前言
上一篇文章中我们具体解剖了ALNS类的具体代码实现过程，不过也留下了很多大坑。接下来的文章基本都是“填坑”了，把各个模块一一展现解析给大家。不过碍于文章篇幅等原因呢，也不会每一行代码都进行讲解，那些简单的代码就跳过了，相信大家也能一眼就看懂。好了，废话不多说，开始干活吧。
01 照旧总体概述
前面我们提到，ALNS中的重中之重就是Destroy和Repair方法了，在整一个ALNS框架中呢，涉及这俩货的有Destroy和Repair方法的具体实现、Destroy和Repair方法管理（包括各个Destroy和Repair方法权重分配、成绩打分、按权重选择哪个Destroy和Repair方法等操作）。所以在这次的ALNS代码中呢，这俩货的代码实现呢也分为两个模块：
- Destroy和Repair方法具体实现模块
- Destroy和Repair方法管理模块
下面我们将对其进行一一讲解，不知道大家小板凳准备好了没有。
02 Destroy和Repair方法具体实现
关于Destroy和Repair方法，由三个类组成，分别是AOperator、ADestroyOperator、ARepairOperator。它们之间的继承派生关系如下：
下面对其一一讲解。
2.1 AOperator
这是一个基础父类，它抽象了Destroy和Repair方法共有的一些方法和特征（成绩、权重、名称等等），然后Destroy和Repair方法再各自继承于它，实现自己的功能模块。成员变量已经注释清楚了，关于protected的一个成员noise噪声模式会在后面讲到。其他的方法也很简单就不做多解释了。
class AOperator
{
private://! Total number of calls during the process.size_t totalNumberOfCalls;//! Number of calls since the last evaluation.size_t nbCallsSinceLastEval;//! score of the operator.double score;//! weight of the operator.double weight;//! designation of the operator.std::string operatorName;protected://! Indicate if the operator is used in noise mode or not.bool noise;
public://! Constructor.AOperator(std::string name){operatorName = name;init();}//! Destructor.virtual ~AOperator(){};//! Initialize the values of the numbers of calls.void init(){totalNumberOfCalls = 0;nbCallsSinceLastEval = 0;score = 0;weight = 1;}//! reset the number of calls since last eval.void resetNumberOfCalls(){nbCallsSinceLastEval = 0;}//! Simple getter.//! \return the total number of calls to the operator since//! the beginning of the optimization process.size_t getTotalNumberOfCalls(){return totalNumberOfCalls;};//! Simple getter.//! \return the number of calls to this operator since the last//! evaluation.size_t getNumberOfCallsSinceLastEvaluation(){return nbCallsSinceLastEval;};void increaseNumberOfCalls(){totalNumberOfCalls++;nbCallsSinceLastEval++;}//! Simple getter.double getScore() const{return score;}//! Simple getter.double getWeight() const{return weight;}//! resetter.void resetScore(){this->score = 0;}//! Simple setter.void setScore(double s){this->score = s;}//! Simple setter.void setWeight(double weight){this->weight = weight;}//! Simple getter.std::string getName(){return operatorName;};//! Set noise to true.void setNoise(){noise=true;};//! Set noise to false.void unsetNoise(){noise=false;};};2.2 ADestroyOperator
该类主要是继承于上面的AOperator类，然后再此基础上加上Destroy操作的具体实现。它是一个抽象类，需要在后续的应用中重写Destroy操作的方法。
class ADestroyOperator : public AOperator {
protected://! The minimum destroy size used.size_t minimunDestroy;//! The maximum destroy size used.size_t maximumDestroy;public://! Constructor.//! \param mini the minimum destroy size.//! \param maxi the maximum destroy size.//! \param s the name of the destroy operator.ADestroyOperator(size_t mini, size_t maxi, std::string s) : AOperator(s){minimunDestroy = mini;maximumDestroy = maxi;}//! Destructor.virtual ~ADestroyOperator(){};//! This function is the one called to destroy a solution.//! \param sol the solution to be destroyed.virtual void destroySolution(ISolution& sol)=0;
};2.3 ARepairOperator
同理，也是由AOperator类派生出来并加上Repair自己的实现方法的类。也是一个抽象类，需要在后续的使用中重写Repair方法。
class ARepairOperator : public AOperator {public:ARepairOperator(std::string s) : AOperator(s){}virtual ~ARepairOperator(){};virtual void repairSolution(ISolution& sol)=0;
};03 Destroy和Repair方法管理
对Destroy和Repair方法进行管理的由两个类来实现：AOperatorManager、OperatorManager。其中AOperatorManager是抽象类，只提供接口，OperatorManager继承于AOperatorManager。并对其接口进行实现。
3.1 AOperatorManager
该类抽象了OperatorManager的一些特征，只提供接口。因此成员函数都是纯虚函数。相关方法的说明已经注释在代码里面了。关于保护成员：stats用于保存算法迭代过程中的一些状态量，这个类后续也会讲解的。
class AOperatorManager
{
public://! This method selects a destroy operator.//! \return a destroy operator.virtual ADestroyOperator& selectDestroyOperator()=0;//! This method selects a repair operator.//! \return a repair operator.virtual ARepairOperator& selectRepairOperator()=0;virtual void recomputeWeights()=0;//! Update the scores of the operators.virtual void updateScores(ADestroyOperator& des, ARepairOperator& rep, ALNS_Iteration_Status& status)=0;//! Indicate that the optimization process starts.virtual void startSignal()=0;//! Destroy the operators registered to this operator manager.virtual void end()=0;//! Simple setter.void setStatistics(Statistics* statistics){stats = statistics;};
