189 lines
8.3 KiB
C++
189 lines
8.3 KiB
C++
#include <sstream>
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#include <locale>
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#include "ReportExcel.h"
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#include "BestScore.h"
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namespace platform {
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struct separated : numpunct<char> {
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char do_decimal_point() const { return ','; }
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char do_thousands_sep() const { return '.'; }
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string do_grouping() const { return "\03"; }
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};
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ReportExcel::ReportExcel(json data_, bool compare, lxw_workbook* workbook) : ReportBase(data_, compare), ExcelFile(workbook)
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{
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createFile();
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}
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void ReportExcel::formatColumns()
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{
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worksheet_freeze_panes(worksheet, 6, 1);
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vector<int> columns_sizes = { 22, 10, 9, 7, 12, 12, 12, 12, 12, 3, 15, 12, 23 };
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for (int i = 0; i < columns_sizes.size(); ++i) {
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worksheet_set_column(worksheet, i, i, columns_sizes.at(i), NULL);
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}
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}
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void ReportExcel::createFile()
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{
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if (workbook == NULL) {
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workbook = workbook_new((Paths::excel() + fileName).c_str());
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}
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const string name = data["model"].get<string>();
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string suffix = "";
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string efectiveName;
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int num = 1;
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// Create a sheet with the name of the model
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while (true) {
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efectiveName = name + suffix;
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if (workbook_get_worksheet_by_name(workbook, efectiveName.c_str())) {
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suffix = to_string(++num);
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} else {
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worksheet = workbook_add_worksheet(workbook, efectiveName.c_str());
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break;
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}
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if (num > 100) {
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throw invalid_argument("Couldn't create sheet " + efectiveName);
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}
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}
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cout << "Adding sheet " << efectiveName << " to " << Paths::excel() + fileName << endl;
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setProperties(data["title"].get<string>());
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createFormats();
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formatColumns();
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}
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void ReportExcel::closeFile()
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{
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workbook_close(workbook);
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}
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void ReportExcel::header()
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{
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locale mylocale(cout.getloc(), new separated);
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locale::global(mylocale);
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cout.imbue(mylocale);
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stringstream oss;
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string message = data["model"].get<string>() + " ver. " + data["version"].get<string>() + " " +
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data["language"].get<string>() + " ver. " + data["language_version"].get<string>() +
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" with " + to_string(data["folds"].get<int>()) + " Folds cross validation and " + to_string(data["seeds"].size()) +
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" random seeds. " + data["date"].get<string>() + " " + data["time"].get<string>();
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worksheet_merge_range(worksheet, 0, 0, 0, 12, message.c_str(), styles["headerFirst"]);
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worksheet_merge_range(worksheet, 1, 0, 1, 12, data["title"].get<string>().c_str(), styles["headerRest"]);
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worksheet_merge_range(worksheet, 2, 0, 3, 0, ("Score is " + data["score_name"].get<string>()).c_str(), styles["headerRest"]);
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worksheet_merge_range(worksheet, 2, 1, 3, 3, "Execution time", styles["headerRest"]);
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oss << setprecision(2) << fixed << data["duration"].get<float>() << " s";
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worksheet_merge_range(worksheet, 2, 4, 2, 5, oss.str().c_str(), styles["headerRest"]);
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oss.str("");
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oss.clear();
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oss << setprecision(2) << fixed << data["duration"].get<float>() / 3600 << " h";
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worksheet_merge_range(worksheet, 3, 4, 3, 5, oss.str().c_str(), styles["headerRest"]);
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worksheet_merge_range(worksheet, 2, 6, 3, 7, "Platform", styles["headerRest"]);
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worksheet_merge_range(worksheet, 2, 8, 3, 9, data["platform"].get<string>().c_str(), styles["headerRest"]);
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worksheet_merge_range(worksheet, 2, 10, 2, 12, ("Random seeds: " + fromVector("seeds")).c_str(), styles["headerSmall"]);
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oss.str("");
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oss.clear();
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oss << "Stratified: " << (data["stratified"].get<bool>() ? "True" : "False");
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worksheet_merge_range(worksheet, 3, 10, 3, 11, oss.str().c_str(), styles["headerSmall"]);
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oss.str("");
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oss.clear();
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oss << "Discretized: " << (data["discretized"].get<bool>() ? "True" : "False");
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worksheet_write_string(worksheet, 3, 12, oss.str().c_str(), styles["headerSmall"]);
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}
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void ReportExcel::body()
