| 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) |
|
|
| |
| 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() |
|
|
