import argparse import os from itertools import product from dataset_lib.config import Config from dataset_lib.config import Constants as c from dataset_lib.encode import encode def setup_logging(level): import logging formatter = logging.Formatter( "%(asctime)s - %(name)s - %(levelname)s - %(message)s" ) logging.root.setLevel(level) loggers = [ logging.getLogger(name) for name in logging.root.manager.loggerDict if "ibydmt" in name ] for logger in loggers: logger.setLevel(level) stream_handler = logging.StreamHandler() stream_handler.setFormatter(formatter) logging.root.addHandler(stream_handler) def config(): parser = argparse.ArgumentParser() parser.add_argument( "--workdir", type=str, default=c.WORKDIR, help="Working directory" ) parser.add_argument("--log_level", type=str, default="INFO", help="Logging level") return parser.parse_args() def get_support_datasets(workdir: str): with open(os.path.join(workdir, "supported_datasets.txt"), "r") as f: return f.read().splitlines() def get_supported_models(workdir: str): with open(os.path.join(workdir, "supported_models.txt"), "r") as f: return f.read().splitlines() def main(args): workdir = args.workdir log_level = args.log_level setup_logging(log_level) datasets = get_support_datasets(workdir) models = get_supported_models(workdir) for dataset in datasets: config = Config() config.data.dataset = dataset config.data.backbone = models for _config in config.sweep(["data.backbone"]): encode(_config) if __name__ == "__main__": args = config() main(args)