# 这个脚本提供mocap的基本运行接口 import os from easymocap.config import Config, load_object from tqdm import tqdm def process(dataset, model): ret_all = [] print('[Run] dataset has {} samples'.format(len(dataset))) for i in tqdm(range(len(dataset)), desc='[Run]'): data = dataset[i] ret = model.at_step(data, i) ret_all.append(ret) ret_all = model.at_final(ret_all) def update_data_by_args(cfg_data, args): if args.root is not None: cfg_data.args.root = args.root if args.subs is not None: cfg_data.args.subs = args.subs if args.subs_vis is not None: cfg_data.args.subs_vis = args.subs_vis if args.ranges is not None: cfg_data.args.ranges = args.ranges if args.cameras is not None: cfg_data.args.reader.cameras.root = args.cameras if args.skip_vis: cfg_data.args.subs_vis = [] return cfg_data def update_exp_by_args(cfg_exp, args): opts_alias = [] if 'alias' in cfg_exp.keys(): for i in range(len(args.opt_exp)//2): if args.opt_exp[i*2] in cfg_exp.alias.keys(): opts_alias.append(cfg_exp.alias[args.opt_exp[i*2]]) opts_alias.append(args.opt_exp[i*2+1]) cfg_exp.merge_from_list(opts_alias) if args.skip_vis: for key, val in cfg_exp.args.at_step.items(): if key.startswith('vis'): val.skip = True def load_cfg_from_file(cfg, args): cfg = Config.load(cfg) cfg_data = Config.load(cfg.data) cfg_data.args.merge_from_other_cfg(cfg.data_opts) cfg_data = update_data_by_args(cfg_data, args) cfg_exp = Config.load(cfg.exp) cfg_exp.args.merge_from_other_cfg(cfg.exp_opts) update_exp_by_args(cfg_exp, args) return cfg_data, cfg_exp def load_cfg_from_cmd(args): cfg_data = Config.load(args.data, args.opt_data) cfg_data = update_data_by_args(cfg_data, args) cfg_exp = Config.load(args.exp, args.opt_exp) update_exp_by_args(cfg_exp, args) return cfg_data, cfg_exp def main_entrypoint(): import argparse parser = argparse.ArgumentParser() parser.add_argument('--cfg', type=str, default=None) for name in ['data', 'exp']: parser.add_argument('--{}'.format(name), type=str, required=False) parser.add_argument('--opt_{}'.format(name), type=str, nargs='+', default=[]) parser.add_argument('--root', type=str, default=None) parser.add_argument('--subs', type=str, default=None, nargs='+') parser.add_argument('--subs_vis', type=str, default=None, nargs='+') parser.add_argument('--ranges', type=int, default=None, nargs=3) parser.add_argument('--cameras', type=str, default=None, help='Camera file path') parser.add_argument('--out', type=str, default=None) parser.add_argument('--skip_vis', action='store_true') parser.add_argument('--debug', action='store_true') args = parser.parse_args() if args.cfg is not None: cfg_data, cfg_exp = load_cfg_from_file(args.cfg, args) else: cfg_data, cfg_exp = load_cfg_from_cmd(args) if args.out is not None: cfg_exp.args.output = args.out out = cfg_exp.args.output os.makedirs(out, exist_ok=True) print(cfg_data, file=open(os.path.join(out, 'cfg_data.yml'), 'w')) print(cfg_exp, file=open(os.path.join(out, 'cfg_exp.yml'), 'w')) dataset = load_object(cfg_data.module, cfg_data.args) print(dataset) model = load_object(cfg_exp.module, cfg_exp.args) process(dataset, model) if __name__ == '__main__': main_entrypoint()