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LibreTranslate/libretranslate/detect.py
2023-10-30 12:52:33 -04:00

44 lines
1.1 KiB
Python

from functools import lru_cache
import linguars
from lexilang.detector import detect as lldetect
class Language:
def __init__(self, code, confidence):
self.code = code
self.confidence = float(confidence)
def __str__(self):
return (f"code: {self.code:<9} confidence: {self.confidence:>5.1f} ")
@lru_cache(maxsize=None)
def load_detector(langcodes = ()):
languages = []
for lc in langcodes:
try:
languages.append(linguars.Language.from_iso_code_639_1(lc))
except Exception:
print(f"{lc} is not supported by lingua")
pass # Not supported
return linguars.LanguageDetector(languages=languages)
class Detector:
def __init__(self, langcodes = ()):
self.langcodes = langcodes
self.detector = load_detector(langcodes)
def detect(self, text):
if len(text) < 18:
code, conf = lldetect(text, self.langcodes)
if conf > 0:
return [Language(code, round(conf * 100))]
top_3_choices = self.detector.confidence(text)[:3]
if top_3_choices[0][1] == 0:
return [Language("en", 0)]
return [Language(lang.iso_code_639_1, round(conf * 100)) for lang, conf in top_3_choices]