Add quiet mode to b_main
Reduce output when --quiet is set, not showing fold info
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6765552a7c
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2c2159f192
@ -102,12 +102,12 @@ namespace platform {
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cout << data.dump(4) << endl;
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}
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void Experiment::go(vector<string> filesToProcess)
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void Experiment::go(vector<string> filesToProcess, bool quiet)
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{
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cout << "*** Starting experiment: " << title << " ***" << endl;
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for (auto fileName : filesToProcess) {
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cout << "- " << setw(20) << left << fileName << " " << right << flush;
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cross_validation(fileName);
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cross_validation(fileName, quiet);
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cout << endl;
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}
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}
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@ -132,7 +132,7 @@ namespace platform {
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cout << prefix << color << fold << Colors::RESET() << "(" << color << phase << Colors::RESET() << ")" << flush;
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}
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void Experiment::cross_validation(const string& fileName)
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void Experiment::cross_validation(const string& fileName, bool quiet)
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{
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auto datasets = platform::Datasets(discretized, Paths::datasets());
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// Get dataset
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@ -141,7 +141,9 @@ namespace platform {
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auto features = datasets.getFeatures(fileName);
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auto samples = datasets.getNSamples(fileName);
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auto className = datasets.getClassName(fileName);
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cout << " (" << setw(5) << samples << "," << setw(3) << features.size() << ") " << flush;
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if (!quiet) {
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cout << " (" << setw(5) << samples << "," << setw(3) << features.size() << ") " << flush;
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}
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// Prepare Result
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auto result = Result();
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auto [values, counts] = at::_unique(y);
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@ -159,7 +161,8 @@ namespace platform {
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Timer train_timer, test_timer;
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int item = 0;
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for (auto seed : randomSeeds) {
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cout << "(" << seed << ") doing Fold: " << flush;
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if (!quiet)
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cout << "(" << seed << ") doing Fold: " << flush;
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Fold* fold;
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if (stratified)
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fold = new StratifiedKFold(nfolds, y, seed);
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@ -180,10 +183,12 @@ namespace platform {
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auto y_train = y.index({ train_t });
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auto X_test = X.index({ "...", test_t });
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auto y_test = y.index({ test_t });
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showProgress(nfold + 1, getColor(clf->getStatus()), "a");
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if (!quiet)
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showProgress(nfold + 1, getColor(clf->getStatus()), "a");
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// Train model
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clf->fit(X_train, y_train, features, className, states);
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showProgress(nfold + 1, getColor(clf->getStatus()), "b");
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if (!quiet)
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showProgress(nfold + 1, getColor(clf->getStatus()), "b");
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nodes[item] = clf->getNumberOfNodes();
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edges[item] = clf->getNumberOfEdges();
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num_states[item] = clf->getNumberOfStates();
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@ -191,13 +196,15 @@ namespace platform {
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// Score train
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auto accuracy_train_value = clf->score(X_train, y_train);
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// Test model
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showProgress(nfold + 1, getColor(clf->getStatus()), "c");
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if (!quiet)
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showProgress(nfold + 1, getColor(clf->getStatus()), "c");
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test_timer.start();
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auto accuracy_test_value = clf->score(X_test, y_test);
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test_time[item] = test_timer.getDuration();
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accuracy_train[item] = accuracy_train_value;
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accuracy_test[item] = accuracy_test_value;
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cout << "\b\b\b, " << flush;
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if (!quiet)
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cout << "\b\b\b, " << flush;
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// Store results and times in vector
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result.addScoreTrain(accuracy_train_value);
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result.addScoreTest(accuracy_test_value);
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@ -206,7 +213,8 @@ namespace platform {
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item++;
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clf.reset();
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}
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cout << "end. " << flush;
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if (!quiet)
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cout << "end. " << flush;
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delete fold;
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}
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result.setScoreTest(torch::mean(accuracy_test).item<double>()).setScoreTrain(torch::mean(accuracy_train).item<double>());
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@ -108,8 +108,8 @@ namespace platform {
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Experiment& setHyperparameters(const json& hyperparameters) { this->hyperparameters = hyperparameters; return *this; }
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string get_file_name();
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void save(const string& path);
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void cross_validation(const string& fileName);
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void go(vector<string> filesToProcess);
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void cross_validation(const string& fileName, bool quiet);
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void go(vector<string> filesToProcess, bool quiet);
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void show();
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void report();
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};
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@ -30,6 +30,7 @@ argparse::ArgumentParser manageArguments()
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);
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program.add_argument("--title").default_value("").help("Experiment title");
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program.add_argument("--discretize").help("Discretize input dataset").default_value((bool)stoi(env.get("discretize"))).implicit_value(true);
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program.add_argument("--quiet").help("Don't display detailed progress").default_value(false).implicit_value(true);
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program.add_argument("--save").help("Save result (always save if no dataset is supplied)").default_value(false).implicit_value(true);
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program.add_argument("--stratified").help("If Stratified KFold is to be done").default_value((bool)stoi(env.get("stratified"))).implicit_value(true);
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program.add_argument("-f", "--folds").help("Number of folds").default_value(stoi(env.get("n_folds"))).scan<'i', int>().action([](const string& value) {
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@ -55,7 +56,7 @@ int main(int argc, char** argv)
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{
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string file_name, model_name, title;
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json hyperparameters_json;
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bool discretize_dataset, stratified, saveResults;
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bool discretize_dataset, stratified, saveResults, quiet;
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vector<int> seeds;
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vector<string> filesToTest;
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int n_folds;
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@ -66,6 +67,7 @@ int main(int argc, char** argv)
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model_name = program.get<string>("model");
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discretize_dataset = program.get<bool>("discretize");
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stratified = program.get<bool>("stratified");
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quiet = program.get<bool>("quiet");
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n_folds = program.get<int>("folds");
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seeds = program.get<vector<int>>("seeds");
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auto hyperparameters = program.get<string>("hyperparameters");
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@ -109,12 +111,13 @@ int main(int argc, char** argv)
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}
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platform::Timer timer;
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timer.start();
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experiment.go(filesToTest);
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experiment.go(filesToTest, quiet);
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experiment.setDuration(timer.getDuration());
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if (saveResults) {
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experiment.save(platform::Paths::results());
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}
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experiment.report();
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if (!quiet)
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experiment.report();
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cout << "Done!" << endl;
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return 0;
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}
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