示例#1
0
        /// <summary>
        /// Builds the result route in segments divided by routes between customers.
        /// </summary>
        /// <returns></returns>
        public static List <Result <Route> > TryBuildRoutes <T>(this IDirectedWeightMatrixAlgorithm <T> algorithm, Tour tour)
        {
            var routes = new List <Result <Route> >();
            // TODO: check what to do here, use the cached version or not?
            var weightHandler = algorithm.Profile.DefaultWeightHandler(algorithm.Router);

            foreach (var pair in tour.Pairs())
            {
                // TODO: extract more info at once!
                var pairFromDepartureId = algorithm.SourcePaths[DirectedHelper.ExtractDepartureId(pair.From)];
                var pairToArrivalId     = algorithm.TargetPaths[DirectedHelper.ExtractArrivalId(pair.To)];

                var pairFromEdgeId = algorithm.Router.Db.Network.GetEdges(pairFromDepartureId.From.Vertex).First(x => x.To == pairFromDepartureId.Vertex).IdDirected();
                var pairToEdgeId   = algorithm.Router.Db.Network.GetEdges(pairToArrivalId.Vertex).First(x => x.To == pairToArrivalId.From.Vertex).IdDirected();

                var pairFromId = DirectedHelper.ExtractId(pair.From);
                var pairToId   = DirectedHelper.ExtractId(pair.To);

                var fromRouterPoint = algorithm.RouterPoints[pairFromId];
                var toRouterPoint   = algorithm.RouterPoints[pairToId];

                var localRouteRaw = algorithm.Router.TryCalculateRaw(algorithm.Profile, weightHandler, pairFromEdgeId, pairToEdgeId, null).Value;
                localRouteRaw.StripSource();
                localRouteRaw.StripTarget();

                var localRoute = algorithm.Router.BuildRoute(algorithm.Profile, weightHandler, fromRouterPoint, toRouterPoint, localRouteRaw);
                routes.Add(localRoute);
            }
            return(routes);
        }
示例#2
0
        /// <summary>
        /// Builds the result route in segments divided by routes between customers.
        /// </summary>
        /// <returns></returns>
        public static List <Route> BuildRoutes <T>(this IDirectedWeightMatrixAlgorithm <T> algorithm, Tour tour)
        {
            var routes = new List <Route>();
            // TODO: check what to do here, use the cached version or not?
            var weightHandler = algorithm.Profile.DefaultWeightHandler(algorithm.Router);

            foreach (var pair in tour.Pairs())
            {
                // TODO: extract more info at once!
                var pairFromDepartureId = algorithm.SourcePaths[DirectedHelper.ExtractDepartureId(pair.From)];
                var pairToArrivalId     = algorithm.TargetPaths[DirectedHelper.ExtractArrivalId(pair.To)];

                var pairFromEdgeId = algorithm.Router.Db.Network.GetEdges(pairFromDepartureId.From.Vertex).First(x => x.To == pairFromDepartureId.Vertex).IdDirected();
                var pairToEdgeId   = algorithm.Router.Db.Network.GetEdges(pairToArrivalId.Vertex).First(x => x.To == pairToArrivalId.From.Vertex).IdDirected();

                var pairFromId = DirectedHelper.ExtractId(pair.From);
                var pairToId   = DirectedHelper.ExtractId(pair.To);

                var fromRouterPoint = algorithm.RouterPoints[pairFromId];
                var toRouterPoint   = algorithm.RouterPoints[pairToId];

                var localRouteRaw = algorithm.Router.TryCalculateRaw(algorithm.Profile, weightHandler, pairFromEdgeId, pairToEdgeId, null).Value;
                localRouteRaw.StripSource();
                localRouteRaw.StripTarget();

