485 lines
18 KiB
C#
485 lines
18 KiB
C#
using System.Diagnostics;
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using Core.Entities;
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using Google.OrTools.Sat;
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namespace Core.Calculation
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{
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/// <summary>
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/// Solves the event assignment problem using constraint programming.
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/// Assigns students to events based on rankings, capacity constraints, and team requirements.
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/// </summary>
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public class EventAssignment
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{
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// Constants for magic numbers
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private const double TEAM_DIVISION_MULTIPLIER = 1.25;
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private const int MIN_REGIONAL_EVENTS = 1;
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private const int MAX_REGIONAL_EVENTS = 2;
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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 double _maxSolveTimeSeconds;
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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 event?
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private readonly int[] _eventPickCounts;
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private IList<AssignmentRequirement> _assignmentRequirements = [];
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private IList<EventDefinition> _droppedEvents = [];
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private IList<EventDefinition> _includedEvents = [];
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private IList<EventDefinition> _twoTeams = [];
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/// <summary>
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/// Creates a new event assignment optimizer.
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/// </summary>
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/// <param name="events">The events to assign students to (must not be null or empty)</param>
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/// <param name="students">The students to assign to events (must not be null or empty)</param>
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/// <param name="parameters">Assignment parameters and constraints</param>
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/// <param name="maxSolveTimeSeconds">Maximum solver time in seconds (default: 60.0)</param>
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/// <exception cref="ArgumentNullException">Thrown when events, students, or parameters is null</exception>
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/// <exception cref="ArgumentException">Thrown when collections are empty</exception>
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public EventAssignment(IList<EventDefinition> events, IList<Student> students,
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AssignmentParameters parameters, double maxSolveTimeSeconds = 60.0)
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{
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if (events == null)
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throw new ArgumentNullException(nameof(events));
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if (students == null)
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throw new ArgumentNullException(nameof(students));
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if (parameters == null)
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throw new ArgumentNullException(nameof(parameters));
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if (events.Count == 0)
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throw new ArgumentException("Events collection cannot be empty", nameof(events));
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if (students.Count == 0)
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throw new ArgumentException("Students collection cannot be empty", nameof(students));
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_events = events;
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_students = students;
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_parameters = parameters;
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_maxSolveTimeSeconds = maxSolveTimeSeconds;
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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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// Performance: Use Any() instead of Count() > 0
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_eventPickCounts[i] = _students.Count(s => s.EventRankings.Any(er => er.EventDefinition == e));
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}
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}
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/// <summary>
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/// Adds a requirement to include or exclude a specific student-event pairing.
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/// </summary>
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/// <param name="assignmentRequirement">The assignment requirement to add</param>
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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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/// <summary>
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/// Marks events to be excluded from the assignment solution.
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/// </summary>
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/// <param name="events">Events to drop from consideration</param>
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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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/// <summary>
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/// Forces specific events to be included in the solution.
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/// </summary>
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/// <param name="events">Events that must be included</param>
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public void SetIncludedEvents(IList<EventDefinition> events)
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{
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_includedEvents = events;
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}
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/// <summary>
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/// Allows specific events to have two teams instead of one.
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/// </summary>
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/// <param name="events">Events that can have two teams</param>
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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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/// <summary>
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/// Solves the event assignment problem using constraint programming.
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/// Assigns students to events based on rankings, capacity constraints, and requirements.
