431 lines
15 KiB
C#
431 lines
15 KiB
C#
using System.Diagnostics;
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using System.Security.Cryptography.X509Certificates;
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using Core.Entities;
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using Google.OrTools.Sat;
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using Microsoft.EntityFrameworkCore.Metadata;
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using IntVar = Google.OrTools.Sat.IntVar;
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namespace Core.Calculation
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{
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public class EventAssignment
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{
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private readonly IList<EventDefinition> _events;
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private readonly IList<Student> _students;
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private readonly AssignmentParameters _parameters;
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private readonly int[] _allEvents;
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private readonly int[] _allStudents;
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// how many students have picked each eventDefinition?
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private readonly int[] _eventPickCounts;
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private IList<AssignmentRequirement> _assignmentRequirements = new List<AssignmentRequirement>();
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private IList<EventDefinition> _droppedEvents = new List<EventDefinition>();
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private IList<EventDefinition> _includedEvents = new List<EventDefinition>();
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private IList<EventDefinition> _twoTeams = new List<EventDefinition>();
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public EventAssignment(IList<EventDefinition> events, IList<Student> students, AssignmentParameters parameters)
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{
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_events = events;
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_students = students;
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_parameters = parameters;
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_allEvents = Enumerable.Range(0, _events.Count).ToArray();
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_allStudents = Enumerable.Range(0, _students.Count).ToArray();
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_eventPickCounts = new int[_allEvents.Length];
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for (var i = 0; i < _events.Count; i++)
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{
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var e = _events[i];
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_eventPickCounts[i] = _students.Count(s => s.EventRankings.Count(er => er.EventDefinition == e) > 0);
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}
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}
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public void AddAssignmentRequirement(AssignmentRequirement assignmentRequirement)
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{
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_assignmentRequirements.Add(assignmentRequirement);
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}
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public void RemoveEvents(IList<EventDefinition> events)
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{
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_droppedEvents = events;
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}
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public void IncludedEvents(IList<EventDefinition> events)
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{
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_includedEvents = events;
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}
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public void AllowTwoTeams(IList<EventDefinition> events)
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{
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_twoTeams = events;
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}
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public async Task<EventAssignmentSolution> Solve()
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{
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Debug.WriteLine(_parameters);
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// Model.
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var model = new CpModel();
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// Variables.
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var x = new BoolVar[_allEvents.Length, _allStudents.Length];
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foreach (var e in _allEvents)
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foreach (var s in _allStudents)
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x[e, s] = model.NewBoolVar($"eventAssignments[{e},{s}]");
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AddAssignmentRequirements(model, x);
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var assignmentThresholdsList = AddEventAssignmentThresholds(model, x);
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LimitStudentAssignment(model, x);
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// set the range for level of effort
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SetLevelOfEffort(model, x);
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// each student should be assigned at least one on site activity
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if (_parameters.RequireOnSite)
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RequireOnSiteActivity(model, x);
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// students should have at least one regional event
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if (_parameters.RequireRegional)
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RequireRegionalEvent(model, x);
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// students should have at maximum one individual event
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AtMostOneIndividualEvent(model, x);
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//EventHasInterestedStudent(model, x);
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IndividualEventsMustBeRanked(model, x);
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OptimizeStudentEventRankings(model, x);
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Debug.WriteLine("Starting optimization");
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var solver = new CpSolver();
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var cpSolverStatus = await Task.Run(() => solver.Solve(model));
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// print solver status
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Debug.WriteLine($"Solver status: {cpSolverStatus}");
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var eventAssignmentsList = GetEventAssignments(x, solver, cpSolverStatus);
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var eventAssignmentSolution =
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new EventAssignmentSolution
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(
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eventAssignmentsList.ToArray(),
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cpSolverStatus.ToString(),
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assignmentThresholdsList
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);
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return eventAssignmentSolution;
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}
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// Take the solution and map it back to the entities
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private List<Team> GetEventAssignments(BoolVar[,] x, CpSolver solver, CpSolverStatus cpSolverStatus)
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{
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if (cpSolverStatus is not (CpSolverStatus.Optimal or CpSolverStatus.Feasible))
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return [];
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var eventAssignments =
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from e in _allEvents
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let students =
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from s in _allStudents
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where solver.BooleanValue(x[e, s])
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select _students[s]
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where students.Any()
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select new Team
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{
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TeamId = _events[e].Name,
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Event = _events[e],
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Students = students.ToList()
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};
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return eventAssignments.ToList();
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}
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// Maximize student event rankings
