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Add lexilang for language detection on short texts
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3 changed files with 9 additions and 1 deletions
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@ -1,6 +1,7 @@
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from functools import lru_cache
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from functools import lru_cache
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import linguars
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import linguars
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from lexilang.detector import detect as lldetect
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class Language:
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class Language:
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@ -26,9 +27,15 @@ def load_detector(langcodes = ()):
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class Detector:
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class Detector:
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def __init__(self, langcodes = ()):
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def __init__(self, langcodes = ()):
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self.langcodes = langcodes
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self.detector = load_detector(langcodes)
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self.detector = load_detector(langcodes)
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def detect(self, text):
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def detect(self, text):
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if len(text) < 18:
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code, conf = lldetect(text, self.langcodes)
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if conf > 0:
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return [Language(code, round(conf * 100))]
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top_3_choices = self.detector.confidence(text)[:3]
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top_3_choices = self.detector.confidence(text)[:3]
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if top_3_choices[0][1] == 0:
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if top_3_choices[0][1] == 0:
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return [Language("en", 0)]
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return [Language("en", 0)]
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@ -18,7 +18,7 @@ def load_languages():
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@lru_cache(maxsize=None)
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@lru_cache(maxsize=None)
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def load_lang_codes():
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def load_lang_codes():
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languages = load_languages()
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languages = load_languages()
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return (l.code for l in languages)
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return tuple(l.code for l in languages)
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def detect_languages(text):
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def detect_languages(text):
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# detect batch processing
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# detect batch processing
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@ -43,6 +43,7 @@ dependencies = [
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"waitress ==2.1.2",
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"waitress ==2.1.2",
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"expiringdict ==1.2.2",
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"expiringdict ==1.2.2",
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"linguars==0.4.0",
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"linguars==0.4.0",
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"lexilang==1.0.1",
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"morfessor ==2.0.6",
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"morfessor ==2.0.6",
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"appdirs ==1.4.4",
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"appdirs ==1.4.4",
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"APScheduler ==3.9.1",
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"APScheduler ==3.9.1",
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