Refactor library folders

Add paginators per output type in b_manage
This commit is contained in:
2024-03-16 12:02:24 +01:00
parent 6a285b149b
commit b9af086c29
24 changed files with 488 additions and 325 deletions

148
src/commands/b_main.cpp Normal file
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@@ -0,0 +1,148 @@
#include <iostream>
#include <argparse/argparse.hpp>
#include <nlohmann/json.hpp>
#include "main/Experiment.h"
#include "common/Datasets.h"
#include "common/DotEnv.h"
#include "common/Paths.h"
#include "main/Models.h"
#include "main/modelRegister.h"
#include "config.h"
using json = nlohmann::json;
void manageArguments(argparse::ArgumentParser& program)
{
auto env = platform::DotEnv();
auto datasets = platform::Datasets(false, platform::Paths::datasets());
program.add_argument("-d", "--dataset")
.help("Dataset file name: " + datasets.toString())
.action([](const std::string& value) {
auto datasets = platform::Datasets(false, platform::Paths::datasets());
static const std::vector<std::string> choices_datasets(datasets.getNames());
if (find(choices_datasets.begin(), choices_datasets.end(), value) != choices_datasets.end()) {
return value;
}
throw std::runtime_error("Dataset must be one of: " + datasets.toString());
}
);
program.add_argument("--hyperparameters").default_value("{}").help("Hyperparameters passed to the model in Experiment");
program.add_argument("--hyper-file").default_value("").help("Hyperparameters file name." \
"Mutually exclusive with hyperparameters. This file should contain hyperparameters for each dataset in json format.");
program.add_argument("-m", "--model")
.help("Model to use: " + platform::Models::instance()->toString())
.action([](const std::string& value) {
static const std::vector<std::string> choices = platform::Models::instance()->getNames();
if (find(choices.begin(), choices.end(), value) != choices.end()) {
return value;
}
throw std::runtime_error("Model must be one of " + platform::Models::instance()->toString());
}
);
program.add_argument("--title").default_value("").help("Experiment title");
program.add_argument("--discretize").help("Discretize input dataset").default_value((bool)stoi(env.get("discretize"))).implicit_value(true);
program.add_argument("--no-train-score").help("Don't compute train score").default_value(false).implicit_value(true);
program.add_argument("--quiet").help("Don't display detailed progress").default_value(false).implicit_value(true);
program.add_argument("--save").help("Save result (always save if no dataset is supplied)").default_value(false).implicit_value(true);
program.add_argument("--stratified").help("If Stratified KFold is to be done").default_value((bool)stoi(env.get("stratified"))).implicit_value(true);
program.add_argument("-f", "--folds").help("Number of folds").default_value(stoi(env.get("n_folds"))).scan<'i', int>().action([](const std::string& value) {
try {
auto k = stoi(value);
if (k < 2) {
throw std::runtime_error("Number of folds must be greater than 1");
}
return k;
}
catch (const runtime_error& err) {
throw std::runtime_error(err.what());
}
catch (...) {
throw std::runtime_error("Number of folds must be an integer");
}});
auto seed_values = env.getSeeds();
program.add_argument("-s", "--seeds").nargs(1, 10).help("Random seeds. Set to -1 to have pseudo random").scan<'i', int>().default_value(seed_values);
}
int main(int argc, char** argv)
{
argparse::ArgumentParser program("b_main", { platform_project_version.begin(), platform_project_version.end() });
manageArguments(program);
std::string file_name, model_name, title, hyperparameters_file;
json hyperparameters_json;
bool discretize_dataset, stratified, saveResults, quiet, no_train_score;
std::vector<int> seeds;
std::vector<std::string> filesToTest;
int n_folds;
try {
program.parse_args(argc, argv);
file_name = program.get<std::string>("dataset");
model_name = program.get<std::string>("model");
discretize_dataset = program.get<bool>("discretize");
stratified = program.get<bool>("stratified");
quiet = program.get<bool>("quiet");
n_folds = program.get<int>("folds");
seeds = program.get<std::vector<int>>("seeds");
auto hyperparameters = program.get<std::string>("hyperparameters");
hyperparameters_json = json::parse(hyperparameters);
hyperparameters_file = program.get<std::string>("hyper-file");
no_train_score = program.get<bool>("no-train-score");
if (hyperparameters_file != "" && hyperparameters != "{}") {
throw runtime_error("hyperparameters and hyper_file are mutually exclusive");
}
title = program.get<std::string>("title");
if (title == "" && file_name == "") {
throw runtime_error("title is mandatory if dataset is not provided");
}
saveResults = program.get<bool>("save");
}
catch (const exception& err) {
cerr << err.what() << std::endl;
cerr << program;
exit(1);
}
auto datasets = platform::Datasets(discretize_dataset, platform::Paths::datasets());
if (file_name != "") {
if (!datasets.isDataset(file_name)) {
cerr << "Dataset " << file_name << " not found" << std::endl;
exit(1);
}
if (title == "") {
title = "Test " + file_name + " " + model_name + " " + to_string(n_folds) + " folds";
}
filesToTest.push_back(file_name);
} else {
filesToTest = datasets.getNames();
saveResults = true;
}
platform::HyperParameters test_hyperparams;
if (hyperparameters_file != "") {
test_hyperparams = platform::HyperParameters(datasets.getNames(), hyperparameters_file);
} else {
test_hyperparams = platform::HyperParameters(datasets.getNames(), hyperparameters_json);
}
/*
* Begin Processing
*/
auto env = platform::DotEnv();
auto experiment = platform::Experiment();
experiment.setTitle(title).setLanguage("cpp").setLanguageVersion("14.0.3");
experiment.setDiscretized(discretize_dataset).setModel(model_name).setPlatform(env.get("platform"));
experiment.setStratified(stratified).setNFolds(n_folds).setScoreName("accuracy");
experiment.setHyperparameters(test_hyperparams);
for (auto seed : seeds) {
experiment.addRandomSeed(seed);
}
platform::Timer timer;
timer.start();
experiment.go(filesToTest, quiet, no_train_score);
experiment.setDuration(timer.getDuration());
if (saveResults) {
experiment.saveResult();
}
if (!quiet)
experiment.report();
std::cout << "Done!" << std::endl;
return 0;
}