Spaces:
Running
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Update Space (evaluate main: b39b2669)
Browse files- cer.py +75 -54
- requirements.txt +1 -1
cer.py
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@@ -29,39 +29,41 @@ if PY_VERSION < version.parse("3.8"):
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import importlib.metadata as importlib_metadata
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SENTENCE_DELIMITER = ""
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self
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_CITATION = """\
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@@ -136,24 +138,43 @@ class CER(evaluate.Metric):
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def _compute(self, predictions, references, concatenate_texts=False):
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import importlib.metadata as importlib_metadata
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if hasattr(jiwer, "compute_measures"):
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SENTENCE_DELIMITER = ""
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if version.parse(importlib_metadata.version("jiwer")) < version.parse("2.3.0"):
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class SentencesToListOfCharacters(tr.AbstractTransform):
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def __init__(self, sentence_delimiter: str = " "):
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self.sentence_delimiter = sentence_delimiter
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def process_string(self, s: str):
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return list(s)
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def process_list(self, inp: List[str]):
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chars = []
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for sent_idx, sentence in enumerate(inp):
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chars.extend(self.process_string(sentence))
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if (
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self.sentence_delimiter is not None
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and self.sentence_delimiter != ""
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and sent_idx < len(inp) - 1
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):
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chars.append(self.sentence_delimiter)
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return chars
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cer_transform = tr.Compose(
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[tr.RemoveMultipleSpaces(), tr.Strip(), SentencesToListOfCharacters(SENTENCE_DELIMITER)]
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)
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else:
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cer_transform = tr.Compose(
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[
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tr.RemoveMultipleSpaces(),
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tr.Strip(),
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tr.ReduceToSingleSentence(SENTENCE_DELIMITER),
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tr.ReduceToListOfListOfChars(),
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]
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)
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_CITATION = """\
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)
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def _compute(self, predictions, references, concatenate_texts=False):
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if hasattr(jiwer, "compute_measures"):
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if concatenate_texts:
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return jiwer.compute_measures(
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references,
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predictions,
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truth_transform=cer_transform,
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hypothesis_transform=cer_transform,
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)["wer"]
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incorrect = 0
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total = 0
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for prediction, reference in zip(predictions, references):
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measures = jiwer.compute_measures(
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reference,
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prediction,
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truth_transform=cer_transform,
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hypothesis_transform=cer_transform,
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)
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incorrect += measures["substitutions"] + measures["deletions"] + measures["insertions"]
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total += measures["substitutions"] + measures["deletions"] + measures["hits"]
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return incorrect / total
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else:
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if concatenate_texts:
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return jiwer.process_characters(
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references,
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predictions,
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).cer
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incorrect = 0
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total = 0
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for prediction, reference in zip(predictions, references):
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measures = jiwer.process_characters(
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reference,
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prediction,
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)
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incorrect += measures.substitutions + measures.deletions + measures.insertions
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total += measures.substitutions + measures.deletions + measures.hits
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return incorrect / total
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requirements.txt
CHANGED
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@@ -1,2 +1,2 @@
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-
git+https://github.com/huggingface/evaluate@
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jiwer
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git+https://github.com/huggingface/evaluate@b39b26694046961b9ae97a0458b290fc992df2b1
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jiwer
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