                var localRoute = algorithm.Router.BuildRoute(algorithm.Profile, weightHandler, fromRouterPoint, toRouterPoint, localRouteRaw);
                if (localRoute.IsError)
                {
                    throw new Itinero.Exceptions.RouteNotFoundException(
                              string.Format("Part of the tour was not found: {0}[{1}] -> {2}[{3}] - {4}.",
                                            pair.From, pairFromId, pair.To, pairToId, localRoute.ErrorMessage));
                }
                routes.Add(localRoute.Value);
            }
            return(routes);
        }
        /// <summary>
        /// Applies this operator.
        /// </summary>
        public bool Apply(SequenceDirectedProblem problem, SequenceDirectedObjective objective, Tour solution, out float delta)
        {
            var weights = problem.Weights;

            delta = objective.Zero;

            var fitnessBefore = objective.Calculate(problem, solution);

            var enumerator = solution.GetEnumerator();

            while (enumerator.MoveNext())
            {
                var previous            = enumerator.Current;
                var previousDepartureId = DirectedHelper.ExtractDepartureId(previous);
                var current             = solution.GetNeigbour(previous);
                if (current == Constants.NOT_SET)
                { // last of open.
                    continue;
                }
                var next          = solution.GetNeigbour(current);
                var nextArrivalId = Constants.NOT_SET;
                if (next != Constants.NOT_SET)
                {
                    nextArrivalId = DirectedHelper.ExtractArrivalId(next);
                }
                int currentTurn, currentId, currentArrivalId, currentDepartureId;
                DirectedHelper.ExtractAll(current, out currentArrivalId, out currentDepartureId, out currentId, out currentTurn);

                var weightBefore  = weights[previousDepartureId][currentArrivalId];
                var weightAfter   = float.MaxValue;
                var newDirectedId = Constants.NOT_SET;
                if (next == Constants.NOT_SET)
                { // there is no next, only one option here:
                    // 0 or 1: arrival id offset = 0 OR
                    // 2 or 3: arrival id offset = 1
                    if (currentArrivalId % 2 == 0)
                    { // check turn = 2.
                        weightAfter = weights[previousDepartureId][currentArrivalId + 1];
                        if (weightAfter < weightBefore)
                        { // do the switch.
                            newDirectedId = DirectedHelper.BuildDirectedId(currentId, 2);
                        }
                    }
                    else
                    { // check turn = 0
                        weightAfter = weights[previousDepartureId][currentArrivalId - 1];
                        if (weightAfter < weightBefore)
                        { // do the switch.
                            newDirectedId = DirectedHelper.BuildDirectedId(currentId, 0);
                        }
                    }
                }
                else
                { // three options left, excluding the current one of 4.
                    weightBefore += weights[currentDepartureId][nextArrivalId];
                    weightBefore += problem.TurnPenalties[currentTurn];

                    currentArrivalId   = currentArrivalId - (currentArrivalId % 2);
                    currentDepartureId = currentDepartureId - (currentDepartureId % 2);
                    for (var i = 0; i < 4; i++)
                    {
                        if (i == currentTurn)
                        {
                            continue;
                        }

                        int arrivalOffset, departureOffset;
                        DirectedHelper.ExtractOffset(i, out arrivalOffset, out departureOffset);
                        var newWeightAfter = weights[previousDepartureId][currentArrivalId + arrivalOffset]
                                             + weights[currentDepartureId + departureOffset][nextArrivalId]
                                             + problem.TurnPenalties[i];
                        if (newWeightAfter < weightAfter &&
                            newWeightAfter < weightBefore)
                        {
                            newDirectedId = DirectedHelper.BuildDirectedId(currentId, i);
                            weightAfter   = newWeightAfter;
                        }
                    }
                }

                // switch if a new directed if was found.
                if (newDirectedId != Constants.NOT_SET)
                {
                    solution.Replace(current, newDirectedId);
                }
            }

            var fitnessAfter = objective.Calculate(problem, solution);

            delta = objective.Subtract(problem, fitnessBefore, fitnessAfter);

            return(objective.CompareTo(problem, delta, objective.Zero) > 0);
        }
示例#4
0
        /// <summary>
        /// Optimizes the given part of the tour by choosing the best improvements in either the departureOffset or arrivalOffset of the first/last customers or the turns at any of the intermediate ones.
        /// </summary>
        private float OptimizePart(TSPTWProblem problem, List <int> part)
        {
            int turn1, arrivalId1, departureId1, id1;
            int turn2, arrivalId2, departureId2, id2;
            int turn3, arrivalId3, departureId3, id3;

            var delta             = 0f; // the positive difference.
            var arrivalIdChange   = -1;
            var departureIdChange = -1;
            var customerIdx       = -1;
            var customerTurn      = -1;

