14 + 10.866055 asset_8*asset_15\n",
+ " - 4.901968 asset_8*asset_16 + 3.312268 asset_8*asset_17\n",
+ " - 23.171448 asset_8*asset_18 - 19.292437 asset_8*asset_19\n",
+ " - 0.752805 asset_9^2 + 1.682603 asset_9*asset_10 - 4.055870 asset_9*asset_11\n",
+ " + 6.851199 asset_9*asset_12 - 8.589748 asset_9*asset_13\n",
+ " + 11.096882 asset_9*asset_14 - 4.059236 asset_9*asset_15\n",
+ " + 1.819679 asset_9*asset_16 - 1.100393 asset_9*asset_17\n",
+ " + 8.280116 asset_9*asset_18 + 6.823982 asset_9*asset_19 - 1.853505 asset_10^2\n",
+ " + 7.837578 asset_10*asset_11 - 13.149350 asset_10*asset_12\n",
+ " + 16.290453 asset_10*asset_13 - 20.612415 asset_10*asset_14\n",
+ " + 7.493299 asset_10*asset_15 - 3.439429 asset_10*asset_16\n",
+ " + 2.134038 asset_10*asset_17 - 15.874561 asset_10*asset_18\n",
+ " - 13.191570 asset_10*asset_19 - 10.440646 asset_11^2\n",
+ " + 33.507249 asset_11*asset_12 - 41.880805 asset_11*asset_13\n",
+ " + 52.694814 asset_11*asset_14 - 19.357147 asset_11*asset_15\n",
+ " + 8.696285 asset_11*asset_16 - 5.643283 asset_11*asset_17\n",
+ " + 40.664504 asset_11*asset_18 + 33.815097 asset_11*asset_19\n",
+ " - 27.950881 asset_12^2 + 69.258166 asset_12*asset_13\n",
+ " - 87.230481 asset_12*asset_14 + 31.860227 asset_12*asset_15\n",
+ " - 14.180111 asset_12*asset_16 + 9.481618 asset_12*asset_17\n",
+ " - 67.097807 asset_12*asset_18 - 55.817808 asset_12*asset_19\n",
+ " - 43.783592 asset_13^2 + 109.650436 asset_13*asset_14\n",
+ " - 40.052260 asset_13*asset_15 + 17.628311 asset_13*asset_16\n",
+ " - 11.786595 asset_13*asset_17 + 84.207855 asset_13*asset_18\n",
+ " + 69.709927 asset_13*asset_19 - 69.525759 asset_14^2\n",
+ " + 50.330500 asset_14*asset_15 - 22.365240 asset_14*asset_16\n",
+ " + 14.857043 asset_14*asset_17 - 106.260680 asset_14*asset_18\n",
+ " - 87.523374 asset_14*asset_19 - 9.601430 asset_15^2\n",
+ " + 8.471786 asset_15*asset_16 - 5.731651 asset_15*asset_17\n",
+ " + 38.790291 asset_15*asset_18 + 32.007040 asset_15*asset_19\n",
+ " - 2.160196 asset_16^2 + 2.491929 asset_16*asset_17\n",
+ " - 17.201432 asset_16*asset_18 - 14.278392 asset_16*asset_19\n",
+ " - 1.111977 asset_17^2 + 11.477102 asset_17*asset_18\n",
+ " + 9.425935 asset_17*asset_19 - 40.975057 asset_18^2\n",
+ " - 67.296577 asset_18*asset_19 - 28.186419 asset_19^2 ];\n",
+ " \n",
+ "subject to {\n",
+ " budget:\n",
+ " asset_0 + asset_1 + asset_2 + asset_3 + asset_4 + asset_5 + asset_6\n",
+ " + asset_7 + asset_8 + asset_9 + asset_10 + asset_11 + asset_12 + asset_13\n",
+ " + asset_14 + asset_15 + asset_16 + asset_17 + asset_18 + asset_19 == 5;\n",
+ "\n",
+ "}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Solving using OPENQAOA\n",
+ "The class FromDocplex2IsingModel from OpenQAOA converts the docplex representation of the problem to its QUBO representation in Ising encoding (-1, 1). From there, it is only required setting the QAOA model and solve the QUBO."
