qubo_sat.py

"""Solves a Qubo program using the CP-SAT solver."""


import time

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 = int((RAW_DATA[i][j] + RAW_DATA[j][i]) * 1000.0)
            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 = int((RAW_DATA[i][i] + RAW_DATA[i][-1]) * 1000.0)
        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))))
    # Patch the scaling factor of the objective.
    model.Proto().objective.scaling_factor = 1.0 / 1000.0
    print(model.ModelStats())

    ### Solve model.
    solver = cp_model.CpSolver()
    solver.parameters.num_search_workers = 8
    solver.parameters.log_search_progress = True
    solver.Solve(model)
    print(solver.ResponseStats())


if __name__ == '__main__':
    solve_qubo()