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