+ ],
+ "metadata": {
+ "id": "bGiuW5DNuUPR"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Converting the Docplex model into its qubo representation\n",
+ "qubo = FromDocplex2IsingModel(mdl)\n",
+ "## Docplex QUBO model\n",
+ "#mdl_qubo = qubo.qubo_docplex\n",
+ "# Ising encoding of the QUBO problem\n",
+ "ising_encoding = qubo.ising_model\n",
+ "\n",
+ "# Print in a df the ising encoding (we need to remove keys: 'problem_instance' and 'metadata'))\n",
+ "ising_encoding_dict = ising_encoding.asdict(exclude_keys=['problem_instance', 'metadata'])\n",
+ "pd.DataFrame(ising_encoding_dict)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 441
+ },
+ "id": "uxrFbR1cuSiM",
+ "outputId": "3e563432-c795-41ee-8c9e-36d2b63c3a70"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Warning: Model name contains whitespaces: |Portfolio Optimization|\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " terms weights constant n\n",
+ "0 [0, 1] 3572.021677 215109.366118 20\n",
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+ "4 [0, 5] 3580.925212 215109.366118 20\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 27
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Specific local device usign qiskit backend\n",
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "qaoa = QAOA(device)\n",
+ "#Indicate the properties to the QAOA quantum algorithm,shots,seed\n",
+ "qaoa.set_backend_properties(n_shots=130, seed_simulator=1) ##we not use 1024 because its so extend operation\n",
+ "#check the p value and the variational init params\n",
+ "qaoa.set_circuit_properties(p=2, init_type=\"custom\", variational_params_dict={\"betas\":2*[0.01*np.pi],\"gammas\":2*[0.01*np.pi]})\n",
+ "\n",
+ "#Indicate the ising e ncoding model from docplex\n",
+ "qaoa.compile(ising_encoding)\n",
+ "\n",
+ "#Optimize the quantum algorithm\n",
+ "qaoa.optimize()\n",
+ "pd.DataFrame(qaoa.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "E1AT8B4vvDa9",
+ "outputId": "f776c5f8-d247-4615-dd50-d4673e9ffcb5"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 01000100000001010100 77.547180 0.007692\n",
+ "1 00000100000101100001 91.096487 0.007692\n",
+ "2 00101000000101100000 144.839121 0.007692\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 29
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# To find the correct answer using ground_state_hamiltonian\n",
+ "# and the paremeter is a cost_hamiltonian\n",
+ "correct_solution = ground_state_hamiltonian(qaoa.cost_hamil)\n",
+ "print(\"correct solution: \",correct_solution)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "0XQ33h3BvDuB",
+ "outputId": "7c9f3fcc-550f-4fe4-9f84-56bfa33d6fa7"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "correct solution: (-1.8583942014956847, ['01001000001000011000'])\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Solution with Docplex\n",
+ "Using the class `FromDocplex2IsingModel`, to convert the DOCPLEX model into a QUBO representation that is the input from the QAOA object.\n",
+ "The QUBO problem can be solved classically using DOCPLEX. This is a good comparision between QAOA against classical optimizers."
+ ],
+ "metadata": {
+ "id": "0_-44XMAwHPv"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Docplex QUBO model\n",
+ "mdl_qubo = qubo.qubo_docplex\n",
+ "\n",
+ "#docplex solution\n",
+ "sol = mdl_qubo.solve()\n",
+ "mdl_qubo.print_solution(print_zeros=True)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "5f7sixORvxDB",
+ "outputId": "e636ef1a-029e-4b73-b853-7d344309fccd"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "objective: -1.858\n",
+ "status: OPTIMAL_SOLUTION(2)\n",
+ " asset_0=0\n",
+ " asset_1=1\n",
+ " asset_2=0\n",
+ " asset_3=0\n",
+ " asset_4=1\n",
+ " asset_5=0\n",
+ " asset_6=0\n",
+ " asset_7=0\n",
+ " asset_8=0\n",
+ " asset_9=0\n",
+ " asset_10=1\n",
+ " asset_11=0\n",
+ " asset_12=0\n",
+ " asset_13=0\n",
+ " asset_14=0\n",
+ " asset_15=1\n",
+ " asset_16=1\n",
+ " asset_17=0\n",
+ " asset_18=0\n",
+ " asset_19=0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Improve the QAOA circuit with other parameters for diferent optimization\n",
+ "\n",
+ "####Perform the same process as above now with the variant of using different backends, p values, and different optimizers until you find the one that can provide the correct answers with the least number of iterations, quantum circuit depth."
