from pathlib import Path import hydra from datetime import datetime from omegaconf import OmegaConf, open_dict import wandb import common.io_utils as iu from common.misc import rgetattr from trainer.build import build_trainer @hydra.main(version_base=None, config_path="./configs", config_name="default") def main(cfg): if cfg.resume: assert Path(cfg.exp_dir).exists(), f"Resuming failed: {cfg.exp_dir} does not exist." print(f"Resuming from {cfg.exp_dir}") cfg = OmegaConf.load(Path(cfg.exp_dir) / 'config.yaml') cfg.resume = True else: run_id = wandb.util.generate_id() with open_dict(cfg): cfg.logger.run_id = run_id OmegaConf.resolve(cfg) naming_keys = [cfg.name] for name in cfg.get('naming_keywords', []): if name == "time": continue elif name == "task": naming_keys.append(cfg.task) if rgetattr(cfg, "data.note", None) is not None: naming_keys.append(rgetattr(cfg, "data.note")) else: datasets = rgetattr(cfg, "data.train") dataset_names = "+".join([str(x) for x in datasets]) naming_keys.append(dataset_names) elif name == "dataloader.batchsize": naming_keys.append(f"b{rgetattr(cfg, name) * rgetattr(cfg, 'num_gpu')}") else: if str(rgetattr(cfg, name)) != "": naming_keys.append(str(rgetattr(cfg, name))) exp_name = "_".join(naming_keys) if rgetattr(cfg, "debug.flag", False): exp_name = "Debug_test" print(exp_name) # Record the experiment if not cfg.exp_dir: cfg.exp_dir = Path(cfg.base_dir) / exp_name / f"{datetime.now().strftime('%Y-%m-%d-%H:%M:%S.%f')}" else: cfg.exp_dir = Path(cfg.exp_dir) iu.make_dir(cfg.exp_dir) OmegaConf.save(cfg, cfg.exp_dir / "config.yaml") trainer = build_trainer(cfg) trainer.run() if __name__ == "__main__": main()