def from_config(cls, config: Union[AnalysisConfig, Dict]) -> "BaseAnalysis":
"""Initialize an analysis class from analysis config"""
if isinstance(config, dict):
config = AnalysisConfig(**config)
ret = cls(*config.args, **config.kwargs)
if config.options:
ret.set_options(**config.options)
return ret
def config(self) -> AnalysisConfig:
"""Return the config dataclass for this analysis"""
args = tuple(getattr(self, "__init_args__", OrderedDict()).values())
kwargs = dict(getattr(self, "__init_kwargs__", OrderedDict()))
# Only store non-default valued options
options = dict((key, getattr(self._options, key)) for key in self._set_options)
return AnalysisConfig(
cls=type(self),
args=args,
kwargs=kwargs,
options=options,
)