Implement hyperparameters with json file

This commit is contained in:
2023-11-18 11:56:10 +01:00
parent 28f3d87e32
commit 89c4613591
25 changed files with 112 additions and 44 deletions

View File

@@ -6,6 +6,7 @@
#include <chrono>
#include "Folding.h"
#include "BaseClassifier.h"
#include "HyperParameters.h"
#include "TAN.h"
#include "KDB.h"
#include "AODE.h"
@@ -80,17 +81,8 @@ namespace platform {
const std::vector<double>& getTimesTest() const { return times_test; }
};
class Experiment {
private:
std::string title, model, platform, score_name, model_version, language_version, language;
bool discretized{ false }, stratified{ false };
std::vector<Result> results;
std::vector<int> randomSeeds;
json hyperparameters = "{}";
int nfolds{ 0 };
float duration{ 0 };
json build_json();
public:
Experiment();
Experiment() = default;
Experiment& setTitle(const std::string& title) { this->title = title; return *this; }
Experiment& setModel(const std::string& model) { this->model = model; return *this; }
Experiment& setPlatform(const std::string& platform) { this->platform = platform; return *this; }
@@ -104,13 +96,22 @@ namespace platform {
Experiment& addResult(Result result) { results.push_back(result); return *this; }
Experiment& addRandomSeed(int randomSeed) { randomSeeds.push_back(randomSeed); return *this; }
Experiment& setDuration(float duration) { this->duration = duration; return *this; }
Experiment& setHyperparameters(const json& hyperparameters) { this->hyperparameters = hyperparameters; return *this; }
Experiment& setHyperparameters(const HyperParameters& hyperparameters_) { this->hyperparameters = hyperparameters_; return *this; }
std::string get_file_name();
void save(const std::string& path);
void cross_validation(const std::string& fileName, bool quiet);
void go(std::vector<std::string> filesToProcess, bool quiet);
void show();
void report();
private:
std::string title, model, platform, score_name, model_version, language_version, language;
bool discretized{ false }, stratified{ false };
std::vector<Result> results;
std::vector<int> randomSeeds;
HyperParameters hyperparameters;
int nfolds{ 0 };
float duration{ 0 };
json build_json();
};
}
#endif