            // try changing the departureId.
            DirectedHelper.ExtractAll(part[0], out arrivalId1, out departureId1, out id1, out turn1);
            DirectedHelper.ExtractAll(part[1], out arrivalId2, out departureId2, out id2, out turn2);
            var weight = problem.TurnPenalties[turn1];

            weight += problem.Times[departureId1][arrivalId2];
            var new0 = DirectedHelper.SwitchDepartureOffset(part[0]);

            DirectedHelper.ExtractAll(new0, out arrivalId3, out departureId3, out id3, out turn3);
            var newWeight = problem.TurnPenalties[turn3];

            newWeight += problem.Times[departureId3][arrivalId2];
            if (newWeight < weight)
            { // there was an improvement found in changing the departure id.
                departureIdChange = DirectedHelper.ExtractDepartureId(new0);
                delta             = newWeight - weight;
            }

            // try changing the arrivalId.
            DirectedHelper.ExtractAll(part[part.Count - 2], out arrivalId1, out departureId1, out id1, out turn1);
            DirectedHelper.ExtractAll(part[part.Count - 1], out arrivalId2, out departureId2, out id2, out turn2);
            weight  = problem.TurnPenalties[turn2];
            weight += problem.Times[departureId1][arrivalId2];
            var newLast = DirectedHelper.SwitchArrivalOffset(part[part.Count - 1]);

            DirectedHelper.ExtractAll(newLast, out arrivalId3, out departureId3, out id3, out turn3);
            newWeight  = problem.TurnPenalties[turn3];
            newWeight += problem.Times[departureId1][arrivalId3];
            if (newWeight < weight &&
                delta < (newWeight - weight))
            { // there was an improvement found in changing the arrival id.
                arrivalIdChange   = DirectedHelper.ExtractDepartureId(newLast);
                departureIdChange = -1;
                delta             = newWeight - weight;
            }

            for (var c = 1; c < part.Count - 1; c++)
            {
                var perviousDepartureId = DirectedHelper.ExtractDepartureId(part[c - 1]);
                DirectedHelper.ExtractAll(part[c], out arrivalId1, out departureId1, out id1, out turn1);
                var nextArrivalid = DirectedHelper.ExtractArrivalId(part[c + 1]);
                weight  = problem.Times[perviousDepartureId][arrivalId1];
                weight += problem.TurnPenalties[turn1];
                weight += problem.Times[departureId1][nextArrivalid];

                for (var t = 0; t < 3; t++)
                {
                    if (t == turn1)
                    {
                        continue;
                    }

                    var newDirectedId = DirectedHelper.BuildDirectedId(id1, t);
                    DirectedHelper.ExtractAll(newDirectedId, out arrivalId2, out departureId2, out id2, out turn2);
                    newWeight  = problem.Times[perviousDepartureId][arrivalId2];
                    newWeight += problem.TurnPenalties[turn2];
                    newWeight += problem.Times[departureId2][nextArrivalid];

                    if (newWeight < weight &&
                        delta < (newWeight - weight))
                    { // there was an improvement found in changing the turn.
                        arrivalIdChange   = -1;
                        departureIdChange = -1;
                        customerIdx       = c;
                        customerTurn      = t;
                        delta             = newWeight - weight;
                    }
                }
            }