+ ],
+ "metadata": {
+ "id": "X9IO7lbqw1ot"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Parametrization and Initialization\n",
+ "There are many different ways in which a QAOA circuit can be parametrized, and even more the ways in which these parameters can be initialized."
+ ],
+ "metadata": {
+ "id": "HSvM7hC64GNx"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Basic Parametrizations\n",
+ "We currently offer 7 different parametrizations for QAOA. They fall broadly into three categories:\n",
+ "\n",
+ "The Standard classes are parametrization that have the\n",
+ " $\\gamma$'s and\n",
+ " $\\beta$'s as free parameters, as defined in the seminal paper by Farhi et al. [1].\n",
+ "The Fourier classes have the discrete cosine and sine transforms of the\n",
+ "$\\gamma$'s respective\n",
+ "$\\beta$'s as free parameters, as proposed by Zhou et al. [2].\n",
+ "The Annealing class is based on the idea of QAOA being a form of discretized, adiabatic annealing. Here the function values $s(t_i)$\n",
+ " at equally spaced times\n",
+ " are the free parameters.\n",
+ "Except for the Annealing parameters, each class also comes in three levels of detail:\n",
+ "\n",
+ "StandardParams and FourierParams offer the\n",
+ " $\\gamma$'s and\n",
+ " $\\beta$'s as proposed in references given above.\n",
+ "StandardWithBiasParams and FourierWithBiasParams allow for extra\n",
+ "$\\gamma$'s for possible single-qubit bias terms and their discrete sine transform, respectively.\n",
+ "ExtendedParams and FourierExtendedParams offer full control by having a separate set of rotation angles for each term in the cost and mixer Hamiltonians, respective having a seperate set of Fourier coefficients for each term."
+ ],
+ "metadata": {
+ "id": "c7dL88_r4Okc"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Standard parametrization\n",
+ "The StandardParams class implements the original and conventional form of the QAOA. In every layer of the circuit, the mixer and cost Hamiltonians are applied with coefficients $\\beta(q)$\n",
+ " and $\\gamma(q)$\n",
+ ", respectively. That gives a total of 2p parameters for a circuit of p layers to be optimised."
+ ],
+ "metadata": {
+ "id": "4ekIG-S4xBIe"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "For example, for a depth-2 (p=2) circuit, the unitary operator corresponding to the QAOA circuit would take the form:\n",
+ "$U(\\beta_1,\\beta_2,\\gamma_1,\\gamma_2) = e^{-i\\beta^{(2)} H_{M}} e^{-i\\gamma^{(2)} H_{C}} e^{-i\\beta^{(1)} H_{M}} e^{-i\\gamma^{(1)} H_{C}}.$"
+ ],
+ "metadata": {
+ "id": "HM07tF715dVk"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_std = QAOA(device)\n",
+ "p=2\n",
+ "q_std.set_circuit_properties(p=p, param_type='standard', init_type='ramp')\n",
+ "q_std.set_classical_optimizer(maxiter=130)\n",
+ "q_std.compile(ising_encoding)\n",
+ "#q_std.compile(mdl_qubo)"
+ ],
+ "metadata": {
+ "id": "Q3qhlr_uxAjI"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_std.optimize()\n",
+ "\n",
+ "print(\"Optimized Hamiltonian cost with StandardParams:\", q_std.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "lNQ5yam5vxT2",
+ "outputId": "2d2417a6-9af2-4256-e67c-18489af0e28c"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized Hamiltonian cost with StandardParams: 185199.26217371755\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_std.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "TMYB4CLmvxgw",
+ "outputId": "3837bd86-6e2f-4b56-c5f2-c85bf34bf586"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00100000001000001101 208.182092 0.01\n",
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+ ]
+ },
+ "metadata": {},
+ "execution_count": 38
