Continue with grid experiment
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@@ -36,22 +36,22 @@ void add_experiment_args(argparse::ArgumentParser& program)
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{
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auto env = platform::DotEnv();
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auto datasets = platform::Datasets(false, platform::Paths::datasets());
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// auto& group = program.add_mutually_exclusive_group(true);
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// group.add_argument("-d", "--dataset")
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// .help("Dataset file name: " + datasets.toString())
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// .default_value("all")
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// .action([](const std::string& value) {
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// auto datasets = platform::Datasets(false, platform::Paths::datasets());
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// static std::vector<std::string> choices_datasets(datasets.getNames());
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// choices_datasets.push_back("all");
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// if (find(choices_datasets.begin(), choices_datasets.end(), value) != choices_datasets.end()) {
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// return value;
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// }
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// throw std::runtime_error("Dataset must be one of: " + datasets.toString());
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// }
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// );
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// group.add_argument("--datasets").nargs(1, 50).help("Datasets file names 1..50 separated by spaces").default_value(std::vector<std::string>());
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// group.add_argument("--datasets-file").default_value("").help("Datasets file name. Mutually exclusive with dataset. This file should contain a list of datasets to test.");
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auto& group = program.add_mutually_exclusive_group(true);
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group.add_argument("-d", "--dataset")
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.help("Dataset file name: " + datasets.toString())
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.default_value("all")
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.action([](const std::string& value) {
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auto datasets = platform::Datasets(false, platform::Paths::datasets());
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static std::vector<std::string> choices_datasets(datasets.getNames());
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choices_datasets.push_back("all");
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if (find(choices_datasets.begin(), choices_datasets.end(), value) != choices_datasets.end()) {
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return value;
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}
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throw std::runtime_error("Dataset must be one of: " + datasets.toString());
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}
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);
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group.add_argument("--datasets").nargs(1, 50).help("Datasets file names 1..50 separated by spaces").default_value(std::vector<std::string>());
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group.add_argument("--datasets-file").default_value("").help("Datasets file name. Mutually exclusive with dataset. This file should contain a list of datasets to test.");
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program.add_argument("--hyperparameters").default_value("{}").help("Hyperparameters passed to the model in Experiment");
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program.add_argument("--hyper-file").default_value("").help("Hyperparameters file name." \
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"Mutually exclusive with hyperparameters. This file should contain hyperparameters for each dataset in json format.");
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@@ -83,11 +83,6 @@ void add_experiment_args(argparse::ArgumentParser& program)
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for (auto choice : valid_choices) {
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score_arg.choices(choice);
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}
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program.add_argument("--generate-fold-files").help("generate fold information in datasets_experiment folder").default_value(false).implicit_value(true);
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program.add_argument("--graph").help("generate graphviz dot files with the model").default_value(false).implicit_value(true);
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program.add_argument("--no-train-score").help("Don't compute train score").default_value(false).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 std::string& value) {
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try {
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@@ -307,19 +302,10 @@ void search(argparse::ArgumentParser& program)
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void experiment(argparse::ArgumentParser& program)
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{
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struct platform::ConfigGrid config;
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config.model = program.get<std::string>("model");
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config.score = program.get<std::string>("score");
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config.discretize = program.get<bool>("discretize");
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config.stratified = program.get<bool>("stratified");
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config.smooth_strategy = program.get<std::string>("smooth-strat");
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config.n_folds = program.get<int>("folds");
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config.quiet = program.get<bool>("quiet");
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config.seeds = program.get<std::vector<int>>("seeds");
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auto env = platform::DotEnv();
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config.platform = env.get("platform");
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platform::Paths::createPath(platform::Paths::grid());
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auto grid_experiment = platform::GridExperiment(config);
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auto grid_experiment = platform::GridExperiment(program, config);
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platform::Timer timer;
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timer.start();
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struct platform::ConfigMPI mpi_config;
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@@ -333,6 +319,7 @@ void experiment(argparse::ArgumentParser& program)
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grid_experiment.go(mpi_config);
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if (mpi_config.rank == mpi_config.manager) {
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auto results = grid_experiment.getResults();
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//build_experiment_result(results);
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std::cout << "****** RESULTS ********" << std::endl;
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std::cout << results.dump(4) << std::endl;
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// list_results(results, config.model);
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