├── .gitignore ├── ExactCover ├── ExactCover 14 5.ipynb ├── ExactCover 4 2.ipynb ├── ExactCover 6 3.ipynb ├── tailassignment_loader.py └── tailassignment_samples │ ├── FRCR_11_16_4.txt │ ├── FRCR_14_24_5.txt │ ├── FRCR_4_3_2.txt │ ├── FRCR_6_24_3.txt │ └── FRCR_8_24_4.txt ├── LICENSE ├── MaxCut ├── CVaR.ipynb ├── ComparisonOptimizers.ipynb └── ToyExampleQOA.ipynb ├── PortfolioOptimization ├── 4_asset_optimize.ipynb ├── 6_asset_optimize.ipynb ├── 8_asset_optimize.ipynb ├── GeneratePortfolioCases.ipynb ├── asset_loader.py └── data │ └── qiskit_finance_seeds.npz └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | -------------------------------------------------------------------------------- /ExactCover/tailassignment_loader.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import os, sys 3 | 4 | def load_FR_CR(filename): 5 | 6 | if not os.path.isfile(filename): 7 | print("File not found.") 8 | raise IOError 9 | 10 | # Matrix in file on format 11 | # C_1: index of ones in row 1 separated by comma 12 | # C_2: index of ones in row 2 ... 13 | # ... 14 | # C_R: index of ones in row R 15 | # best state 16 | 17 | file = np.loadtxt(filename, dtype = str) 18 | 19 | R,F = filename.split('/')[-1].split('_')[1:3] 20 | R,F = int(R), int(F) 21 | 22 | FR = np.zeros((F,R)) 23 | CR = np.zeros(R) 24 | best = np.zeros(R) 25 | 26 | for r in range(R): 27 | CR[r] = float(file[r].split(':')[0]) 28 | indexes = file[r].split(':')[1].split(',') 29 | for ind in indexes: 30 | FR[int(ind), r ] = 1 31 | 32 | best_str = file[R].split(',') 33 | best = np.array([int(i) for i in best_str]) 34 | 35 | return FR, CR, best 36 | 37 | def npy_loader(filename): 38 | """ 39 | Loading the examples saved on npy format. 40 | 41 | Parameters 42 | ---------- 43 | filename : string 44 | filename 45 | 46 | Returns 47 | ------- 48 | FR : array 49 | Constraint matrix 50 | CR : array 51 | Weights 52 | 53 | """ 54 | matrix = np.load(filename) 55 | 56 | # The costs are saved in the last column 57 | CR = matrix[-1] 58 | FR = matrix[:-1] 59 | 60 | return FR, CR 61 | -------------------------------------------------------------------------------- /ExactCover/tailassignment_samples/FRCR_11_16_4.txt: -------------------------------------------------------------------------------- 1 | 5:2,8,9,10,11,15 2 | 8:0,1,3,4,5,6,7,12,13,14 3 | 5:8,9,10,11,15 4 | 2:3,4,13 5 | 4:0,1,2,5,6,7,12,14 6 | 1:0,1,5,6,7,12,14 7 | 4:3,4,7,8,15 8 | 7:0,1,4,12,13,14,15 9 | 3:2,6,9,10,11 10 | 15:3,5 11 | 6:2,6,7,8,9,10,11 12 | 0,0,0,0,0,1,0,1,0,0,1 13 | -------------------------------------------------------------------------------- /ExactCover/tailassignment_samples/FRCR_14_24_5.txt: -------------------------------------------------------------------------------- 1 | 3:1,3,5,6,8,11,13,15,16,19,21,23 2 | 2:0,2,4,7,9,10,12,14,17,18,20,22 3 | 9:0,2,4,7,8,11,13,15,16,18,20,23 4 | 14:1,3,5,6,9,10,12,14,17,19,21,22 5 | 3:0,2,4,7,9,11,12,15,17,19,21,23 6 | 8:1,3,5,6,8,10,13,14,16,18,20,22 7 | 2:0,2,4,7,9,11,12,14,16,18,20,22 8 | 5:1,3,5,6,8,10,13,15,17,19,21,23 9 | 6:1,3,5,7,9,11,13,15,17,19,20,22 10 | 10:0,2,4,6,8,10,12,14,16,18,21,23 