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ortools-clone/examples/python/qubo_sat.py
Laurent Perron 84ec414e61 use black on examples/python
2023-07-01 06:06:53 +02:00

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#!/usr/bin/env python3
# Copyright 2010-2022 Google LLC
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Solves a Qubo program using the CP-SAT solver."""
from typing import Sequence
from absl import app
from ortools.sat.python import cp_model
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def solve_qubo():
"""Solve the Qubo problem."""
# Constraint programming engine
model = cp_model.CpModel()
num_vars = len(RAW_DATA)
all_vars = range(num_vars)
variables = [model.NewBoolVar("x_%i" % i) for i in all_vars]
obj_vars = []
obj_coeffs = []
for i in range(num_vars - 1):
x_i = variables[i]
for j in range(i + 1, num_vars):
coeff = RAW_DATA[i][j] + RAW_DATA[j][i]
if coeff == 0.0:
continue
x_j = variables[j]
var = model.NewBoolVar("")
model.AddBoolOr([x_i.Not(), x_j.Not(), var])
model.AddImplication(var, x_i)
model.AddImplication(var, x_j)
obj_vars.append(var)
obj_coeffs.append(coeff)
for i in all_vars:
self_coeff = RAW_DATA[i][i] + RAW_DATA[i][-1]
if self_coeff != 0.0:
obj_vars.append(variables[i])
obj_coeffs.append(self_coeff)
model.Minimize(sum(obj_vars[i] * obj_coeffs[i] for i in range(len(obj_vars))))
### Solve model.
solver = cp_model.CpSolver()
solver.parameters.num_search_workers = 16
solver.parameters.log_search_progress = True
solver.parameters.max_time_in_seconds = 30
solver.Solve(model)
def main(argv: Sequence[str]) -> None:
if len(argv) > 1:
raise app.UsageError("Too many command-line arguments.")
solve_qubo()
if __name__ == "__main__":
app.run(main)
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