utensil.random_search package¶

Module contents¶

class utensil.random_search.BooleanParam[source]¶

Bases: utensil.random_search._random_search.RandomizedParam

from_random(r)[source]¶

class utensil.random_search.ExponentialBetweenParam(left: 'Any', right: 'Any', otype: 'type')[source]¶

Bases: utensil.random_search._random_search.RandomizedParam

left: Any¶

right: Any¶

otype: type¶

from_random(r)[source]¶

namedtuple utensil.random_search.ModelScore(model, score)¶

Bases: namedtuple()

ModelScore(model, score)

Fields

model – Alias for field number 0
score – Alias for field number 1

class utensil.random_search.RandomizedChoices(*args: 'Enum')[source]¶

Bases: utensil.random_search._random_search.RandomizedParam

choice: Tuple[enum.Enum]¶

from_random(r)[source]¶

class utensil.random_search.RandomizedConfig[source]¶

Bases: abc.ABC

get_config(model_id, seed=0) → Tuple[Dict[str, Any], utensil.random_search._random_search.RandomizedConfig][source]¶

to_dict() → Dict[str, Any][source]¶

to_plain_dict(sep=':') → Dict[str, Any][source]¶

class utensil.random_search.RandomizedDispatcher(key_names: 'Union[str, Tuple[str]]', dispatch: 'Dict[Any, RandomizedConfig]')[source]¶

Bases: object

key_names: Union[str, Tuple[str]]¶

dispatch: Dict[Any, utensil.random_search._random_search.RandomizedConfig]¶

class utensil.random_search.RandomizedParam[source]¶

Bases: abc.ABC

abstract from_random(r)[source]¶

classmethod create_randomized_param(param_type, options) → utensil.random_search._random_search.RandomizedParam[source]¶

class utensil.random_search.RandomSearch(logger=None)[source]¶

Bases: abc.ABC

abstract get_xy(tr_path, te_path) → Tuple[pandas.core.frame.DataFrame, pandas.core.frame.DataFrame][source]¶

abstract model_scores_to_csv(model_scores) → None[source]¶

abstract do_training(sd_config: utensil.random_search._random_search.SeededConfig, train_x, train_y, idx) → utensil.random_search._random_search.ModelScore[source]¶

train(tr_path, te_path, config_temp, model_id_range=None, seed=0)[source]¶

class utensil.random_search.SeededConfig(cid: 'int', base_seed: 'int', seed_r: 'Dict[str, Any]', config: 'RandomizedConfig', config_temp: 'RandomizedConfig')[source]¶

Bases: object

cid: int¶

base_seed: int¶

seed_r: Dict[str, Any]¶

config: utensil.random_search._random_search.RandomizedConfig¶

config_temp: utensil.random_search._random_search.RandomizedConfig¶

classmethod from_config_template(config_temp: utensil.random_search._random_search.RandomizedConfig, model_id: int, seed: int)[source]¶

class utensil.random_search.UniformBetweenParam(left: 'Any', right: 'Any', otype: 'type')[source]¶

Bases: utensil.random_search._random_search.RandomizedParam

left: Any¶

right: Any¶

otype: type¶

from_random(r)[source]¶

utensil.loopflow.functions package