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_std.result.plot_cost() ##PLOT OF STANDARD PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "bfIGHmwWxSSl",
+ "outputId": "f9276b98-9f94-4699-d2b4-6af748fb7432"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Extended parametrization\n",
+ "The ExtendedParams class implements the most general form of the QAOA where each operator in both the cost and mixer Hamiltonians has its own angle. For example, for a depth-1 (p=1) circuit the unitary operator corresponding to the QAOA circuit would now take the form:"
+ ],
+ "metadata": {
+ "id": "t26Opw8EqkDZ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "$e^{i\\sum_{j}\\beta_{j}^{(1)}X_j}e^{-i\\sum_{j\\in s} \\gamma_{j}^{(1)}h_{j}Z_j} e^{-(i/2)\\sum_{j,k \\in \\Pi}\\Gamma_{jk}^{(1)}g_{jk}Z_jZ_k}$"
+ ],
+ "metadata": {
+ "id": "88qukijh6tIB"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "\n",
+ "q_extend= QAOA(device)\n",
+ "p=2\n",
+ "q_extend.set_circuit_properties(p=p, param_type='extended', init_type='ramp')\n",
+ "q_extend.set_classical_optimizer(maxiter=130)\n",
+ "q_extend.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "I5qDudkCxyMg"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_extend.optimize()\n",
+ "print(\"Optimized Hamiltonian cost with Extended Params:\", q_extend.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "b9VhFbOex2SB",
+ "outputId": "76291f78-53ea-4ae6-cb2a-73e87c1f36cb"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized Hamiltonian cost with Extended Params: 173870.3038149183\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_extend.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "Nzw0UQz8x2mQ",
+ "outputId": "f7ca2d6c-c699-4950-e2c1-9e3d35e8543a"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 01000100100110000000 30.974422 0.01\n",
+ "1 00000001001000111000 82.967951 0.01\n",
+ "2 00001000101101001000 7150.455909 0.01\n",
+ "3 00000101100101000001 7183.255207 0.01\n",
+ "4 10001000011000000000 7197.380467 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 01000100100110000000 \n",
+ " 30.974422 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 00000001001000111000 \n",
+ " 82.967951 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 00001000101101001000 \n",
+ " 7150.455909 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 00000101100101000001 \n",
+ " 7183.255207 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 10001000011000000000 \n",
+ " 7197.380467 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 43
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_extend.result.plot_cost() ##PLOT OF EXTENDED PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "rDTkhrL_x9Bb",
+ "outputId": "bbea74f0-451b-4657-e7b0-d653223a5c44"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Annealing parametrization\n",
+ "The QAOAVariationalAnnealingParams class implements a discretised form of quantum annealing.\n",
+ "\n",
+ "In quantum annealing, we start in the ground state of a mixer Hamiltonian,$H_M $\n",
+ ", and gradually evolve to the ground state of a cost Hamiltonian, $H_C$\n",
+ ", according to some annealing schedule function $s(t)$\n",
+ ", where $t$\n",
+ " denotes time. If it were possible to perform the transformation infinitesimally slowly, we would be guaranteed to arrive at the exact ground state of the cost Hamiltonian. In practice, the transformation is performed over some finite time, and we hope to prepare the ground state of $H_C$\n",
+ " with some acceptably high probability.\n",
+ "\n",
+ "At any time $t$\n",
+ " during the procedure, the instantaneous Hamiltonian is given by:\n",
+ " $H(t) = \\left(1 - s(t)\\right)H_M + s(t)H_C$\n",
+ " where $s(0) = 0$\n",
+ ", and $s(t = T) = 1$\n",
+ ", and $T$\n",
+ " is the total annealing time."