            if (delta > 0)
            {
                if (departureIdChange != -1)
                {
                    part[0] = DirectedHelper.SwitchDepartureOffset(part[0]);
                }
                else if (arrivalIdChange != -1)
                {
                    part[part.Count - 1] = DirectedHelper.SwitchArrivalOffset(part[part.Count - 1]);
                }
                else if (customerIdx != -1)
                {
                    part[customerIdx] = DirectedHelper.BuildDirectedId(
                        DirectedHelper.ExtractId(part[customerIdx]), customerTurn);
                }
            }
            return(delta);
        }
        /// <summary>
        /// Inserts the given customer at the best location if possible.
        /// </summary>
        /// <param name="tour">The tour to insert into.</param>
        /// <param name="weights">The directed weights.</param>
        /// <param name="turnPenalties">The turn pentalties.</param>
        /// <param name="customer">The customer to insert.</param>
        /// <param name="metric">The metric to use, time, distance or custom.</param>
        /// <param name="max">The maximum allowed cost of the insertion.</param>
        public static Weight InsertCheapestDirected(this Tour tour, Weight[][] weights, Weight[] turnPenalties, ProfileMetric metric, int customer, Weight max)
        {
            if (tour.Count == 1)
            { // there is only one customer, the first one in the route.
                if (tour.First == tour.Last)
                { // there is one customer but it's both the start and the end.
                    var firstId = DirectedHelper.ExtractId(tour.First);

                    var bestCost = new Weight()
                    {
                        Distance = float.MaxValue,
                        Time = float.MaxValue,
                        Value = float.MaxValue
                    };
                    var bestDirected1Id = int.MaxValue;
                    var bestDirected2Id = int.MaxValue;
                    for (var turn1 = 0; turn1 < 4; turn1++)
                    {
                        var firstDirectedId = DirectedHelper.BuildDirectedId(firstId, turn1);
                        var firstArrivalId = DirectedHelper.ExtractArrivalId(firstDirectedId);
                        var firstDepartureId = DirectedHelper.ExtractDepartureId(firstDirectedId);
                        for (var turn2 = 0; turn2 < 4; turn2++)
                        {
                            var customerDirectedId = DirectedHelper.BuildDirectedId(customer, turn2);
                            var customerArrivalId = DirectedHelper.ExtractArrivalId(customerDirectedId);
                            var customerDepartureId = DirectedHelper.ExtractDepartureId(customerDirectedId);

                            var weight = turnPenalties[turn1];
                            weight += turnPenalties[turn2];
                            weight += weights[firstDepartureId][customerArrivalId];
                            weight += weights[customerDepartureId][firstArrivalId];

                            if (bestCost.GetForMetric(metric) > weight.GetForMetric(metric))
                            {
                                bestDirected1Id = firstDirectedId;
                                bestDirected2Id = customerDirectedId;
                                bestCost = weight;
                            }
                        }
                    }

                    if (bestCost.GetForMetric(metric) <= max.GetForMetric(metric))
                    {
                        tour.Replace(tour.First, bestDirected1Id);
                        tour.InsertAfter(tour.First, bestDirected2Id);

                        return bestCost;
                    }
                }
                else
                { // there is one customer, the last one is not set.
                    var firstId = DirectedHelper.ExtractId(tour.First);

                    int departureOffset1, arrivalOffset2;
                    var cost = DirectedHelper.CheapestInsert(weights, turnPenalties,
                        firstId, customer, metric, out departureOffset1, out arrivalOffset2);
                    if (cost.GetForMetric(metric) <= max.GetForMetric(metric))
                    {
                        var newFirst = DirectedHelper.UpdateDepartureOffset(
                            DirectedHelper.BuildDirectedId(firstId, 0), departureOffset1);
                        var customerDirectedId = DirectedHelper.UpdateArrivalOffset(
                            DirectedHelper.BuildDirectedId(customer, 0), arrivalOffset2);

                        tour.Replace(tour.First, newFirst);
                        tour.InsertAfter(tour.First, customerDirectedId);

