Add show experiment
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@@ -33,6 +33,7 @@ namespace platform {
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int samples, features, classes;
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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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vector<double> scores_train, scores_test, times_train, times_test;
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public:
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Result() = default;
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Result& setDataset(string dataset) { this->dataset = dataset; return *this; }
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@@ -51,7 +52,10 @@ namespace platform {
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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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Result& setModelVersion(string model_version) { this->model_version = model_version; return *this; }
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Result& addScoreTrain(double score) { scores_train.push_back(score); return *this; }
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Result& addScoreTest(double score) { scores_test.push_back(score); return *this; }
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Result& addTimeTrain(double time) { times_train.push_back(time); return *this; }
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Result& addTimeTest(double time) { times_test.push_back(time); return *this; }
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const float get_score_train() const { return score_train; }
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float get_score_test() { return score_test; }
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const string& getDataset() const { return dataset; }
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@@ -70,14 +74,17 @@ namespace platform {
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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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const string& getModelVersion() const { return model_version; }
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const vector<double>& getScoresTrain() const { return scores_train; }
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const vector<double>& getScoresTest() const { return scores_test; }
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const vector<double>& getTimesTrain() const { return times_train; }
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const vector<double>& getTimesTest() const { return times_test; }
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};
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class Experiment {
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private:
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string title, model, platform, score_name, model_version, language_version, language;
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bool discretized, stratified;
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vector<Result> results;
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vector<int> random_seeds;
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vector<int> randomSeeds;
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int nfolds;
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float duration;
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json build_json();
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@@ -94,11 +101,12 @@ namespace platform {
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Experiment& setStratified(bool stratified) { this->stratified = stratified; return *this; }
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Experiment& setNFolds(int nfolds) { this->nfolds = nfolds; return *this; }
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Experiment& addResult(Result result) { results.push_back(result); return *this; }
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Experiment& addRandomSeed(int random_seed) { random_seeds.push_back(random_seed); return *this; }
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Experiment& addRandomSeed(int randomSeed) { randomSeeds.push_back(randomSeed); return *this; }
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Experiment& setDuration(float duration) { this->duration = duration; return *this; }
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string get_file_name();
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void save(string path);
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void show() { cout << "Showing experiment..." << "Score Test: " << results[0].get_score_test() << " Score Train: " << results[0].get_score_train() << endl; }
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Result cross_validation(const string& path, const string& fileName);
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void show();
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};
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Result cross_validation(Fold* fold, string model_name, torch::Tensor& X, torch::Tensor& y, vector<string> features, string className, map<string, vector<int>> states);
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}
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