11 | 1:0,2,4,7,9,11,13,15,17,19,21,23 12 | 13:0,2,4,6,8,10,12,14,17,18,20,22 13 | 11:1,3,5,6,9,11,13,14,16,18,20,22 14 | 4:0,2,4,7,9,11,13,15,16,18,20,23 15 | 1,1,0,0,0,0,0,0,0,0,0,0,0,0 16 | -------------------------------------------------------------------------------- /ExactCover/tailassignment_samples/FRCR_4_3_2.txt: -------------------------------------------------------------------------------- 1 | 0.5:0,1 2 | 0.1:2 3 | 0.1:0 4 | 0.1:1 5 | 0,1,1,1 6 | -------------------------------------------------------------------------------- /ExactCover/tailassignment_samples/FRCR_6_24_3.txt: -------------------------------------------------------------------------------- 1 | 4:1,3,5,6,8,10,13,14,16,18,20,22 2 | 2:0,2,4,7,9,11,12,15,17,19,21,23 3 | 3:0,2,4,7,8,11,13,15,16,18,20,22 4 | 7:1,3,5,6,9,10,12,14,17,19,21,23 5 | 6:0,2,4,6,8,10,12,14,17,19,21,23 6 | 1:1,3,5,7,9,11,13,15,16,18,20,22 7 | 1,1,0,0,0,0 8 | -------------------------------------------------------------------------------- /ExactCover/tailassignment_samples/FRCR_8_24_4.txt: -------------------------------------------------------------------------------- 1 | 2:0,2,4,6,8,10,12,14,16,18,20,22 2 | 1:1,3,5,7,9,11,13,15,17,19,21,23 3 | 6:0,2,4,7,8,11,13,15,16,18,20,23 4 | 8:1,3,5,6,9,10,12,14,17,19,21,22 5 | 7:0,2,4,7,9,10,13,15,17,19,21,22 6 | 5:1,3,5,6,8,11,12,14,16,18,20,23 7 | 3:0,2,4,7,9,10,12,14,16,18,20,23 8 | 4:1,3,5,6,8,11,13,15,17,19,21,22 9 | 1,1,0,0,0,0,0,0 10 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /MaxCut/ToyExampleQOA.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "id": "f4edc85e", 7 | "metadata": {}, 8 | "outputs": [], 9 | "source": [ 10 | "#run: pip install openquantumcomputing\n", 11 | "from openquantumcomputing.QAOAMaxCut import QAOAMaxCut" 12 | ] 13 | }, 14 | { 15 | "cell_type": "code", 16 | "execution_count": 2, 17 | "id": "81310eb6", 18 | "metadata": {}, 19 | "outputs": [], 20 | "source": [ 21 | "from qiskit import *\n", 22 | "import numpy as np\n", 23 | "import networkx as nx\n", 24 | "\n", 25 | "import matplotlib.pyplot as pl\n", 26 | "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", 27 | "from qiskit.visualization import *" 28 | ] 29 | }, 30 | { 31 | "cell_type": "markdown", 32 | "id": "afc54384-89ef-474e-aa49-b43a9896726f", 33 | "metadata": {}, 34 | "source": [ 35 | "Create a graph instance" 36 | ] 37 | }, 38 | { 39 | "cell_type": "code", 40 | "execution_count": 3, 41 | "id": "eaa8c8a1", 42 | "metadata": {}, 43 | "outputs": [ 44 | { 45 | "data": { 46 | "image/png": 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", 47 | "text/plain": [ 48 | "
" 49 | ] 50 | }, 51 | "metadata": {}, 52 | "output_type": "display_data" 53 | } 54 | ], 55 | "source": [ 56 | "V = np.arange(0,5,1)\n", 57 | "E = [(0,1,1.0),(0,2,1.0),(1,2,1.0),(3,2,1.0),(3,4,1.0),(4,2,1.0)] \n", 58 | "\n", 59 | "G = nx.Graph()\n", 60 | "G.add_nodes_from(V)\n", 61 | "G.add_weighted_edges_from(E)\n", 62 | "\n", 63 | "pos = nx.spring_layout(G)\n", 64 | "nx.draw_networkx(G,pos=pos)\n", 65 | "k_cuts=2" 66 | ] 67 | }, 68 | { 69 | "cell_type": "markdown", 70 | "id": "062c6b9b-cbe7-4cf1-abb4-50218cc06228", 71 | "metadata": {}, 72 | "source": [ 73 | "Create a QAOA maxcut instance a draw the circuit at depth 1" 74 | ] 75 | }, 76 | { 77 | "cell_type": "code", 78 | "execution_count": 4, 79 | "id": "75d8e6d2", 80 | "metadata": {}, 81 | "outputs": [ 82 | { 83 | "data": { 84 | "text/html": [ 85 | "