protected://! A pointer to the instance of the statistics module.Statistics* stats;
};3.2 OperatorManager
该类在AOperatorManager基础上也添加了一些自己额外的成员变量和函数方法。具体还是看代码理解吧，挺简单的，没有需要多解释的，我在这多少无益。
class OperatorManager: public AOperatorManager {
private://! The set of repair operators.std::vector<AOperator*> repairOperators;//! The set of destroy operators.std::vector<AOperator*> destroyOperators;//! The sum of the weights of the repair operators.double sumWeightsRepair;//! The sum of the weights of the destroy operators.double sumWeightsDestroy;//! The paramaters to be used by the ALNS.ALNS_Parameters* parameters;//! Indicate whether or not the next operators to be return//! should be noised or not.bool noise;//! A counter that indicates the number of times repair operators with noise have been successfulldouble performanceRepairOperatorsWithNoise;//! A counter that indicates the number of times repair operators without noise have been successfulldouble performanceRepairOperatorsWithoutNoise;//! Use a roulette wheel to select an operator in a vector of operators.//! \return the selected operator.AOperator& selectOperator(std::vector<AOperator*>& vecOp, double sumW);//! Recompute the weight of an operator.void recomputeWeight(AOperator& op, double& sumW);
public://! Constructor//! \param param the parameters to be used.OperatorManager(ALNS_Parameters& param);//! Destructor.virtual ~OperatorManager();//! This function recompute the weights of every operator managed by this//! manager.void recomputeWeights();//! This method selects a destroy operator.//! \return a destroy operator.ADestroyOperator& selectDestroyOperator();//! This method selects a repair operator.//! \return a repair operator.ARepairOperator& selectRepairOperator();//! This method adds a repair operator to the list//! of repair operator managed by this manager.//! \param repairOperator the repair operator to be added.void addRepairOperator(ARepairOperator& repairOperator);//! This method adds a destroy operator to the list//! of destroy operator managed by this manager.//! \param destroyOperator the destroy operator to be added.void addDestroyOperator(ADestroyOperator& destroyOperator);//! This method run some sanity checks to ensure that it is possible//! to "safely" use this manager within the ALNS.void sanityChecks();//! Update the scores of the operators.virtual void updateScores(ADestroyOperator& des, ARepairOperator& rep, ALNS_Iteration_Status& status);//! Indicate that the optimization process starts.virtual void startSignal();//! Destroy all the operators registered to this operator.void end();
};上面是该类的.h文件，关于其中某些函数方法的实现，小编下面挑一些来重点给大家讲讲，那些以小编的脑瓜子都能理解的代码就省略了，大家应该都能懂……
3.3 OperatorManager具体实现
又到了一大波代码时间，来吧来吧，小板凳准备好，要开始啦~
3.3.1 OperatorManager::recomputeWeight(...)
重新计算单个操作的权重。其有两个参数AOperator& op, double& sumW，其中 op是要重新计算权重的repair或者destroy方法，sumW是其对应集合的权重总和。
这里只讲一个新权重的计算方式就行：
其中：
Rho为设定的[0, 1]之间的参数，PrevWeight表示旧的权重，nbCalls表示在上一次自上一次更新完权重到现在该方法被调用的次数，timeSegmentsIt表示迭代多少次需要重新计算一下权重的迭代次数，currentScore表示旧的成绩。理解了这些就很easy了。
void OperatorManager::recomputeWeight(AOperator& op, double& sumW)
{double prevWeight = op.getWeight();sumW -= prevWeight;double currentScore = op.getScore();size_t nbCalls = op.getNumberOfCallsSinceLastEvaluation();double newWeight = (1-parameters->getRho())*prevWeight + parameters->getRho()*(static_cast<double>(nbCalls)/static_cast<double>(parameters->getTimeSegmentsIt()))*currentScore;// We ensure that the weight is within the bounds.if(newWeight > parameters->getMaximumWeight()){newWeight = parameters->getMaximumWeight();}if(newWeight < parameters->getMinimumWeight()){newWeight = parameters->getMinimumWeight();}sumW += newWeight;op.setWeight(newWeight);op.resetScore();op.resetNumberOfCalls();
}值得注意的是还有一个OperatorManager::recomputeWeights()成员函数是用于重新计算repair或者destroy方法集合的，它的实现主要也还是调用OperatorManager::recomputeWeight(AOperator& op, double& sumW)方法来实现的。
