train.py

import argparse
import os
from omegaconf import OmegaConf
import wandb
from trainer import ScoreDistillationTrainer

def main():
    parser = argparse.ArgumentParser()
    parser.add_argument('--config_path', type=str, required=True)
    parser.add_argument('--no_save', action='store_true')
    parser.add_argument('--no_visualize', action='store_true')
    parser.add_argument('--logdir', type=str, default='', help='Path to the directory to save logs')
    parser.add_argument('--wandb-save-dir', type=str, default='', help='Path to the directory to save wandb logs')
    parser.add_argument('--disable-wandb', action='store_true')
    parser.add_argument('--no-auto-resume', action='store_true', help='Disable auto resume from latest checkpoint in logdir')
    parser.add_argument('--no-one-logger', action='store_true', help='Disable One Logger (enabled by default)')
    args = parser.parse_args()
    config = OmegaConf.load(args.config_path)
    default_config = OmegaConf.load('configs/default_config.yaml')
    config = OmegaConf.merge(default_config, config)
    config.no_save = args.no_save
    config.no_visualize = args.no_visualize
    config_name = os.path.basename(args.config_path).split('.')[0]
    config.config_name = config_name
    config.logdir = args.logdir
    config.wandb_save_dir = args.wandb_save_dir
    config.disable_wandb = args.disable_wandb
    config.auto_resume = not args.no_auto_resume
    config.use_one_logger = not args.no_one_logger
    if config.trainer == 'score_distillation':
        trainer = ScoreDistillationTrainer(config)
    trainer.train()
    wandb.finish()
if __name__ == '__main__':
    main()