                        return cost;
                    }
                }
            }
            else
            { // at least 2 customers already exist, insert a new one in between.
                var cost = Weight.MaxValue;
                var departureOffsetFrom = Constants.NOT_SET;
                var arrivalOffsetTo = Constants.NOT_SET;
                var turn = Constants.NOT_SET;
                var location = new Pair(int.MaxValue, int.MaxValue);

                foreach (var pair in tour.Pairs())
                {
                    int departureOffset1, arrivalOffset3, turn2;
                    var fromIsFirst = tour.IsFirst(pair.From);
                    var toIsLast = tour.IsLast(pair.To);
                    var localCost = CheapestInsertionDirectedHelper.CalculateCheapestInsert(weights, turnPenalties, metric, pair.From, customer, pair.To,
                        !fromIsFirst, !toIsLast, out departureOffset1, out arrivalOffset3, out turn2);
                    if (localCost.GetForMetric(metric) < cost.GetForMetric(metric))
                    {
                        cost = localCost;
                        location = pair;
                        departureOffsetFrom = departureOffset1;
                        arrivalOffsetTo = arrivalOffset3;
                        turn = turn2;
                    }
                }

                if (cost.GetForMetric(metric) <= max.GetForMetric(metric))
                {
                    var directedId = DirectedHelper.BuildDirectedId(customer, turn);
                    tour.InsertAfter(location.From, directedId);

                    // update departure offset at from.
                    var newFromId = DirectedHelper.UpdateDepartureOffset(location.From, departureOffsetFrom);
                    if (location.From != newFromId)
                    {
                        tour.Replace(location.From, newFromId);
                    }
                    var newToId = DirectedHelper.UpdateArrivalOffset(location.To, arrivalOffsetTo);
                    if (location.To != newToId)
                    {
                        tour.Replace(location.To, newToId);
                    }

                    return cost;
                }
            }
            return Weight.Zero; // insert failed, probably costs are too high (above given max parameter).
        }
示例#6
0
        /// <summary>
        /// Tries all 3Opt Moves for the neighbourhood of v_1 containing v_3.
        /// </summary>
        /// <returns></returns>
        public bool Try3OptMoves(TSProblem problem, float[][] weights, Tour tour,
                                 int v1, int v2, int v3, float[] weightsV3, int v4, float weightV1V2PlusV3V4, float weightV1V4, out float delta)
        {
            var v2ArrivalId           = DirectedHelper.ExtractArrivalId(v2); // TODO: optimize this, extract all v2 info in one go.
            var v2Id                  = DirectedHelper.ExtractId(v2);
            var betweenV4V1Enumerator = tour.Between(v4, v1).GetEnumerator();

            if (betweenV4V1Enumerator.MoveNext())
            {
                var v5 = betweenV4V1Enumerator.Current;
                if (v5 != v1)
                {
                    while (betweenV4V1Enumerator.MoveNext())
                    {
                        var v6 = betweenV4V1Enumerator.Current;
                        //var weightV3V6 = weightsV3[v6];
                        var v6Id          = DirectedHelper.ExtractId(v6); // TODO: optimize this, extract all v6 info in one go.
                        var v6ArrivalId   = DirectedHelper.ExtractArrivalId(v6);
                        var v5DepartureId = DirectedHelper.ExtractDepartureId(v5);
                        var weightV3V6    = weightsV3[v6ArrivalId];
                        //var weightV5V2 = weights[v5][v2];
                        var weightV5V2 = weights[v5DepartureId][v2ArrivalId];
                        //var weightV5V6 = weights[v5][v6];
                        var weightV5V6 = weights[v5DepartureId][v6ArrivalId];
                        if (v6Id == problem.First && !problem.Last.HasValue)
                        { // set to zero if not closed.
                            weightV3V6 = 0;
                            weightV5V6 = 0;
                        }
                        if (v2Id == problem.First && !problem.Last.HasValue)
                        { // set to zero if not closed.
                            weightV5V2 = 0;
                        }

                        // calculate the total weight of the 'new' arcs.
                        var weightNew = weightV1V4 + weightV3V6 + weightV5V2;

                        // calculate the total weights.
                        var weight = weightV1V2PlusV3V4 + weightV5V6;

                        if (weight - weightNew > _epsilon)
                        { // actually do replace the vertices.
                            var countBefore = tour.Count;
                            delta = weightNew - weight;

