void analyze(TTPOutputSet bestFront, TTPOutputSet front) {
vector<vector<double>> solutionFront = convertTTPOutput(front);
vector<vector<double>> trueFront = convertTTPOutput(bestFront);
Hypervolume hv;
double hvValue = hv.hypervolume(solutionFront, trueFront, trueFront[0].size());
Spread spread;
double spreadValue = spread.spread(solutionFront, trueFront, trueFront[0].size());
InvertedGenerationalDistance igd;
double igdValue = igd.invertedGenerationalDistance(solutionFront, trueFront, trueFront[0].size());
Epsilon eps;
double epsValue = eps.epsilon(solutionFront, trueFront, trueFront[0].size());
cout << "hv: " << hvValue << endl;
cout << "spread: " << spreadValue << endl;
cout << "igd: " << igdValue << endl;
cout << "eps: " << epsValue << endl;
}
void ExperimentReport::generateQualityIndicators() {
if ((!isSingleObjective_) && (paretoFrontDirectory_.empty())) {
generateReferenceFronts();
}
// TODO: Check if it is possible to use QualityIndicator class instead each independent class.
// Problem: knowing number of objectives of each problem
if (indicatorList_.size() > 0) {
cout << "PF file: " << paretoFrontDirectory_ << endl;
for (int algorithmIndex=0; algorithmIndex<algorithmNameList_.size(); algorithmIndex++) {
string algorithmDirectory;
algorithmDirectory = experimentBaseDirectory_ + "/data/" + algorithmNameList_[algorithmIndex] + "/";
for (int problemIndex=0; problemIndex<problemList_.size(); problemIndex++) {
string problemDirectory = algorithmDirectory + problemList_[problemIndex];
string paretoFrontPath;
if (!isSingleObjective_) {
if (paretoFrontDirectory_.empty()) {
string referenceFrontDirectory = experimentBaseDirectory_ + "/referenceFronts";
paretoFrontPath = referenceFrontDirectory + "/" + problemList_[problemIndex] + ".rf";
} else {
paretoFrontPath = paretoFrontDirectory_ + "/" + paretoFrontFile_[problemIndex];
} // if
} // if
for (int indicatorIndex = 0; indicatorIndex < indicatorList_.size(); indicatorIndex++) {
resetFile(problemDirectory + "/" + indicatorList_[indicatorIndex]);
if (indicatorList_[indicatorIndex].compare("FIT")==0) {
string solutionFrontFile = problemDirectory + "/FUN";
string qualityIndicatorFile = problemDirectory;
Fitness * indicators = new Fitness();
vector< vector<double> > solutionFront =
indicators->utils_->readFront(solutionFrontFile);
qualityIndicatorFile = qualityIndicatorFile + "/FIT";
indicators->fitness(solutionFront, qualityIndicatorFile);
delete indicators;
} else {
for (int numRun=0; numRun<independentRuns_; numRun++) {
stringstream outputParetoFrontFilePath;
outputParetoFrontFilePath << problemDirectory << "/FUN_" << numRun;
string solutionFrontFile = outputParetoFrontFilePath.str();
string qualityIndicatorFile = problemDirectory;
double value;
cout << "ExperimentReport: Quality indicator: " << indicatorList_[indicatorIndex] << endl;
if (indicatorList_[indicatorIndex].compare("HV")==0) {
Hypervolume * indicators = new Hypervolume();
vector< vector<double> > solutionFront =
indicators->utils_->readFront(solutionFrontFile);
vector< vector<double> > trueFront =
indicators->utils_->readFront(paretoFrontPath);
value = indicators->hypervolume(solutionFront, trueFront, trueFront[0].size());
delete indicators;
qualityIndicatorFile = qualityIndicatorFile + "/HV";
}
if (indicatorList_[indicatorIndex].compare("SPREAD")==0) {
Spread * indicators = new Spread();
vector< vector<double> > solutionFront =
indicators->utils_->readFront(solutionFrontFile);
vector< vector<double> > trueFront =
indicators->utils_->readFront(paretoFrontPath);
value = indicators->spread(solutionFront, trueFront, trueFront[0].size());
delete indicators;
qualityIndicatorFile = qualityIndicatorFile + "/SPREAD";
}
if (indicatorList_[indicatorIndex].compare("IGD")==0) {
InvertedGenerationalDistance * indicators = new InvertedGenerationalDistance();
vector< vector<double> > solutionFront =
indicators->utils_->readFront(solutionFrontFile);
vector< vector<double> > trueFront =
indicators->utils_->readFront(paretoFrontPath);
value = indicators->invertedGenerationalDistance(solutionFront, trueFront, trueFront[0].size());
delete indicators;
qualityIndicatorFile = qualityIndicatorFile + "/IGD";
}
if (indicatorList_[indicatorIndex].compare("EPSILON")==0) {
Epsilon * indicators = new Epsilon();
vector< vector<double> > solutionFront =
indicators->utils_->readFront(solutionFrontFile);
vector< vector<double> > trueFront =
indicators->utils_->readFront(paretoFrontPath);
value = indicators->epsilon(solutionFront, trueFront, trueFront[0].size());
delete indicators;
qualityIndicatorFile = qualityIndicatorFile + "/EPSILON";
}
cout << "ExperimentReport: Quality indicator file: " << qualityIndicatorFile << endl;
if (qualityIndicatorFile.compare(problemDirectory)!=0) {
std::fstream out(qualityIndicatorFile.c_str(),
std::ios::out | std::ios::app);
out << value << endl;
out.close();
} // if
} // for
} // if
} // for
} // for
} // for
} // if
} // generateQualityIndicators