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private void OptimizeStudentEventRankings(CpModel model, BoolVar[,] x)
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{
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var maximizePicks = LinearExpr.NewBuilder();
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foreach (var s in _allStudents)
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{
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var eventPickCoefficients = GetEventPickCoefficients(_events, _students[s].EventRankings);
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foreach (var e in _allEvents)
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{
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maximizePicks.AddTerm(x[e, s], eventPickCoefficients[e]);
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}
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}
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model.Maximize(maximizePicks);
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}
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private void RequireRegionalEvent(CpModel model, BoolVar[,] x)
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{
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foreach (var s in _allStudents)
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{
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var regionalEvent = new List<ILiteral>();
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foreach (var e in _allEvents)
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{
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if (_events[e].RegionalEvent)
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regionalEvent.Add(x[e, s]);
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}
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// between 1 and 2 regional events
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model.AddLinearConstraint(LinearExpr.Sum(regionalEvent), 1, 2);
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regionalEvent.Clear();
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}
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}
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private void AtMostOneIndividualEvent(CpModel model, BoolVar[,] x)
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{
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foreach (var s in _allStudents)
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{
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var individualEvent = new List<ILiteral>();
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foreach (var e in _allEvents)
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{
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if (_events[e].EventFormat == EventFormat.Individual)
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individualEvent.Add(x[e, s]);
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}
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model.AddAtMostOne(individualEvent);
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individualEvent.Clear();
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}
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}
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private void RequireOnSiteActivity(CpModel model, BoolVar[,] x)
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{
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foreach (var s in _allStudents)
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{
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var onSiteActivity = new List<ILiteral>();
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foreach (var e in _allEvents)
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{
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if (_events[e].OnSiteActivity)
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onSiteActivity.Add(x[e, s]);
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}
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//if (_parameters.RequireOnSite)
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model.AddAtLeastOne(onSiteActivity);
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onSiteActivity.Clear();
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}
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}
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private void IndividualEventsMustBeRanked(CpModel model, BoolVar[,] x)
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{
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foreach (var s in _allStudents)
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{
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var student = _students[s];
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foreach (var e in _allEvents)
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{
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var evt = _events[e];
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var prohibitVar = new List<IntVar> { x[e, s] };
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if (evt.EventFormat == EventFormat.Individual
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&& student.EventRankings.Find(er => er.EventDefinition == evt) == null)
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model.AddLinearConstraint(LinearExpr.Sum(prohibitVar), 0, 0);
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prohibitVar.Clear();
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}
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}
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}
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private void SetLevelOfEffort(CpModel model, BoolVar[,] x)
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{
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long[] eventEffortCoefficients = _events.Select(
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e => e.LevelOfEffort ?? 1L
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).ToArray();
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foreach (var s in _allStudents)
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{
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var effortVar = new BoolVar[_allEvents.Length];
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foreach (var e in _allEvents)
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{
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effortVar[e] = x[e, s];
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}
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var student = _students[s];
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var experienceOffset = 0;
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switch (student.TsaYear)
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{
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case 1: experienceOffset = 1; break;
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default: break;
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}
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var ub = _parameters.EffortUpperBound - experienceOffset;
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var lb = _parameters.EffortLowerBound;
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if (ub <= lb)
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lb = ub - 1;
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model.Add(LinearExpr.WeightedSum(effortVar, eventEffortCoefficients) >= lb);
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model.Add(LinearExpr.WeightedSum(effortVar, eventEffortCoefficients) <= ub);
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}
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}
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// Limit the number of events a student is assigned
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private void LimitStudentAssignment(CpModel model, BoolVar[,] x)
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{
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foreach (var s in _allStudents)
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{
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var studentCapacity = new List<IntVar>();
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foreach (var e in _allEvents)
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{
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studentCapacity.Add(x[e, s]);
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}
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model.AddLinearConstraint(
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LinearExpr.Sum(studentCapacity), _parameters.EventsLowerBound, _parameters.EventsUpperBound);
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studentCapacity.Clear();
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}
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}
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private void EventHasInterestedStudent(CpModel model, BoolVar[,] x)
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{
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foreach (var e in _allEvents)
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{
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var evt = _events[e];
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var studentInterest = new List<IntVar>();
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foreach (var s in _allStudents)
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{
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var student = _students[s];
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if (student.EventRankings.Find(er => er.EventDefinition == evt) != null)