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" 137 | ], 138 | "text/plain": [ 139 | " ┌───┐ »\n", 140 | "q2_0: ┤ H ├──■───────────────────────■────■───────────────────────■──»\n", 141 | " ├───┤┌─┴─┐┌─────────────────┐┌─┴─┐ │ │ »\n", 142 | "q2_1: ┤ H ├┤ X ├┤ Rz(1.0*gamma_0) ├┤ X ├──┼───────────────────────┼──»\n", 143 | " ├───┤└───┘└─────────────────┘└───┘┌─┴─┐┌─────────────────┐┌─┴─┐»\n", 144 | "q2_2: ┤ H ├─────────────────────────────┤ X ├┤ Rz(1.0*gamma_0) ├┤ X ├»\n", 145 | " ├───┤ └───┘└─────────────────┘└───┘»\n", 146 | "q2_3: ┤ H ├──────────────────────────────────────────────────────────»\n", 147 | " ├───┤ »\n", 148 | "q2_4: ┤ H ├──────────────────────────────────────────────────────────»\n", 149 | " └───┘ »\n", 150 | "c0: 5/═══════════════════════════════════════════════════════════════»\n", 151 | " »\n", 152 | "« ┌───────────────┐ »\n", 153 | "«q2_0: ┤ Rx(-2*beta_0) ├─────────────────────────────────────────»\n", 154 | "« └───────────────┘ ┌───────────────┐»\n", 155 | "«q2_1: ────────■─────────────────────────────■──┤ Rx(-2*beta_0) ├»\n", 156 | "« ┌─┴─┐ ┌─────────────────┐┌─┴─┐└───────────────┘»\n", 157 | "«q2_2: ──────┤ X ├──────┤ Rz(1.0*gamma_0) ├┤ X ├────────■────────»\n", 158 | "« └───┘ └─────────────────┘└───┘ ┌─┴─┐ »\n", 159 | "«q2_3: ───────────────────────────────────────────────┤ X ├──────»\n", 160 | "« └───┘ »\n", 161 | "«q2_4: ──────────────────────────────────────────────────────────»\n", 162 | "« »\n", 163 | "«c0: 5/══════════════════════════════════════════════════════════»\n", 164 | "« »\n", 165 | "« »\n", 166 | "«q2_0: ──────────────────────────────────────────────────────────────────────»\n", 167 | "« »\n", 168 | "«q2_1: ──────────────────────────────────────────────────────────────────────»\n", 169 | "« ┌───────────────┐»\n", 170 | "«q2_2: ─────────────────────■────■───────────────────────■──┤ Rx(-2*beta_0) ├»\n", 171 | "« ┌─────────────────┐┌─┴─┐ │ │ └───────────────┘»\n", 172 | "«q2_3: ┤ Rz(1.0*gamma_0) ├┤ X ├──┼───────────────────────┼──────────■────────»\n", 173 | "« └─────────────────┘└───┘┌─┴─┐┌─────────────────┐┌─┴─┐ ┌─┴─┐ »\n", 174 | "«q2_4: ────────────────────────┤ X ├┤ Rz(1.0*gamma_0) ├┤ X ├──────┤ X ├──────»\n", 175 | "« └───┘└─────────────────┘└───┘ └───┘ »\n", 176 | "«c0: 5/══════════════════════════════════════════════════════════════════════»\n", 177 | "« »\n", 178 | "« ░ ┌─┐ \n", 179 | "«q2_0: ──────────────────────────────────────────░─┤M├────────────\n", 180 | "« ░ └╥┘┌─┐ \n", 181 | "«q2_1: ──────────────────────────────────────────░──╫─┤M├─────────\n", 182 | "« ░ ║ └╥┘┌─┐ \n", 183 | "«q2_2: ──────────────────────────────────────────░──╫──╫─┤M├──────\n", 184 | "« ┌───────────────┐ ░ ║ ║ └╥┘┌─┐ \n", 185 | "«q2_3: ─────────────────────■──┤ Rx(-2*beta_0) ├─░──╫──╫──╫─┤M├───\n", 186 | "« ┌─────────────────┐┌─┴─┐├───────────────┤ ░ ║ ║ ║ └╥┘┌─┐\n", 187 | "«q2_4: ┤ Rz(1.0*gamma_0) ├┤ X ├┤ Rx(-2*beta_0) ├─░──╫──╫──╫──╫─┤M├\n", 188 | "« └─────────────────┘└───┘└───────────────┘ ░ ║ ║ ║ ║ └╥┘\n", 189 | "«c0: 5/═════════════════════════════════════════════╩══╩══╩══╩══╩═\n", 190 | "« 0 1 2 3 4 " 191 | ] 192 | }, 193 | "execution_count": 4, 194 | "metadata": {}, 195 | "output_type": "execute_result" 196 | } 197 | ], 198 | "source": [ 199 | "params={'G': G, 'shots': 2048}\n", 200 | "qaoamc = QAOAMaxCut(params=params)\n", 201 | "qaoamc.createParameterizedCircuit(1)\n", 202 | "qaoamc.parameterized_circuit.draw()" 203 | ] 204 | }, 205 | { 206 | "cell_type": "markdown", 207 | "id": "3ae9ce75-30ca-499d-b7cf-35fc1936a9e6", 208 | "metadata": {}, 209 | "source": [ 210 | "Sample the energy landscape of QAOA for depth 1 and draw it" 211 | ] 212 | }, 213 | { 214 | "cell_type": "code", 215 | "execution_count": 5, 216 | "id": "f10939f8", 217 | "metadata": {}, 218 | "outputs": [ 219 | { 220 | "name": "stdout", 221 | "output_type": "stream", 222 | "text": [ 223 | "Calculating Energy landscape for depth p=1...\n", 224 | "Executing sample_cost_landscape\n", 225 | "parameters: 2\n", 226 | "Done execute\n", 227 | "Done measurement\n", 228 | "Calculating Energy landscape done\n" 229 | ] 230 | }, 231 | { 232 | "data": { 233 | "image/png": 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", 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" 236 | ] 237 | }, 238 | "metadata": {}, 239 | "output_type": "display_data" 240 | } 241 | ], 242 | "source": [ 243 | "qaoamc.sample_cost_landscape(angles={\"gamma\": [0,np.pi/2,10], \"beta\": [0,np.pi/2,10]})\n", 244 | "f = pl.figure(figsize=(6, 6), dpi= 80, facecolor='w', edgecolor='k');\n", 245 | "_=pl.xlabel(r'$\\gamma$')\n", 246 | "_=pl.ylabel(r'$\\beta$')\n", 247 | "ax = pl.gca()\n", 248 | "_=pl.title('Expectation value')\n", 249 | "im = ax.imshow(qaoamc.E,interpolation='bicubic',origin='lower',extent=[0,np.pi,0,np.pi/2])\n", 250 | "divider = make_axes_locatable(ax)\n", 251 | "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", 252 | "_=pl.colorbar(im, cax=cax)" 253 | ] 254 | }, 255 | { 256 | "cell_type": "markdown", 257 | "id": "811ee919-4b85-47b3-9e0a-f005016b6164", 258 | "metadata": {}, 259 | "source": [ 260 | "Search for the best parameters at depth 1 and print the approximation ratio" 261 | ] 262 | }, 263 | { 264 | "cell_type": "code", 265 | "execution_count": 6, 266 | "id": "5cb4fea4", 267 | "metadata": { 268 | "scrolled": true 269 | }, 270 | "outputs": [ 271 | { 272 | "name": "stdout", 273 | "output_type": "stream", 274 | "text": [ 275 | "cost(depth= 1 )= -3.9169921875\n", 276 | "approximation ratio= 0.9814453124999999\n" 277 | ] 278 | } 279 | ], 280 | "source": [ 281 | "qaoamc.increase_depth()\n", 282 | "print(\"approximation ratio=\", list(qaoamc.costval.values())[0]/-4)" 283 | ] 284 | } 285 | ], 286 | "metadata": { 287 | "kernelspec": { 288 | "display_name": "Python 3 (ipykernel)", 289 | "language": "python", 290 | "name": "python3" 291 | }, 292 | "language_info": { 293 | "codemirror_mode": { 294 | "name": "ipython", 295 | "version": 3 296 | }, 297 | "file_extension": ".py", 298 | "mimetype": "text/x-python", 299 | "name": "python", 300 | "nbconvert_exporter": "python", 301 | "pygments_lexer": "ipython3", 302 | "version": "3.11.4" 303 | } 304 | }, 305 | "nbformat": 4, 306 | "nbformat_minor": 5 307 | } 308 | -------------------------------------------------------------------------------- /PortfolioOptimization/asset_loader.