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/// </summary>
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/// <returns>A solution containing team assignments and status</returns>
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public async Task<EventAssignmentSolution> Solve()
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{
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try
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{
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Debug.WriteLine(_parameters);
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// Create constraint programming model
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var model = new CpModel();
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// Decision variables: x[e,s] = 1 if student s is assigned to event e
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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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// Add all constraints
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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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SetLevelOfEffort(model, x);
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if (_parameters.RequireOnSite)
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RequireOnSiteActivity(model, x);
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if (_parameters.RequireRegional)
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RequireRegionalEvent(model, x);
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AtMostOneIndividualEvent(model, x);
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IndividualEventsMustBeRanked(model, x);
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OptimizeStudentEventRankings(model, x);
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// Configure and run solver
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Debug.WriteLine("Starting optimization");
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var solver = new CpSolver();
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solver.StringParameters = $"max_time_in_seconds:{_maxSolveTimeSeconds}";
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var cpSolverStatus = await Task.Run(() => solver.Solve(model));
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Debug.WriteLine($"Solver status: {cpSolverStatus}");
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if (cpSolverStatus == CpSolverStatus.Infeasible)
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{
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Debug.WriteLine("Problem is infeasible - constraints cannot be satisfied");
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}
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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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catch (Exception ex)
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{
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Debug.WriteLine($"Error solving event assignment: {ex}");
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throw;
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}
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}
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/// <summary>
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/// Extracts the solution from the solver results.
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/// </summary>
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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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Identifier = _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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/// <summary>
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/// Objective function: Maximize student event rankings (students get higher-ranked events).
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/// </summary>
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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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/// <summary>
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/// Constraint: Each student must have 1-2 regional events.
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/// </summary>
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private void RequireRegionalEvent(CpModel model, BoolVar[,] x)
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{
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AddStudentConstraint(model, x,
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evt => evt.RegionalEvent,
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(m, list) => m.AddLinearConstraint(LinearExpr.Sum(list), MIN_REGIONAL_EVENTS, MAX_REGIONAL_EVENTS));
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}
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/// <summary>
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/// Constraint: Each student can have at most one individual event.
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/// </summary>
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private void AtMostOneIndividualEvent(CpModel model, BoolVar[,] x)
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{
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AddStudentConstraint(model, x,
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evt => evt.EventFormat == EventFormat.Individual,
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(m, list) => m.AddAtMostOne(list));
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}
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/// <summary>
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/// Constraint: Each student must have at least one on-site activity.
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/// </summary>
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private void RequireOnSiteActivity(CpModel model, BoolVar[,] x)
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{
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AddStudentConstraint(model, x,
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evt => evt.OnSiteActivity,
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(m, list) => m.AddAtLeastOne(list));
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}
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/// <summary>
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/// Helper method to add constraints for all students based on event filters.
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/// Reduces code duplication and improves performance by reusing the list buffer.
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/// </summary>
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private void AddStudentConstraint(CpModel model, BoolVar[,] x,
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Func<EventDefinition, bool> eventFilter, Action<CpModel, List<ILiteral>> constraintAction)
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{
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var buffer = new List<ILiteral>();
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foreach (var s in _allStudents)
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{
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buffer.Clear();
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foreach (var e in _allEvents)
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{
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if (eventFilter(_events[e]))
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buffer.Add(x[e, s]);
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}
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if (buffer.Count > 0)
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constraintAction(model, buffer);
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}
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}
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/// <summary>
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/// Constraint: Individual events can only be assigned if the student ranked them.
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/// </summary>
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private void IndividualEventsMustBeRanked(CpModel model, BoolVar[,] x)
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{
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var prohibitVar = new List<IntVar>(1);
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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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if (evt.EventFormat == EventFormat.Individual
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&& student.EventRankings.Find(er => er.EventDefinition == evt) == null)
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{
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prohibitVar.Clear();
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prohibitVar.Add(x[e, s]);
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model.AddLinearConstraint(LinearExpr.Sum(prohibitVar), 0, 0);
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}
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}
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}
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}
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/// <summary>
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/// Constraint: Each student's total level of effort must be within bounds.
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/// </summary>
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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 = student.TsaYear == 1 ? 1 : 0;
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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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/// <summary>
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/// Constraint: Limit the number of events a student is assigned.