                            tour.ReplaceEdgeFrom(v1, v4);
                            tour.ReplaceEdgeFrom(v3, v6);
                            tour.ReplaceEdgeFrom(v5, v2);

                            //int count_after = route.Count;

                            // set bits.
                            this.Set(problem, v3, false);
                            this.Set(problem, v5, false);

                            return(true); // move succeeded.
                        }
                        v5 = v6;
                    }
                }
            }
            delta = 0;
            return(false);
        }
        /// <summary>
        /// Applies this operator.
        /// </summary>
        public bool Apply(TSProblem problem, TSPObjective objective, Tour solution, out float delta)
        {
            if (problem.Weights.Length <= 2)
            {
                delta = 0;
                return(false);
            }

            var weights = problem.Weights;

            delta = 0;

            // test switching directions in random order.
            if (_pool == null || solution.Count != _pool.Size)
            { // create a new pool.
                _pool = new RandomPool(solution.Count);
            }
            else
            { // just reset the existing one.
                _pool.Reset();
            }

            while (_pool.MoveNext())
            {
                var previous            = solution.GetDirectedId(_pool.Current);
                var previousDepartureId = DirectedHelper.ExtractDepartureId(previous);
                var current             = solution.GetNeigbour(previous);
                if (current == Constants.NOT_SET)
                { // last of open.
                    continue;
                }
                var next          = solution.GetNeigbour(current);
                var nextArrivalId = Constants.NOT_SET;
                if (next != Constants.NOT_SET)
                {
                    nextArrivalId = DirectedHelper.ExtractArrivalId(next);
                }
                int currentTurn, currentId, currentArrivalId, currentDepartureId;
                DirectedHelper.ExtractAll(current, out currentArrivalId, out currentDepartureId, out currentId, out currentTurn);

                var weightBefore  = weights[previousDepartureId][currentArrivalId];
                var weightAfter   = float.MaxValue;
                var newDirectedId = Constants.NOT_SET;
                if (next == Constants.NOT_SET)
                { // there is no next, only one option here:
                    // 0 or 1: arrival id offset = 0 OR
                    // 2 or 3: arrival id offset = 1
                    if (currentArrivalId % 2 == 0)
                    { // check turn = 2.
                        weightAfter = weights[previousDepartureId][currentArrivalId + 1];
                        if (weightAfter < weightBefore)
                        { // do the switch.
                            newDirectedId = DirectedHelper.BuildDirectedId(currentId, 2);
                        }
                    }
                    else
                    { // check turn = 0
                        weightAfter = weights[previousDepartureId][currentArrivalId - 1];
                        if (weightAfter < weightBefore)
                        { // do the switch.
                            newDirectedId = DirectedHelper.BuildDirectedId(currentId, 0);
                        }
                    }
                }
                else
                { // three options left, excluding the current one of 4.
                    weightBefore += weights[currentDepartureId][nextArrivalId];
                    weightBefore += problem.TurnPenalties[currentTurn];

                    currentArrivalId   = currentArrivalId - (currentArrivalId % 2);
                    currentDepartureId = currentDepartureId - (currentDepartureId % 2);
                    for (var i = 0; i < 4; i++)
                    {
                        if (i == currentTurn)
                        {
                            continue;
                        }

                        int arrivalOffset, departureOffset;
                        DirectedHelper.ExtractOffset(i, out arrivalOffset, out departureOffset);
                        var newWeightAfter = weights[previousDepartureId][currentArrivalId + arrivalOffset]
                                             + weights[currentDepartureId + departureOffset][nextArrivalId]
                                             + problem.TurnPenalties[i];
                        if (newWeightAfter < weightAfter &&
                            newWeightAfter < weightBefore)
                        {
                            newDirectedId = DirectedHelper.BuildDirectedId(currentId, i);
                            weightAfter   = newWeightAfter;
                        }
                    }
                }

                // switch if a new directed if was found.
                if (newDirectedId != Constants.NOT_SET)
                {
                    delta = weightAfter - weightBefore; // negative when improvement.

                    solution.Replace(current, newDirectedId);
                }
            }

            return(delta < 0);
        }