# -*- coding: utf-8 -*-
# This code is part of Qiskit.
#
# (C) Copyright IBM 2020.
#
# This code is licensed under the Apache License, Version 2.0. You may
# obtain a copy of this license in the LICENSE.txt file in the root directory
# of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.
#
# Any modifications or derivative works of this code must retain this
# copyright notice, and modified files need to carry a notice indicating
# that they have been altered from the originals.
"""The CPLEX optimizer wrapped to be used within Qiskit's optimization module."""
from typing import Optional
import logging
from .optimization_algorithm import OptimizationAlgorithm, OptimizationResult
from ..exceptions import QiskitOptimizationError
from ..problems.quadratic_program import QuadraticProgram
logger = logging.getLogger(__name__)
_HAS_CPLEX = False
try:
from cplex.exceptions import CplexSolverError
_HAS_CPLEX = True
except ImportError:
logger.info('CPLEX is not installed.')
[docs]class CplexOptimizer(OptimizationAlgorithm):
"""The CPLEX optimizer wrapped as an Qiskit :class:`OptimizationAlgorithm`.
This class provides a wrapper for ``cplex.Cplex`` (https://pypi.org/project/cplex/)
to be used within the optimization module.
Examples:
>>> from qiskit.optimization.problems import QuadraticProgram
>>> from qiskit.optimization.algorithms import CplexOptimizer
>>> problem = QuadraticProgram()
>>> # specify problem here, if cplex is installed
>>> optimizer = CplexOptimizer() if CplexOptimizer.is_cplex_installed() else None
>>> if optimizer: result = optimizer.solve(problem)
"""
def __init__(self, disp: Optional[bool] = False) -> None:
"""Initializes the CplexOptimizer.
Args:
disp: Whether to print CPLEX output or not.
Raises:
NameError: CPLEX is not installed.
"""
if not _HAS_CPLEX:
raise NameError('CPLEX is not installed.')
self._disp = disp
[docs] @staticmethod
def is_cplex_installed():
""" Returns True if cplex is installed """
return _HAS_CPLEX
@property
def disp(self) -> bool:
"""Returns the display setting.
Returns:
Whether to print CPLEX information or not.
"""
return self._disp
@disp.setter
def disp(self, disp: bool):
"""Set the display setting.
Args:
disp: The display setting.
"""
self._disp = disp
# pylint:disable=unused-argument
[docs] def get_compatibility_msg(self, problem: QuadraticProgram) -> str:
"""Checks whether a given problem can be solved with this optimizer.
Returns ``''`` since CPLEX accepts all problems that can be modeled using the
``QuadraticProgram``. CPLEX may throw an exception in case the problem is determined
to be non-convex.
Args:
problem: The optimization problem to check compatibility.
Returns:
An empty string.
"""
return ''
[docs] def solve(self, problem: QuadraticProgram) -> OptimizationResult:
"""Tries to solves the given problem using the optimizer.
Runs the optimizer to try to solve the optimization problem. If problem is not convex,
this optimizer may raise an exception due to incompatibility, depending on the settings.
Args:
problem: The problem to be solved.
Returns:
The result of the optimizer applied to the problem.
Raises:
QiskitOptimizationError: If the problem is incompatible with the optimizer.
"""
# convert to CPLEX problem
cplex = problem.to_docplex().get_cplex()
# set display setting
if not self.disp:
cplex.set_log_stream(None)
cplex.set_error_stream(None)
cplex.set_warning_stream(None)
cplex.set_results_stream(None)
# solve problem
try:
cplex.solve()
except CplexSolverError:
raise QiskitOptimizationError('Non convex/symmetric matrix.')
# process results
sol = cplex.solution
# create results
result = OptimizationResult(sol.get_values(), sol.get_objective_value(), sol)
# return solution
return result