3.3.2 OperatorManager::selectOperator(...)
相信了解过遗传算法轮盘赌实现过程的小伙伴对这里都不会陌生，当然，并不是说权重大的方法一定会被选中，只是被选中的可能性会大而已。具体过程是先生成一个在0到sumWeight之间的中间权重randomWeightPos ，然后从第一个方法开始用变量cumulSum进行权重累加，直到cumulSum>=randomWeightPos 为止，那么停止累加时最后这个方法就是幸运儿了。
AOperator& OperatorManager::selectOperator(std::vector<AOperator*>& vecOp, double sumW)
{double randomVal = static_cast<double>(rand())/static_cast<double>(RAND_MAX);double randomWeightPos = randomVal*sumW;double cumulSum = 0;for(size_t i = 0; i < vecOp.size(); i++){cumulSum += vecOp[i]->getWeight();if(cumulSum >= randomWeightPos){if(noise){vecOp[i]->setNoise();}else{vecOp[i]->unsetNoise();}vecOp[i]->increaseNumberOfCalls();return *(vecOp[i]);}}assert(false);return *(vecOp.back());
}3.3.3 OperatorManager::updateScores(...)
该成员函数用来更新各个Destroy和Repair方法的成绩。参数是Destroy和Repair方法的集合，以及ALNS迭代过程中的各种状态信息。便于说明下面用rScore和dScore分别代表Repair和Destroy方法的成绩。具体实现如下：
- 如果找到新的最优解，rScore+=Sigma1，dScore+=Sigma1。其中Sigma1是设定参数。
- 如果当前解得到改进，rScore+=Sigma2，dScore+=Sigma2。其中Sigma2是设定参数。
- 如果当前解没有得到改进 and 当前解是之前没有出现过的 and 当前解被接受作为新的解了，rScore+=Sigma3，dScore+=Sigma3。其中Sigma3是设定参数。
void OperatorManager::updateScores(ADestroyOperator& des, ARepairOperator& rep, ALNS_Iteration_Status& status)
{if(status.getNewBestSolution() == ALNS_Iteration_Status::TRUE){rep.setScore(rep.getScore()+parameters->getSigma1());des.setScore(des.getScore()+parameters->getSigma1());performanceRepairOperatorsWithNoise += 1;performanceRepairOperatorsWithoutNoise += 1;}if(status.getImproveCurrentSolution() == ALNS_Iteration_Status::TRUE){rep.setScore(rep.getScore()+parameters->getSigma2());des.setScore(des.getScore()+parameters->getSigma2());performanceRepairOperatorsWithNoise += 1;performanceRepairOperatorsWithoutNoise += 1;}if(status.getImproveCurrentSolution() == ALNS_Iteration_Status::FALSE&& status.getAcceptedAsCurrentSolution() == ALNS_Iteration_Status::TRUE&& status.getAlreadyKnownSolution() == ALNS_Iteration_Status::FALSE){rep.setScore(rep.getScore()+parameters->getSigma3());des.setScore(des.getScore()+parameters->getSigma3());performanceRepairOperatorsWithNoise += 1;performanceRepairOperatorsWithoutNoise += 1;}/* OLD VERSION *//*if(parameters->getNoise()){double randNoise = static_cast<double>(rand())/RAND_MAX;noise = (randNoise<parameters->getProbabilityOfNoise());}*//* NEW VERSION */if(parameters->getNoise()){double performanceRepairOperatorsGlobal = 0;performanceRepairOperatorsGlobal += performanceRepairOperatorsWithNoise;performanceRepairOperatorsGlobal += performanceRepairOperatorsWithoutNoise;double randomVal = static_cast<double>(rand())/RAND_MAX;double randomWeightPos = randomVal*performanceRepairOperatorsGlobal;noise = (randomWeightPos < performanceRepairOperatorsGlobal);}
}至此，差不过难点都讲完了，不知道你萌都understand了吗？
04 小结
好了，以上就是今天的代码内容，别急着走开哦，后面还有好多好多的内容没讲呢。
这是个天坑，希望大家和小编一起努力，共同填完它。哈哈，谢谢各位的至此。