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improve auto-detect for batch requests with multiple languages
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parent
6ec94ee9cf
commit
c29cecbb63
2 changed files with 44 additions and 23 deletions
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@ -22,16 +22,19 @@ def detect_languages(text):
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candidates = []
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for t in text:
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try:
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candidates.extend(Detector(t).languages)
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d = Detector(t).languages
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for i in range(len(d)):
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d[i].text_length = len(t)
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candidates.extend(d)
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except UnknownLanguage:
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pass
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# total read bytes of the provided text
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read_bytes_total = sum(c.read_bytes for c in candidates)
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text_length_total = sum(c.text_length for c in candidates)
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# only use candidates that are supported by argostranslate
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candidate_langs = list(
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filter(lambda l: l.read_bytes != 0 and l.code in __lang_codes, candidates)
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filter(lambda l: l.text_length != 0 and l.code in __lang_codes, candidates)
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)
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# this happens if no language could be detected
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@ -50,7 +53,7 @@ def detect_languages(text):
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# if more than one is present, calculate the average confidence
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lang = lc[0]
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lang.confidence = sum(l.confidence for l in lc) / len(lc)
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lang.read_bytes = sum(l.read_bytes for l in lc)
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lang.text_length = sum(l.text_length for l in lc)
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temp_average_list.append(lang)
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elif lc:
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# otherwise just add it to the temporary list
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@ -62,7 +65,7 @@ def detect_languages(text):
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# sort the candidates descending based on the detected confidence
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candidate_langs.sort(
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key=lambda l: (l.confidence * l.read_bytes) / read_bytes_total, reverse=True
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key=lambda l: (l.confidence * l.text_length) / text_length_total, reverse=True
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)
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return [{"confidence": l.confidence, "language": l.code} for l in candidate_langs]
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