Spaces:
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Sleeping
""" | |
METEOR Constraints | |
-------------------------- | |
""" | |
import nltk | |
from textattack.constraints import Constraint | |
class METEOR(Constraint): | |
"""A constraint on METEOR score difference. | |
Args: | |
max_meteor (int): Max METEOR score allowed. | |
compare_against_original (bool): If `True`, compare new `x_adv` against the original `x`. | |
Otherwise, compare it against the previous `x_adv`. | |
""" | |
def __init__(self, max_meteor, compare_against_original=True): | |
super().__init__(compare_against_original) | |
if not isinstance(max_meteor, int): | |
raise TypeError("max_meteor must be an int") | |
self.max_meteor = max_meteor | |
def _check_constraint(self, transformed_text, reference_text): | |
meteor = nltk.translate.meteor([reference_text], transformed_text) | |
return meteor <= self.max_meteor | |
def extra_repr_keys(self): | |
return ["max_meteor"] + super().extra_repr_keys() | |