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{
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auto head = vector<string>(
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{ "Dataset", "Samples", "Features", "Classes", "Nodes", "Edges", "States", "Score", "Score Std.", "St.", "Time",
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"Time Std.", "Hyperparameters" });
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int col = 0;
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for (const auto& item : head) {
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writeString(5, col++, item, "bodyHeader");
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}
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row = 6;
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col = 0;
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int hypSize = 22;
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json lastResult;
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double totalScore = 0.0;
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string hyperparameters;
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for (const auto& r : data["results"]) {
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writeString(row, col, r["dataset"].get<string>(), "text");
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writeInt(row, col + 1, r["samples"].get<int>(), "ints");
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writeInt(row, col + 2, r["features"].get<int>(), "ints");
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writeInt(row, col + 3, r["classes"].get<int>(), "ints");
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writeDouble(row, col + 4, r["nodes"].get<float>(), "floats");
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writeDouble(row, col + 5, r["leaves"].get<float>(), "floats");
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writeDouble(row, col + 6, r["depth"].get<double>(), "floats");
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writeDouble(row, col + 7, r["score"].get<double>(), "result");
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writeDouble(row, col + 8, r["score_std"].get<double>(), "result");
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const string status = compareResult(r["dataset"].get<string>(), r["score"].get<double>());
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writeString(row, col + 9, status, "textCentered");
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writeDouble(row, col + 10, r["time"].get<double>(), "time");
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writeDouble(row, col + 11, r["time_std"].get<double>(), "time");
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try {
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hyperparameters = r["hyperparameters"].get<string>();
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}
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catch (const exception& err) {
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stringstream oss;
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oss << r["hyperparameters"];
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hyperparameters = oss.str();
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}
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if (hyperparameters.size() > hypSize) {
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hypSize = hyperparameters.size();
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}
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writeString(row, col + 12, hyperparameters, "text");
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lastResult = r;
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totalScore += r["score"].get<double>();
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row++;
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}
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// Set the right column width of hyperparameters with the maximum length
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worksheet_set_column(worksheet, 12, 12, hypSize + 5, NULL);
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// Show totals if only one dataset is present in the result
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if (data["results"].size() == 1) {
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for (const string& group : { "scores_train", "scores_test", "times_train", "times_test" }) {
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row++;
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col = 1;
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writeString(row, col, group, "text");
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for (double item : lastResult[group]) {
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string style = group.find("scores") != string::npos ? "result" : "time";
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writeDouble(row, ++col, item, style);
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}
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}
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// Set with of columns to show those totals completely
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worksheet_set_column(worksheet, 1, 1, 12, NULL);
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for (int i = 2; i < 7; ++i) {
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// doesn't work with from col to col, so...
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worksheet_set_column(worksheet, i, i, 15, NULL);
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}
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} else {
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footer(totalScore, row);
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}
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}
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void ReportExcel::showSummary()
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{
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for (const auto& item : summary) {
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worksheet_write_string(worksheet, row + 2, 1, item.first.c_str(), styles["summaryStyle"]);
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worksheet_write_number(worksheet, row + 2, 2, item.second, styles["summaryStyle"]);
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worksheet_merge_range(worksheet, row + 2, 3, row + 2, 5, meaning.at(item.first).c_str(), styles["summaryStyle"]);
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row += 1;
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}
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}
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void ReportExcel::footer(double totalScore, int row)
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{
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showSummary();
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row += 4 + summary.size();
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auto score = data["score_name"].get<string>();
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if (score == BestScore::scoreName()) {
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worksheet_merge_range(worksheet, row, 1, row, 5, (score + " compared to " + BestScore::title() + " .:").c_str(), efectiveStyle("text"));
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writeDouble(row, 6, totalScore / BestScore::score(), "result");
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}
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if (!getExistBestFile() && compare) {
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worksheet_write_string(worksheet, row + 1, 0, "*** Best Results File not found. Couldn't compare any result!", styles["summaryStyle"]);
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}
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}
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} |