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studentInterest.Add(x[e, s]);
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}
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model.AddLinearConstraint(
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LinearExpr.Sum(studentInterest), 1, 10);
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studentInterest.Clear();
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}
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}
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private List<EventAssignmentThresholds> AddEventAssignmentThresholds(CpModel model, BoolVar[,] x)
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{
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var assignmentThresholdsList = new List<EventAssignmentThresholds>();
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// Limit the capacity of each event
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foreach (var e in _allEvents)
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{
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var evt = _events[e];
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var eventPickCounts = _eventPickCounts[e];
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var evtMinTeamSize = evt.MinTeamSize;
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var evtMaxTeamSize = evt.MaxTeamSize;
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var teamDivs = eventPickCounts / (evtMinTeamSize * 1.25);
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if (_includedEvents.Contains(evt))
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teamDivs = 1;
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//var teamsCount = (int)Math.Ceiling(teamDivs);
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var teamCount = (int)Math.Round(teamDivs);
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if (teamCount > evt.MaxTeamCountState)
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teamCount = evt.MaxTeamCountState;
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// limit to one team for group events
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if (_parameters.LimitTeamsToOne
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&& evt.EventFormat is EventFormat.Team
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&& teamCount > 1
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&& !_twoTeams.Contains(evt)
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)
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teamCount = 1;
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if (_twoTeams.Contains(evt))
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teamCount = 2;
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if (evt.Name == "Tech Bowl")
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teamCount = 1;
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var eventCapacity = new List<IntVar>();
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foreach (var s in _allStudents)
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{
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eventCapacity.Add(x[e, s]);
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}
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if (_droppedEvents != null && _droppedEvents.Contains(evt))
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teamCount = 0;
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if (evt.EventFormat == EventFormat.Individual)
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evtMinTeamSize = 0;
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var lb = evtMinTeamSize * teamCount;
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var ub = Math.Min(evtMaxTeamSize * teamCount, _parameters.TeamSizeLimit * teamCount);
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assignmentThresholdsList.Add(
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new EventAssignmentThresholds
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{
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Event = evt,
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TeamCount = teamCount,
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LowerBound = evtMinTeamSize,
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UpperBound = evtMaxTeamSize,
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StudentRankingCount = eventPickCounts
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});
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model.AddLinearConstraint(LinearExpr.Sum(eventCapacity), lb, ub);
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Debug.WriteLine($"{evt.Name,30}\t{evt.EventFormat,-10}\t{lb} - {ub}");
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model.Minimize(LinearExpr.Sum(eventCapacity));
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eventCapacity.Clear();
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}
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return assignmentThresholdsList;
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}
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private void AddAssignmentRequirements(CpModel model, BoolVar[,] x)
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{
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foreach (var includedAssignment in _assignmentRequirements.Where(e => e.Requirement == Requirement.Include))
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{
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var e = _events.IndexOf(includedAssignment.EventDefinition);
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var s = _students.IndexOf(includedAssignment.Student);
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model.AddAssumption(x[e, s]);
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}
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foreach (var excludedAssignment in _assignmentRequirements.Where(e => e.Requirement == Requirement.Exclude))
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{
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var e = _events.IndexOf(excludedAssignment.EventDefinition);
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var s = _students.IndexOf(excludedAssignment.Student);
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var prohibitVar = new List<IntVar> { x[e, s] };
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model.AddLinearConstraint(LinearExpr.Sum(prohibitVar), 0, 0);
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prohibitVar.Clear();
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}
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}
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private static long[] GetEventPickCoefficients(IList<EventDefinition> events, List<StudentEventRanking> eventRankings)
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{
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return
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events.Select(e =>
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{
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var eventRank = eventRankings.FirstOrDefault(er => er.EventDefinition == e);
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return
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eventRank == null
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? 0L
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// TODO: MaxRank can be calculated
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: StudentEventRanking.MaxRank - eventRank.Rank; // inverse
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}).ToArray();
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}
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public class SolutionPrinter : CpSolverSolutionCallback
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{
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private readonly IList<EventDefinition> _events;
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private readonly IList<Student> _students;
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private readonly BoolVar[,] _eventAssignment;
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public SolutionPrinter(IList<EventDefinition> events, IList<Student> students, BoolVar[,] eventAssignment)
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{
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_events = events;
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_students = students;
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_eventAssignment = eventAssignment;
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}
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public override void OnSolutionCallback()
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{
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Console.WriteLine($"Solution ");
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foreach (var evt in Enumerable.Range(0, _events.Count))
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{
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foreach (var student in Enumerable.Range(0, _students.Count))
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{
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if (Value(_eventAssignment[evt, student]) == 1L)
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{
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}
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}
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}
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}
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}
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}
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} |