+ ],
+ "metadata": {
+ "id": "G67XDtWRqkGP"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_annealing = QAOA(device)\n",
+ "p=2\n",
+ "q_annealing.set_circuit_properties(p=p, param_type='annealing', init_type='ramp')\n",
+ "q_annealing.set_classical_optimizer(maxiter=40)\n",
+ "q_annealing.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "TOXORKp-zx9u"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_annealing.optimize()\n",
+ "\n",
+ "print(\"Optimized HAMILTONIAN cost with AnnealingParams:\", q_annealing.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "MatiYuPizyPQ",
+ "outputId": "133e9688-54d2-47e2-8be2-0e737e25d9fc"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with AnnealingParams: 173568.879240601\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_annealing.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "qSGt15mezyd5",
+ "outputId": "85093d33-7571-4bac-a95f-3fd2c5333f55"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 10011000000000010100 33.077903 0.01\n",
+ "1 01100010000000011000 50.675926 0.01\n",
+ "2 00110100000010100000 994.440441 0.01\n",
+ "3 10001000010100001100 7158.890082 0.01\n",
+ "4 01000111000100000100 7183.786695 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10011000000000010100 \n",
+ " 33.077903 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 01100010000000011000 \n",
+ " 50.675926 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 00110100000010100000 \n",
+ " 994.440441 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 10001000010100001100 \n",
+ " 7158.890082 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 01000111000100000100 \n",
+ " 7183.786695 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 47
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# annealing optimized schedule\n",
+ "opt_schedule = q_annealing.result.optimized['angles']\n",
+ "p_i = range(1,p+1)\n",
+ "fig = plt.figure(figsize=(8,5))\n",
+ "plt.plot(p_i,opt_schedule,lw=0.3,ls='--',marker='o')\n",
+ "plt.xlabel('p')\n",
+ "plt.title(f'Optimized annealing (discrete) schedule for p={p}');"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 487
+ },
+ "id": "wkN0F6Moz_Mu",
+ "outputId": "314ad425-82f2-4c4e-db14-3a069634dfa6"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_annealing.result.plot_cost() #PLOT OF ANNEALING PARAMETRIZAATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "Wos6fYK50HGI",
+ "outputId": "90136e55-8fa1-44cb-e483-2b0280807cf7"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Comparison with Standard parameterization"
+ ],
+ "metadata": {
+ "id": "loOdpiDaqkJd"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# annealing optimized schedule\n",
+ "\n",
+ "#Comparison with Standard parametrization\n",
+ "opt_angles = q_std.result.optimized['angles']\n",
+ "opt_betas = opt_angles[:p]\n",
+ "opt_gammas = opt_angles[p:]\n",
+ "fig = plt.figure(figsize=(8,5))\n",
+ "plt.plot(p_i,opt_betas,lw=0.3,ls='--',marker='x',label='betas')\n",
+ "plt.plot(p_i,opt_gammas,lw=0.3,ls='--',marker='o',label='gammas',color='red')\n",
+ "plt.xlabel('p')\n",
+ "plt.legend(loc='center left')\n",
+ "plt.title(f'Optimized betas, gammas for p={p}');"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 487
+ },
+ "id": "sZUmtPOi0QeZ",
+ "outputId": "5765ccd7-4f99-4831-8743-61c3a5b1e3cd"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#FOURIER PARAMETRIZATION\n",
+ "The class QAOAVariationalFourierParams implements a heuristic proposed by Zhou et al. [1] which instead of optimizing for $\\beta$\n",
+ " and $\\gamma$\n",
+ " at each layer aims at finding the amplitudes of their discrete Fourier transforms given by:\n",
+ " $\\begin{equation}\n",
+ "\\gamma_i^{(p)} = 2 \\sum_{k=0}^{q-1} u_k \\sin\\left[(k+1/2)(i+1)\\frac{\\pi}{2p}\\right] \\tag{1}\n",
+ "\\end{equation}$\n",
+ "$\\begin{equation}\n",
+ "\\beta_i^{(p)} = 2 \\sum_{k=0}^{q-1} v_k \\cos\\left[(2k+1)i\\frac{\\pi}{2p}\\right] \\tag{2}\n",
+ "\\end{equation}$\n",
+ "\n",
+ "where $i = 0,...,p$\n",
+ "\n",
+ "The idea comes from the empirical observation that the optimal parameters are often found to be smoothly varying functions for certain problems (such as the one implemented by the QAOAVariationalAnnealingParams class). Hence, it should be possible to use a reduced parameter set consisting of only the lowest $q$\n",
+ " frequency components of those functions. Clearly, for $q\\geq p$\n",
+ " we have the full expressivity of the original parameter set (i.e. the $\\beta$\n",
+ " and $\\gamma$\n",
+ "). In this parametrisation, for fixed $q$\n",
+ ", the optimisation problem therefore becomes that of finding the optimal Fourier components $v_k$\n",
+ " and $u_k$\n",
+ ".\n",
+ "\n",
+ "In [1], the authors show that certain variants of this basic Fourier parametrisation can perform significantly better than a randomised brute force search through parameter space, for MaxCut problems on 3-regular and 4-regular graphs."
