import os from omegaconf import OmegaConf from packaging import version from typing import Dict, Optional, List from dataclasses import dataclass # ============ Register OmegaConf Recolvers ============= # OmegaConf.register_new_resolver('calc_exp_lr_decay_rate', lambda factor, n: factor**(1./n), replace=True) OmegaConf.register_new_resolver('add', lambda a, b: a + b, replace=True) OmegaConf.register_new_resolver('sub', lambda a, b: a - b, replace=True) OmegaConf.register_new_resolver('mul', lambda a, b: a * b, replace=True) OmegaConf.register_new_resolver('div', lambda a, b: a / b, replace=True) OmegaConf.register_new_resolver('idiv', lambda a, b: a // b, replace=True) OmegaConf.register_new_resolver('basename', lambda p: os.path.basename(p), replace=True) # ======================================================= # @dataclass class TestConfig: num_views: int dataset: Dict def load_config(*yaml_files): yaml_confs = [OmegaConf.load(f) for f in yaml_files] conf = OmegaConf.merge(*yaml_confs) OmegaConf.resolve(conf) schema = OmegaConf.structured(TestConfig) conf = OmegaConf.merge(schema, conf) return conf def config_to_primitive(config, resolve=True): return OmegaConf.to_container(config, resolve=resolve) def dump_config(path, config): with open(path, 'w') as fp: OmegaConf.save(config=config, f=fp) def parse_version(ver): return version.parse(ver)