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Merge pull request #751 from QData/local_install_minor
Local install minor
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Original file line number | Diff line number | Diff line change |
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""" | ||
Attack Metric Quality Recipes: | ||
============================== | ||
""" | ||
|
||
from textattack.metrics.quality_metrics.bert_score import BERTScoreMetric | ||
from textattack.metrics.quality_metrics.meteor_score import MeteorMetric | ||
from textattack.metrics.quality_metrics.perplexity import Perplexity | ||
from textattack.metrics.quality_metrics.sentence_bert import SBERTMetric | ||
from textattack.metrics.quality_metrics.use import USEMetric | ||
|
||
from .metric import Metric | ||
|
||
|
||
class AdvancedAttackMetric(Metric): | ||
"""Calculate a suite of advanced metrics to evaluate attackResults' | ||
quality.""" | ||
|
||
def __init__(self, choices=["use"]): | ||
self.achoices = choices | ||
|
||
def calculate(self, results): | ||
advanced_metrics = {} | ||
if "use" in self.achoices: | ||
advanced_metrics.update(USEMetric().calculate(results)) | ||
if "perplexity" in self.achoices: | ||
advanced_metrics.update(Perplexity().calculate(results)) | ||
if "bert_score" in self.achoices: | ||
advanced_metrics.update(BERTScoreMetric().calculate(results)) | ||
if "meteor_score" in self.achoices: | ||
advanced_metrics.update(MeteorMetric().calculate(results)) | ||
if "sbert_score" in self.achoices: | ||
advanced_metrics.update(SBERTMetric().calculate(results)) | ||
return advanced_metrics |
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