lightautoml.dataset

Provides an internal interface for working with data.

Dataset Interfaces

base.LAMLColumn	Basic class for pair - column, role.
base.LAMLDataset	Basic class to create dataset.
np_pd_dataset.NumpyDataset	Dataset that contains info in np.ndarray format.
np_pd_dataset.PandasDataset	Dataset that contains pd.DataFrame features and pd.Series targets.
np_pd_dataset.CSRSparseDataset	Dataset that contains sparse features and np.ndarray targets.

Roles

Role contains information about the column, which determines how it is processed.

ColumnRole	Abstract class for column role.
NumericRole	Numeric role.
CategoryRole	Category role.
TextRole	Text role.
DatetimeRole	Datetime role.
TargetRole	Target role.
GroupRole	Group role.
DropRole	Drop role.
WeightsRole	Weights role.
FoldsRole	Folds role.
PathRole	Path role.

Utils

Utilities for working with the structure of a dataset.

roles_parser	Parser of roles.
get_common_concat	Get concatenation function for datasets of different types.
numpy_and_pandas_concat	Concat of numpy and pandas dataset.
concatenate	Dataset concatenation function.