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import matplotlib.pyplot as plt 3 | import datetime 4 | 5 | from qiskit_finance.data_providers import RandomDataProvider 6 | 7 | class AssetData: 8 | 9 | def __init__(self, N_assets, num_days = 101, 10 | seed = 0, start_time = datetime.datetime(2020, 1, 1)): 11 | """ 12 | init function that initializes member variables 13 | 14 | :param params: additional parameters 15 | """ 16 | self.N = N_assets 17 | self.num_days = num_days 18 | self.start_time = start_time 19 | self.end_time = start_time + datetime.timedelta(self.num_days) 20 | 21 | self.tickers = [("TICKER%s" % i) for i in range(self.N)] 22 | self.fin_data = RandomDataProvider( 23 | tickers = self.tickers, 24 | start=self.start_time, 25 | end = self.end_time, 26 | seed = seed 27 | ) 28 | self.fin_data.run() 29 | 30 | self.cov_matrix = self.fin_data.get_period_return_covariance_matrix() 31 | self.exp_return = self.fin_data.get_period_return_mean_vector() 32 | 33 | def plotAssets(self, figsize=(12,4)): 34 | fig = plt.figure(figsize=figsize) 35 | gs = fig.add_gridspec(1, 3) 36 | axs = [None]*2 37 | axs[0] = fig.add_subplot(gs[0, 0:2]) 38 | t = [self.start_time + datetime.timedelta(dt) for dt in range(self.num_days)] 39 | for (i, ticker) in enumerate(self.tickers): 40 | axs[0].plot(t, self.fin_data._data[i], label=ticker) 41 | axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30) 42 | axs[0].legend() 43 | axs[0].set_title("time development") 44 | 45 | axs[1] = fig.add_subplot(gs[0,2]) 46 | im = axs[1].imshow(self.cov_matrix) 47 | fig.colorbar(im, ax=axs[1], shrink=0.8) 48 | axs[1].set_title("Period return cov. matrix") 49 | 50 | def plotPeriodReturns(self, figsize=(8,4)): 51 | fig = plt.figure(figsize=figsize) 52 | gs = fig.add_gridspec(1, 3) 53 | axs = [None]*2 54 | axs[0] = fig.add_subplot(gs[0, 0:2]) 55 | t = [self.start_time + datetime.timedelta(dt) for dt in range(self.num_days)] 56 | for (i, ticker) in enumerate(self.tickers): 57 | axs[0].plot(t, self.fin_data._data[i], label=ticker) 58 | axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30) 59 | axs[0].legend() 60 | axs[0].set_title("time development") 61 | -------------------------------------------------------------------------------- /PortfolioOptimization/data/qiskit_finance_seeds.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/OpenQuantumComputing/optimization/8b4859ff4d62bf44e350b8a3495ed8b3b2a2e54d/PortfolioOptimization/data/qiskit_finance_seeds.npz -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # optimization 2 | Algorithms for optimization tasks (operations research) 3 | --------------------------------------------------------------------------------