Source code for selector.pool

"""In this module the most important data structures are defined."""
from dataclasses import dataclass
from enum import Enum


[docs]@dataclass class Configuration: """ Configuration data object. Parameters ---------- id : int uuid.UUID of the Configuration conf : dict {Parameter name : parameter value} generator : selector.pool.Generator Identifies how the configuration was generated. """ id: int conf: dict generator: Enum
[docs]@dataclass class Parameter: """ Parameter data object. Parameters ---------- name : str Parameter name. type : str Parameter type bound : list Upper and lower bound, or list of possible values. default : int Index of the default value in the bound, or float. condition : list List of conditional values for this parameter. scale : str Linear or log. original_bound : list Unprocessed bound (as read in from .pcs). """ name: str type: str bound: list default: int condition: list scale: str original_bound: list
[docs]@dataclass class Tournament: """ Tournament data object. Parameters ---------- name : str Parameter name. best_finisher : list Winner(s) of the tournament. worst_finisher : list The rest of the participants. configurations : list List of configuration IDs. ray_object_store : dict Ray object adresses. instance_set : list Tournament instance names. instance_set_id : int ID of the instance set. """ id: int best_finisher: list worst_finisher: list configurations: list configuration_ids: list ray_object_store: dict instance_set: list instance_set_id: int
[docs]class ParamType(Enum): """Parameter type enumerator.""" categorical = 1 continuous = 2 integer = 3
[docs]class TaskType(Enum): """Task type enumerator.""" target_algorithm = 1 monitor = 2
[docs]class Generator(Enum): """Generator enumerator.""" default = 1 random = 2 var_graph = 3 lhc = 4 smac = 5 ggapp = 6 cppl = 7 base = 8
[docs]class Status(Enum): """Status enumerator.""" win = 1 cap = 2 timeout = 3 stop = 4 running = 5
[docs]class Surrogates(Enum): """Surrogate type enumerator.""" SMAC = 1 GGApp = 2 CPPL = 3