Fix some mistakes in timer and output format
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7f7ddad36a
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b03e84044a
@ -75,7 +75,7 @@ namespace platform {
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void Experiment::save(string path)
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{
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json data = build_json();
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ofstream file(path + get_file_name());
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ofstream file(path + "/" + get_file_name());
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file << data;
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file.close();
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}
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@ -15,18 +15,23 @@ namespace platform {
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using json = nlohmann::json;
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class Timer {
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private:
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chrono::time_point<chrono::steady_clock> begin;
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chrono::high_resolution_clock::time_point begin;
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public:
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Timer() = default;
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~Timer() = default;
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void start() { begin = chrono::high_resolution_clock::now(); }
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float getDuration() { return chrono::duration_cast<chrono::milliseconds>(chrono::high_resolution_clock::now() - begin).count() / 1000; }
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double getDuration()
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{
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chrono::high_resolution_clock::time_point end = chrono::high_resolution_clock::now();
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chrono::duration<double> time_span = chrono::duration_cast<chrono::duration<double>>(end - begin);
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return time_span.count();
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}
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};
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class Result {
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private:
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string dataset, hyperparameters, model_version;
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int samples, features, classes;
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float score_train, score_test, score_train_std, score_test_std, train_time, train_time_std, test_time, test_time_std;
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double score_train, score_test, score_train_std, score_test_std, train_time, train_time_std, test_time, test_time_std;
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float nodes, leaves, depth;
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public:
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Result() = default;
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@ -35,14 +40,14 @@ namespace platform {
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Result& setSamples(int samples) { this->samples = samples; return *this; }
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Result& setFeatures(int features) { this->features = features; return *this; }
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Result& setClasses(int classes) { this->classes = classes; return *this; }
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Result& setScoreTrain(float score) { this->score_train = score; return *this; }
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Result& setScoreTest(float score) { this->score_test = score; return *this; }
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Result& setScoreTrainStd(float score_std) { this->score_train_std = score_std; return *this; }
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Result& setScoreTestStd(float score_std) { this->score_test_std = score_std; return *this; }
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Result& setTrainTime(float train_time) { this->train_time = train_time; return *this; }
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Result& setTrainTimeStd(float train_time_std) { this->train_time_std = train_time_std; return *this; }
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Result& setTestTime(float test_time) { this->test_time = test_time; return *this; }
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Result& setTestTimeStd(float test_time_std) { this->test_time_std = test_time_std; return *this; }
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Result& setScoreTrain(double score) { this->score_train = score; return *this; }
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Result& setScoreTest(double score) { this->score_test = score; return *this; }
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Result& setScoreTrainStd(double score_std) { this->score_train_std = score_std; return *this; }
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Result& setScoreTestStd(double score_std) { this->score_test_std = score_std; return *this; }
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Result& setTrainTime(double train_time) { this->train_time = train_time; return *this; }
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Result& setTrainTimeStd(double train_time_std) { this->train_time_std = train_time_std; return *this; }
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Result& setTestTime(double test_time) { this->test_time = test_time; return *this; }
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Result& setTestTimeStd(double test_time_std) { this->test_time_std = test_time_std; return *this; }
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Result& setNodes(float nodes) { this->nodes = nodes; return *this; }
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Result& setLeaves(float leaves) { this->leaves = leaves; return *this; }
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Result& setDepth(float depth) { this->depth = depth; return *this; }
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@ -54,14 +59,14 @@ namespace platform {
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const int getSamples() const { return samples; }
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const int getFeatures() const { return features; }
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const int getClasses() const { return classes; }
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const float getScoreTrain() const { return score_train; }
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const float getScoreTest() const { return score_test; }
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const float getScoreTrainStd() const { return score_train_std; }
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const float getScoreTestStd() const { return score_test_std; }
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const float getTrainTime() const { return train_time; }
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const float getTrainTimeStd() const { return train_time_std; }
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const float getTestTime() const { return test_time; }
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const float getTestTimeStd() const { return test_time_std; }
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const double getScoreTrain() const { return score_train; }
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const double getScoreTest() const { return score_test; }
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const double getScoreTrainStd() const { return score_train_std; }
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const double getScoreTestStd() const { return score_test_std; }
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const double getTrainTime() const { return train_time; }
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const double getTrainTimeStd() const { return train_time_std; }
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const double getTestTime() const { return test_time; }
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const double getTestTimeStd() const { return test_time_std; }
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const float getNodes() const { return nodes; }
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const float getLeaves() const { return leaves; }
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const float getDepth() const { return depth; }
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@ -15,7 +15,6 @@ KFold::KFold(int k, int n, int seed) : Fold(k, n, seed)
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}
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pair<vector<int>, vector<int>> KFold::getFold(int nFold)
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{
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if (nFold >= k || nFold < 0) {
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throw out_of_range("nFold (" + to_string(nFold) + ") must be less than k (" + to_string(k) + ")");
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}
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@ -102,20 +102,20 @@ int main(int argc, char** argv)
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cout << "*** Starting experiment: " << title << " ***" << endl;
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timer.start();
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for (auto fileName : filesToProcess) {
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cout << "- " << fileName << " ";
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cout << "- " << setw(20) << left << fileName << " " << right << flush;
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auto [X, y] = datasets.getTensors(fileName);
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auto states = datasets.getStates(fileName);
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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 << " (" << samples << ", " << features.size() << ") " << flush;
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cout << " (" << setw(5) << samples << "," << setw(3) << features.size() << ") " << flush;
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Fold* fold;
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if (stratified)
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fold = new StratifiedKFold(n_folds, y, seed);
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else
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fold = new KFold(n_folds, samples, seed);
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auto result = platform::cross_validation(fold, model_name, X, y, features, className, states);
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result.setDataset(file_name);
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result.setDataset(fileName);
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experiment.setModelVersion(result.getModelVersion());
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experiment.addResult(result);
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delete fold;
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