239 lines
7.8 KiB
C#
239 lines
7.8 KiB
C#
// Copyright 2010-2024 Google LLC
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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// [START program]
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// [START import]
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using System;
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using System.Collections.Generic;
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using System.Linq;
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using Google.OrTools.Sat;
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// [END import]
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public class ScheduleRequestsSat
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{
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public static void Main(String[] args)
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{
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// [START data]
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const int numNurses = 5;
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const int numDays = 7;
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const int numShifts = 3;
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int[] allNurses = Enumerable.Range(0, numNurses).ToArray();
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int[] allDays = Enumerable.Range(0, numDays).ToArray();
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int[] allShifts = Enumerable.Range(0, numShifts).ToArray();
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int[,,] shiftRequests = new int[,,] {
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{
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{ 0, 0, 1 },
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{ 0, 0, 0 },
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{ 0, 0, 0 },
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{ 0, 0, 0 },
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{ 0, 0, 1 },
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{ 0, 1, 0 },
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{ 0, 0, 1 },
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},
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{
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{ 0, 0, 0 },
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{ 0, 0, 0 },
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{ 0, 1, 0 },
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{ 0, 1, 0 },
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{ 1, 0, 0 },
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{ 0, 0, 0 },
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{ 0, 0, 1 },
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},
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{
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{ 0, 1, 0 },
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{ 0, 1, 0 },
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{ 0, 0, 0 },
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{ 1, 0, 0 },
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{ 0, 0, 0 },
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{ 0, 1, 0 },
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{ 0, 0, 0 },
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},
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{
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{ 0, 0, 1 },
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{ 0, 0, 0 },
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{ 1, 0, 0 },
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{ 0, 1, 0 },
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{ 0, 0, 0 },
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{ 1, 0, 0 },
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{ 0, 0, 0 },
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},
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{
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{ 0, 0, 0 },
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{ 0, 0, 1 },
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{ 0, 1, 0 },
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{ 0, 0, 0 },
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{ 1, 0, 0 },
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{ 0, 1, 0 },
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{ 0, 0, 0 },
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},
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};
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// [END data]
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// Creates the model.
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// [START model]
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CpModel model = new CpModel();
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// [END model]
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// Creates shift variables.
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// shifts[(n, d, s)]: nurse 'n' works shift 's' on day 'd'.
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// [START variables]
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Dictionary<Tuple<int, int, int>, IntVar> shifts = new Dictionary<Tuple<int, int, int>, IntVar>();
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foreach (int n in allNurses)
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{
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foreach (int d in allDays)
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{
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foreach (int s in allShifts)
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{
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shifts.Add(Tuple.Create(n, d, s), model.NewBoolVar($"shifts_n{n}d{d}s{s}"));
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}
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}
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}
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// [END variables]
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// Each shift is assigned to exactly one nurse in the schedule period.
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// [START exactly_one_nurse]
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foreach (int d in allDays)
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{
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foreach (int s in allShifts)
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{
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IntVar[] x = new IntVar[numNurses];
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foreach (int n in allNurses)
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{
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var key = Tuple.Create(n, d, s);
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x[n] = shifts[key];
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}
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model.Add(LinearExpr.Sum(x) == 1);
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}
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}
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// [END exactly_one_nurse]
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// Each nurse works at most one shift per day.
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// [START at_most_one_shift]
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foreach (int n in allNurses)
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{
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foreach (int d in allDays)
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{
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IntVar[] x = new IntVar[numShifts];
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foreach (int s in allShifts)
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{
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var key = Tuple.Create(n, d, s);
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x[s] = shifts[key];
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}
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model.Add(LinearExpr.Sum(x) <= 1);
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}
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}
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// [END at_most_one_shift]
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// [START assign_nurses_evenly]
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// Try to distribute the shifts evenly, so that each nurse works
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// minShiftsPerNurse shifts. If this is not possible, because the total
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// number of shifts is not divisible by the number of nurses, some nurses will
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// be assigned one more shift.
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int minShiftsPerNurse = (numShifts * numDays) / numNurses;
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int maxShiftsPerNurse;
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if ((numShifts * numDays) % numNurses == 0)
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{
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maxShiftsPerNurse = minShiftsPerNurse;
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}
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else
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{
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maxShiftsPerNurse = minShiftsPerNurse + 1;
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}
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foreach (int n in allNurses)
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{
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IntVar[] numShiftsWorked = new IntVar[numDays * numShifts];
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foreach (int d in allDays)
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{
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foreach (int s in allShifts)
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{
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var key = Tuple.Create(n, d, s);
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numShiftsWorked[d * numShifts + s] = shifts[key];
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}
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}
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model.AddLinearConstraint(LinearExpr.Sum(numShiftsWorked), minShiftsPerNurse, maxShiftsPerNurse);
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}
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// [END assign_nurses_evenly]
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// [START objective]
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IntVar[] flatShifts = new IntVar[numNurses * numDays * numShifts];
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int[] flatShiftRequests = new int[numNurses * numDays * numShifts];
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foreach (int n in allNurses)
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{
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foreach (int d in allDays)
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{
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foreach (int s in allShifts)
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{
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var key = Tuple.Create(n, d, s);
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flatShifts[n * numDays * numShifts + d * numShifts + s] = shifts[key];
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flatShiftRequests[n * numDays * numShifts + d * numShifts + s] = shiftRequests[n, d, s];
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}
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}
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}
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model.Maximize(LinearExpr.WeightedSum(flatShifts, flatShiftRequests));
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// [END objective]
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// Solve
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// [START solve]
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CpSolver solver = new CpSolver();
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CpSolverStatus status = solver.Solve(model);
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Console.WriteLine($"Solve status: {status}");
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// [END solve]
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// [START print_solution]
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if (status == CpSolverStatus.Optimal || status == CpSolverStatus.Feasible)
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{
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Console.WriteLine("Solution:");
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foreach (int d in allDays)
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{
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Console.WriteLine($"Day {d}");
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foreach (int n in allNurses)
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{
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bool isWorking = false;
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foreach (int s in allShifts)
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{
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var key = Tuple.Create(n, d, s);
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if (solver.Value(shifts[key]) == 1L)
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{
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if (shiftRequests[n, d, s] == 1)
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{
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Console.WriteLine($" Nurse {n} work shift {s} (requested).");
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}
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else
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{
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Console.WriteLine($" Nurse {n} work shift {s} (not requested).");
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}
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}
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}
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}
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}
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Console.WriteLine(
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$"Number of shift requests met = {solver.ObjectiveValue} (out of {numNurses * minShiftsPerNurse}).");
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}
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else
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{
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Console.WriteLine("No solution found.");
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}
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// [END print_solution]
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// [START statistics]
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Console.WriteLine("Statistics");
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Console.WriteLine($" conflicts: {solver.NumConflicts()}");
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Console.WriteLine($" branches : {solver.NumBranches()}");
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Console.WriteLine($" wall time: {solver.WallTime()}s");
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// [END statistics]
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}
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}
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// [END program]
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