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/// </summary>
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private void LimitStudentAssignment(CpModel model, BoolVar[,] x)
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{
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var studentCapacity = new List<IntVar>();
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foreach (var s in _allStudents)
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{
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studentCapacity.Clear();
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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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}
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}
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/// <summary>
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/// Adds event capacity constraints and calculates assignment thresholds.
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/// </summary>
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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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foreach (var e in _allEvents)
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{
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var evt = _events[e];
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var teamCount = CalculateTeamCount(evt, e);
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var (lb, ub) = CalculateEventBounds(evt, teamCount);
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AddEventConstraint(model, x, e, lb, ub);
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assignmentThresholdsList.Add(CreateThreshold(evt, teamCount, e));
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Debug.WriteLine($"{evt.Name,30}\t{evt.EventFormat,-10}\t{lb} - {ub}");
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}
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return assignmentThresholdsList;
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}
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/// <summary>
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/// Calculates how many teams should be formed for an event.
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/// </summary>
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private int CalculateTeamCount(EventDefinition evt, int eventIndex)
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{
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var eventPickCounts = _eventPickCounts[eventIndex];
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var teamDivs = eventPickCounts / (evt.MinTeamSize * TEAM_DIVISION_MULTIPLIER);
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if (_includedEvents.Contains(evt))
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return 1;
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var teamCount = (int)Math.Round(teamDivs);
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if (teamCount > evt.ChapterEligibilityCountState)
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teamCount = evt.ChapterEligibilityCountState;
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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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teamCount = 1;
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if (_twoTeams.Contains(evt))
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teamCount = 2;
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if (_droppedEvents.Contains(evt))
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teamCount = 0;
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return teamCount;
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}
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/// <summary>
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/// Calculates the lower and upper bounds for event capacity.
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/// </summary>
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private (int lb, int ub) CalculateEventBounds(EventDefinition evt, int teamCount)
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{
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var evtMinTeamSize = evt.MinTeamSize;
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var evtMaxTeamSize = evt.MaxTeamSize;
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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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return (lb, ub);
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}
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/// <summary>
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/// Adds capacity constraint for a specific event.
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/// </summary>
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private void AddEventConstraint(CpModel model, BoolVar[,] x, int eventIndex, int lb, int ub)
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{
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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[eventIndex, s]);
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}
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model.AddLinearConstraint(LinearExpr.Sum(eventCapacity), lb, ub);
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model.Minimize(LinearExpr.Sum(eventCapacity));
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}
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/// <summary>
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/// Creates a threshold object for tracking event assignment metadata.
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/// </summary>
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private EventAssignmentThresholds CreateThreshold(EventDefinition evt, int teamCount, int eventIndex)
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{
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return new EventAssignmentThresholds
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{
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Event = evt,
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TeamCount = teamCount,
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LowerBound = evt.MinTeamSize,
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UpperBound = evt.MaxTeamSize,
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StudentRankingCount = _eventPickCounts[eventIndex]
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};
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}
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/// <summary>
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/// Adds user-specified assignment requirements (include/exclude student-event pairs).
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/// </summary>
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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(a => a.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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var prohibitVar = new List<IntVar>(1);
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foreach (var excludedAssignment in _assignmentRequirements.Where(a => a.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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prohibitVar.Clear();
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prohibitVar.Add(x[e, s]);
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model.AddLinearConstraint(LinearExpr.Sum(prohibitVar), 0, 0);
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}
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}
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/// <summary>
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/// Calculates coefficients for optimizing student preferences.
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/// Higher-ranked events get higher coefficients.
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/// </summary>
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private static long[] GetEventPickCoefficients(IList<EventDefinition> events, List<StudentEventRanking> eventRankings)
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{
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return events.Select(e =>
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{
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var eventRank = eventRankings.FirstOrDefault(er => er.EventDefinition == e);
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return eventRank == null
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? 0L
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: StudentEventRanking.MaxRank - eventRank.Rank; // Inverse ranking
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}).ToArray();
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}
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}
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}
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