+ ],
+ "metadata": {
+ "id": "QoXsRaZv0h__"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "device = create_device(\"local\", 'qiskit.qasm_simulator')\n",
+ "q_fourier = QAOA(device)\n",
+ "p=2\n",
+ "q=2\n",
+ "q_fourier.set_circuit_properties(p=p,q=q, param_type='fourier', init_type='ramp')\n",
+ "q_fourier.set_classical_optimizer(maxiter=40)\n",
+ "q_fourier.compile(ising_encoding)\n"
+ ],
+ "metadata": {
+ "id": "PZxjKMqz0eKh"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_fourier.optimize()\n",
+ "pd.DataFrame(qaoa.result.lowest_cost_bitstrings(5))\n",
+ "print(\"Optimized HAMILTONIAN cost with FourierParams:\",q_fourier.result.optimized['cost'])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "B06We75O0twu",
+ "outputId": "9b997fac-c6c5-44de-b7d7-400b41bcaab5"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with FourierParams: 189308.35549743412\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.DataFrame(q_fourier.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "ETpY-sHa0xcU",
+ "outputId": "b65a9f89-38ec-4721-dbc0-7479916b933e"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00000100100000010101 79.673783 0.01\n",
+ "1 10000011110000000000 92.178464 0.01\n",
+ "2 10101000000000100100 508.171196 0.01\n",
+ "3 01010000111000001000 7152.405045 0.01\n",
+ "4 10000000110100000000 7154.166162 0.01"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 00000100100000010101 \n",
+ " 79.673783 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 10000011110000000000 \n",
+ " 92.178464 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10101000000000100100 \n",
+ " 508.171196 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 01010000111000001000 \n",
+ " 7152.405045 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 10000000110100000000 \n",
+ " 7154.166162 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 53
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_fourier.result.plot_cost() ##PLOT OF FOURIER PARAMETRIZATION"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 718
+ },
+ "id": "sHeJ_Zzd1JLd",
+ "outputId": "fe5f11a4-40f7-4df1-f0b8-5f589177ec23"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Noise Model\n",
+ "The optimal combination that you found with the best optimizer, the lowest number of\n",
+ "'s and the correct answer, can give the same answer with noise, use the circuit with a noise model and identify if it gives the same answer."
