MadLib._internal.feature.feature.Feature

class MadLib._internal.feature.feature.Feature(a_attr: str, b_attr: str)

Bases: ABC

__init__(a_attr: str, b_attr: str)

Methods

__init__(a_attr, b_attr)
build(A, B, cache)	Guarenteed to be called before the features preprocessing is done.
preprocess(data, is_table_a)	preprocess the data, adding the output column to data
preprocess_output_column(for_table_a)	get the name of the preprocessing output column for table A or B
template(**kwargs)

Attributes

a_attr	the name of the attribute from table a used to generate this feature
b_attr	the name of the attribute from table a used to generate this feature

property a_attr

the name of the attribute from table a used to generate this feature

property b_attr

the name of the attribute from table a used to generate this feature

build(A, B, cache)

Guarenteed to be called before the features preprocessing is done. this method should generate and store all of the metadata required to compute the features over A and B, NOTE B may be None

preprocess(data, is_table_a)

preprocess the data, adding the output column to data

preprocess_output_column(for_table_a: bool)

get the name of the preprocessing output column for table A or B

classmethod template(**kwargs)