paddlets.automl.search_space_configer

class SearchSpaceConfiger[source]

Bases: object

SearchSpaceConfiger is for getting the default search space for the paddlets transformer, paddlets model, or paddlets pipeline used by automl.

get_default_search_space(paddlets_estimator)[source]

Parameters: paddlets_estimator – A class(or str) of a paddlets model or a list of classes(or str) consisting of several paddlets transformers and a paddlets model.
Returns: The domain of the automl to be optimized.
Return type: dict

recommend(estimator, verbose=True)[source]

Recommend a search space for the paddlets estimator.

Parameters: estimator – A class(or str) of a paddlets model or a list of classes(or str) consisting of several paddlets transformers and a paddlets model.
Returns: Search space in form of str
Return type: str

search_space_to_str(search_space)[source]

Convert search space to string

Parameters: search_space – A class(or str) of a paddlets model or a list of classes(or str) consisting of several paddlets transformers and a paddlets model.
Returns: Search space in form of str
Return type: str

property paddlets_default_search_space: Default search space for paddlets