#include "common/Colors.h" #include "common/Datasets.h" #include "common/Paths.h" #include "DatasetsConsole.h" namespace platform { const int DatasetsConsole::BALANCE_LENGTH = 75; void DatasetsConsole::split_lines(std::string line, const std::string& balance) { auto temp = std::string(balance); while (temp.size() > DatasetsConsole::BALANCE_LENGTH - 1) { auto part = temp.substr(0, DatasetsConsole::BALANCE_LENGTH); line += part + "\n"; body.push_back(line); line = string(52, ' '); temp = temp.substr(DatasetsConsole::BALANCE_LENGTH); } line += temp + "\n"; body.push_back(line); } std::string DatasetsConsole::getOutput() const { std::string s; for (const auto& piece : header) s += piece; for (const auto& piece : body) s += piece; return s; } std::string DatasetsConsole::getHeader() const { std::string s; for (const auto& piece : header) s += piece; return s; } void DatasetsConsole::report() { header.clear(); body.clear(); auto datasets = platform::Datasets(false, platform::Paths::datasets()); auto loc = std::locale("es_ES"); std::stringstream sheader; std::vector header_labels = { " #", "Dataset", "Sampl.", "Feat.", "Cls", "Balance" }; std::vector header_lengths = { 3, 30, 6, 5, 3, DatasetsConsole::BALANCE_LENGTH }; sheader << Colors::GREEN(); for (int i = 0; i < header_labels.size(); i++) { sheader << setw(header_lengths[i]) << left << header_labels[i] << " "; } sheader << std::endl; header.push_back(sheader.str()); std::string sline; for (int i = 0; i < header_labels.size(); i++) { sline += std::string(header_lengths[i], '=') + " "; } sline += "\n"; header.push_back(sline); int num = 0; for (const auto& dataset : datasets.getNames()) { std::stringstream line; line.imbue(loc); auto color = num % 2 ? Colors::CYAN() : Colors::BLUE(); line << color << setw(3) << right << num++ << " "; line << setw(30) << left << dataset << " "; datasets.loadDataset(dataset); auto nSamples = datasets.getNSamples(dataset); line << setw(6) << right << nSamples << " "; line << setw(5) << right << datasets.getFeatures(dataset).size() << " "; line << setw(3) << right << datasets.getNClasses(dataset) << " "; std::stringstream oss; oss.imbue(loc); std::string sep = ""; for (auto number : datasets.getClassesCounts(dataset)) { oss << sep << std::setprecision(2) << fixed << (float)number / nSamples * 100.0 << "% (" << number << ")"; sep = " / "; } split_lines(line.str(), oss.str()); // Store data for Excel report data[dataset] = json::object(); data[dataset]["samples"] = nSamples; data[dataset]["features"] = datasets.getFeatures(dataset).size(); data[dataset]["classes"] = datasets.getNClasses(dataset); data[dataset]["balance"] = oss.str(); } } }