from typing import Dict, Optional, List
import logging
from syne_tune.optimizer.schedulers.searchers.utils.hp_ranges import (
HyperparameterRanges,
)
from syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl import (
HyperparameterRangesImpl,
)
logger = logging.getLogger(__name__)
[docs]
def make_hyperparameter_ranges(
config_space: Dict,
name_last_pos: Optional[str] = None,
value_for_last_pos=None,
active_config_space: Optional[Dict] = None,
prefix_keys: Optional[List[str]] = None,
) -> HyperparameterRanges:
"""Default method to create :class:`HyperparameterRanges` from ``config_space``
:param config_space: Configuration space
:param name_last_pos: See :class:`~syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges`, optional
:param value_for_last_pos: See :class:`~syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges`, optional
:param active_config_space: See :class:`~syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges`, optional
:param prefix_keys: See :class:`~syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges`, optional
:return: New object
"""
hp_ranges = HyperparameterRangesImpl(
config_space,
name_last_pos=name_last_pos,
value_for_last_pos=value_for_last_pos,
active_config_space=active_config_space,
prefix_keys=prefix_keys,
)
return hp_ranges