Update metrics/rouge.py
Browse files- metrics/rouge.py +10 -19
metrics/rouge.py
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# Copied from https://github.com/huggingface/datasets/blob/d3c7b9481d427ce41256edaf6773c47570f06f3b/metrics/rouge/rouge.py
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import nltk
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from rouge_score import rouge_scorer, scoring
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def compute_rouge(predictions, references, rouge_types=None,
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if rouge_types is None:
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rouge_types = ["rouge1", "rouge2"]
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scorer = rouge_scorer.RougeScorer(rouge_types=rouge_types, use_stemmer=use_stemmer)
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score = scorer.score(ref, pred)
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if use_aggregator:
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aggregator.add_scores(score)
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else:
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scores.append(score)
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if use_aggregator:
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result = aggregator.aggregate()
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else:
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result = {}
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for key in scores[0]:
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result[key] = list(score[key] for score in scores)
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return result
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# Copied from https://github.com/huggingface/datasets/blob/d3c7b9481d427ce41256edaf6773c47570f06f3b/metrics/rouge/rouge.py
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# Added multiprocessing
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import multiprocessing
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import nltk
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from rouge_score import rouge_scorer, scoring
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from multiprocessing import Pool
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def compute_rouge(predictions, references, rouge_types=None, use_stemmer=False):
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if rouge_types is None:
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rouge_types = ["rouge1", "rouge2"]
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scorer = rouge_scorer.RougeScorer(rouge_types=rouge_types, use_stemmer=use_stemmer)
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with Pool() as p:
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scores = p.starmap(scorer.score, zip(references, predictions))
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result = {}
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for key in scores[0]:
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result[key] = list(score[key] for score in scores)
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return result
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