+ ],
+ "metadata": {
+ "id": "93Sz0-ym1jLK"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from qiskit import Aer\n",
+ "from qiskit import QuantumCircuit, transpile\n",
+ "from qiskit_aer import AerSimulator\n",
+ "from qiskit.visualization import plot_histogram\n",
+ "from qiskit_aer.noise import NoiseModel\n",
+ "from qiskit.providers.fake_provider import FakeVigo\n",
+ "from qiskit.providers.aer import QasmSimulator"
+ ],
+ "metadata": {
+ "id": "MvjTQIYT1nG3"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "backend = FakeVigo()\n",
+ "\n",
+ "device = QasmSimulator.from_backend(backend)\n",
+ "noise_model = NoiseModel.from_backend(device)\n"
+ ],
+ "metadata": {
+ "id": "3k5EoJeO1o8t"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "q_noisy_shot = QAOA(device)\n",
+ "\n",
+ "# device\n",
+ "\n",
+ "qiskit_noisy_shot = create_device(location='local', name='qiskit.qasm_simulator')\n",
+ "q_noisy_shot.set_device(qiskit_noisy_shot)\n",
+ "\n",
+ "\n",
+ "# circuit properties\n",
+ "q_noisy_shot.set_circuit_properties(p=2, param_type='standard', init_type='ramp')\n",
+ "\n",
+ "# backend properties\n",
+ "q_noisy_shot.set_backend_properties(n_shots = 40, noise_model = noise_model)\n",
+ "\n",
+ "# classical optimizer properties\n",
+ "q_noisy_shot.set_classical_optimizer(method='COBYLA', maxiter=40, tol=0.001,\n",
+ " cost_progress=True, parameter_log=True)\n",
+ "\n",
+ "q_noisy_shot.compile(ising_encoding)"
+ ],
+ "metadata": {
+ "id": "RPK1odJB2AvG"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# run optimization\n",
+ "q_noisy_shot.optimize()\n",
+ "results_noisy_shot = q_noisy_shot.result\n",
+ "print(\"Optimized HAMILTONIAN cost with Noise Model from Qiskit:\",q_noisy_shot.result.optimized['cost'])\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "r3ePncAF2DhC",
+ "outputId": "4125ae62-e1ee-4775-b05a-4a7c01cb73d6"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Optimized HAMILTONIAN cost with Noise Model from Qiskit: 161032.69674895811\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "\n",
+ "pd.DataFrame(q_noisy_shot.result.lowest_cost_bitstrings(5))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "PlYFI6DT2FrP",
+ "outputId": "7756aac5-51ed-4d7e-8486-3ffcfc33d354"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " solutions_bitstrings bitstrings_energies probabilities\n",
+ "0 00000001000010011001 102.507924 0.025\n",
+ "1 01101100001000000000 314.703753 0.025\n",
+ "2 10011010000100000010 7490.475918 0.025\n",
+ "3 00000000111001010110 28612.838182 0.025\n",
+ "4 00000100110110001001 28846.571154 0.025"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " solutions_bitstrings \n",
+ " bitstrings_energies \n",
+ " probabilities \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 00000001000010011001 \n",
+ " 102.507924 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 01101100001000000000 \n",
+ " 314.703753 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 10011010000100000010 \n",
+ " 7490.475918 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 00000000111001010110 \n",
+ " 28612.838182 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 00000100110110001001 \n",
+ " 28846.571154 \n",
+ " 0.025 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 62
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "fig, ax = plt.subplots(1,1,figsize=(12,8))\n",
+ "\n",
+ "q_annealing.result.plot_cost(ax=ax,label='Annealing parameters')\n",
+ "q_fourier.result.plot_cost(ax=ax,color='teal', label='fourier parameters ')\n",
+ "q_extend.result.plot_cost(ax=ax,color='red', label='Extended parameters')\n",
+ "q_std.result.plot_cost(ax=ax,color='blue', label='Standard parameters')\n",
+ "results_noisy_shot.plot_cost(ax=ax,color='green', label='Noisy shot simulatorand noise model from ibmq_manila')\n",
+ "\n",
+ "print(\"THE RESULTS IN GRAPHICS ARE CONSISTENT BUT WE USE LESS DATA FOR SOME PARAMETRIZATIONS SINCE IT TOOK TOO MUCH TIME\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 735
+ },
+ "id": "EIesvGEr2nse",
+ "outputId": "3462b871-93a6-485b-d033-d056b1194ab3"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "THE RESULTS IN GRAPHICS ARE CONSISTENT BUT WE USE LESS DATA FOR SOME PARAMETRIZATIONS SINCE IT TOOK TOO MUCH TIME\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "References:\n",
+ "\n",
+ "(1)E. Farhi, J. Goldstone, S. Gutmann (2014). A Quantum Approximate Optimization Algorithm, https://arxiv.org/abs/1411.4028.\n",
+ "(2)L. Zhou, S. Wang, S. Choi, H. Pichler, M. D. Lukin, Phys.Rev.X 10, 021067 (2020) Quantum Approximate Optimization Algorithm: Performance, Mechanism, and Implementation on Near-Term Devices, https://arxiv.org/abs/1812.01041."
+ ],
+ "metadata": {
+ "id": "YsJlKZmX84Ud"
+ }
+ }
+ ]
+}
\ No newline at end of file