#include #include "BestResultsTex.h" #include "common/Utils.h" // compute_std namespace platform { using json = nlohmann::ordered_json; void BestResultsTex::openTexFile(const std::string& name) { handler.open(name); if (!handler.is_open()) { std::cerr << "Error opening file " << name << std::endl; exit(1); } } void BestResultsTex::results_header(const std::vector& models, const std::string& date, bool index) { this->models = models; auto file_name = Paths::tex() + Paths::tex_output(); openTexFile(file_name); handler << "%% This file has been generated by the platform program" << std::endl; handler << "%% Date: " << date.c_str() << std::endl; handler << "%%" << std::endl; handler << "%% Table of results" << std::endl; handler << "%%" << std::endl; handler << "\\begin{table}[htbp] " << std::endl; handler << "\\centering " << std::endl; handler << "\\tiny " << std::endl; handler << "\\renewcommand{\\arraystretch }{1.2} " << std::endl; handler << "\\renewcommand{\\tabcolsep }{0.07cm} " << std::endl; auto umetric = score; umetric[0] = toupper(umetric[0]); handler << "\\caption{" << umetric << " results(mean $\\pm$ std) for all the algorithms and datasets} " << std::endl; handler << "\\label{tab:results_" << score << "}" << std::endl; std::string header_dataset_name = index ? "r" : "l"; handler << "\\begin{tabular} {{" << header_dataset_name << std::string(models.size(), 'c').c_str() << "}}" << std::endl; handler << "\\hline " << std::endl; handler << "" << std::endl; for (const auto& model : models) { handler << "& " << model.c_str(); } handler << "\\\\" << std::endl; handler << "\\hline" << std::endl; } void BestResultsTex::results_body(const std::vector& datasets, json& table, bool index) { int i = 0; for (auto const& dataset : datasets) { // Find out max value for this dataset double max_value = 0; for (const auto& model : models) { double value; try { value = table[model].at(dataset).at(0).get(); } catch (nlohmann::json_abi_v3_11_3::detail::out_of_range err) { value = -1.0; } if (value > max_value) { max_value = value; } } if (index) handler << ++i << " "; else handler << dataset << " "; for (const auto& model : models) { double value = table[model].at(dataset).at(0).get(); double std_value = table[model].at(dataset).at(3).get(); const char* bold = value == max_value ? "\\bfseries" : ""; handler << "& " << bold << std::setprecision(4) << std::fixed << value << "$\\pm$" << std::setprecision(3) << std_value; } handler << "\\\\" << std::endl; } } void BestResultsTex::results_footer(const std::map>& totals, const std::string& best_model) { handler << "\\hline" << std::endl; handler << "Average "; int nDatasets = totals.begin()->second.size(); for (const auto& model : models) { double value = std::reduce(totals.at(model).begin(), totals.at(model).end()) / nDatasets; double std_value = compute_std(totals.at(model), value); const char* bold = model == best_model ? "\\bfseries" : ""; handler << "& " << bold << std::setprecision(4) << std::fixed << value << "$\\pm$" << std::setprecision(3) << std::fixed << std_value; } handler << "\\\\" << std::endl; handler << "\\hline " << std::endl; handler << "\\end{tabular}" << std::endl; handler << "\\end{table}" << std::endl; handler.close(); } void BestResultsTex::postHoc_test(std::vector& postHocResults, const std::string& kind, const std::string& date) { auto file_name = Paths::tex() + Paths::tex_post_hoc(); openTexFile(file_name); handler << "%% This file has been generated by the platform program" << std::endl; handler << "%% Date: " << date.c_str() << std::endl; handler << "%%" << std::endl; handler << "%% Post-hoc " << kind << " test" << std::endl; handler << "%%" << std::endl; handler << "\\begin{table}[htbp]" << std::endl; handler << "\\centering" << std::endl; handler << "\\caption{Results of the post-hoc " << kind << " test for the mean " << score << " of the algorithms.}\\label{ tab:tests }" << std::endl; handler << "\\begin{tabular}{lrrrrr}" << std::endl; handler << "\\hline" << std::endl; handler << "classifier & pvalue & rank & win & tie & loss\\\\" << std::endl; handler << "\\hline" << std::endl; bool first = true; for (auto const& line : postHocResults) { auto textStatus = !line.reject ? "\\bf " : " "; if (first) { handler << line.model << " & - & " << std::fixed << std::setprecision(2) << line.rank << " & - & - & - \\\\" << std::endl; first = false; } else { handler << line.model << " & " << textStatus << std::scientific << std::setprecision(4) << line.pvalue << " & "; handler << std::fixed << std::setprecision(2) << line.rank << " & " << line.wtl.win << " & " << line.wtl.tie << " & " << line.wtl.loss << "\\\\" << std::endl; } } handler << "\\hline " << std::endl; handler << "\\end{tabular}" << std::endl; handler << "\\end{table}" << std::endl; handler.close(); } }