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composite_transformation.py
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51 lines (41 loc) · 1.83 KB
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"""
Composite Transformation
============================================
Multiple transformations can be used by providing a list of ``Transformation`` to ``CompositeTransformation``
"""
from textattack.shared import utils
from textattack.transformations import Transformation
class CompositeTransformation(Transformation):
"""A transformation which applies each of a list of transformations,
returning a set of all options.
Args:
transformations: The list of ``Transformation`` to apply.
"""
def __init__(self, transformations):
if not (
isinstance(transformations, list) or isinstance(transformations, tuple)
):
raise TypeError("transformations must be list or tuple")
elif not len(transformations):
raise ValueError("transformations cannot be empty")
self.transformations = transformations
def _get_transformations(self, *_):
"""Placeholder method that would throw an error if a user tried to
treat the CompositeTransformation as a 'normal' transformation."""
raise RuntimeError(
"CompositeTransformation does not support _get_transformations()."
)
def __call__(self, *args, **kwargs):
new_attacked_texts = set()
for transformation in self.transformations:
new_attacked_texts.update(transformation(*args, **kwargs))
return list(new_attacked_texts)
def __repr__(self):
main_str = "CompositeTransformation" + "("
transformation_lines = []
for i, transformation in enumerate(self.transformations):
transformation_lines.append(utils.add_indent(f"({i}): {transformation}", 2))
transformation_lines.append(")")
main_str += utils.add_indent("\n" + "\n".join(transformation_lines), 2)
return main_str
__str__ = __repr__