Commit
·
cef75d0
1
Parent(s):
d1e55f6
Fix bug in login functionality
Browse files- helper/translators.py +238 -83
helper/translators.py
CHANGED
@@ -4,18 +4,8 @@ This file contains the functions to translate the text from one language to anot
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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from deep_translator import GoogleTranslator, MyMemoryTranslator, MicrosoftTranslator, YandexTranslator, ChatGptTranslator
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from .text_preprocess import decontracting_words, space_punc
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from dotenv import load_dotenv
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import os
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# Load the environment variables from the .env file
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load_dotenv()
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# Translators API Keys
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MICROSOFT_API_KEY = os.getenv("MICROSOFT_TRANSLATOR_KEY")
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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YANDEX_API_KEY = os.getenv("YANDEX_API_KEY")
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# Digit Translation
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digit_converter = {
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'০': '0',
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@@ -46,20 +36,7 @@ def get_translated_digit(sentence):
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return "".join(each for each in translated_sentence)
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translation_model_bn_en = AutoModelForSeq2SeqLM.from_pretrained("csebuetnlp/banglat5_nmt_bn_en")
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translation_tokenizer_bn_en = AutoTokenizer.from_pretrained("csebuetnlp/banglat5_nmt_bn_en")
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def banglanmt_translation(input_text):
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"""
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Translate a sentence from Bengali to English using BUET BanglaNMT
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"""
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inputs = translation_tokenizer_bn_en(input_text, return_tensors="pt")
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outputs = translation_model_bn_en.generate(**inputs)
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translated_text = translation_tokenizer_bn_en.decode(outputs[0], skip_special_tokens=True)
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return translated_text
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def google_translation(sentence: str, source="bn", target="en") -> str:
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"""
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Translate a sentence from one language to another using Google Translator.\n
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At first install dependencies \n
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@@ -70,46 +47,6 @@ def google_translation(sentence: str, source="bn", target="en") -> str:
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sentence, source=source, target=target)
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return translated_sentence
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def microsoft_translation(sentence: str, source="bn", target="en") -> str:
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"""
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Translate a sentence from one language to another using Microsoft Translator.\n
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At first install dependencies \n
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`!pip install -U deep-translator`
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"""
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translator = MicrosoftTranslator(api_key=MICROSOFT_API_KEY, target='en')
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translated_sentence = translator.translate(sentence)
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return translated_sentence
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def chatgpt_translation(sentence: str, source="bn", target="en") -> str:
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"""
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Translate a sentence from one language to another using ChatGPT Translator.\n
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At first install dependencies \n
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`!pip install -U deep-translator`
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"""
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translator = ChatGptTranslator(api_key=OPENAI_API_KEY, target=target)
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translated_sentence = translator.translate(sentence)
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return translated_sentence
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def yandex_translation(sentence: str, source="bn", target="en") -> str:
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"""
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Translate a sentence from one language to another using Yandex Translator.\n
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At first install dependencies \n
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`!pip install -U deep-translator`
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"""
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translator = YandexTranslator(api_key=YANDEX_API_KEY)
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translated_sentence = translator.translate(
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sentence, source=source, target=target)
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return translated_sentence
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def mymemory_translation(sentence: str, source="bn-IN", target="en-US") -> str:
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"""
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Translate a sentence from one language to another using MyMemory Translator.\n
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At first install dependencies \n
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`!pip install -U deep-translator`
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"""
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translator = MyMemoryTranslator(source=source, target=target)
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translated_sentence = translator.translate(sentence)
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return translated_sentence
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def get_better_translation(translator_func, src=""):
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src_mod = get_translated_digit(src)
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@@ -118,24 +55,242 @@ def get_better_translation(translator_func, src=""):
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tgt = tgt.replace('rupees', 'takas').replace('Rs', 'takas')
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return tgt
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def select_translator(src, translator):
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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from deep_translator import GoogleTranslator, MyMemoryTranslator, MicrosoftTranslator, YandexTranslator, ChatGptTranslator
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from .text_preprocess import decontracting_words, space_punc
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# Digit Translation
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digit_converter = {
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'০': '0',
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return "".join(each for each in translated_sentence)
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def google_translation(sentence: str, source="auto", target="en") -> str:
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"""
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Translate a sentence from one language to another using Google Translator.\n
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At first install dependencies \n
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sentence, source=source, target=target)
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return translated_sentence
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def get_better_translation(translator_func, src=""):
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src_mod = get_translated_digit(src)
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tgt = tgt.replace('rupees', 'takas').replace('Rs', 'takas')
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return tgt
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# def select_translator(src, translator):
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# """
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# Select the translator
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# """
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# tgt = None
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# tgt_base = None
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# if translator == "Google":
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# tgt = get_better_translation(google_translation, src)
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# tgt = space_punc(tgt)
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# tgt_base = google_translation(src)
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# elif translator == "BanglaNMT":
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# tgt = get_better_translation(banglanmt_translation, src)
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# tgt = space_punc(tgt)
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# tgt_base = banglanmt_translation(src)
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# elif translator == "MyMemory":
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# tgt = get_better_translation(mymemory_translation, src)
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# tgt = space_punc(tgt)
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# tgt_base = mymemory_translation(src)
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# return tgt_base, tgt
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# Afrikaans
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# Albanian
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# Arabic
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# Aragonese
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# Armenian
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# Asturian
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# Azerbaijani
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# Bashkir
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# Basque
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# Bavarian
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# Belarusian
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# Bengali
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# Bishnupriya Manipuri
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# Bosnian
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# Breton
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# Bulgarian
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# Burmese
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# Catalan
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# Cebuano
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# Chechen
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# Chinese (Simplified)
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# Chinese (Traditional)
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# Chuvash
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# Croatian
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# Czech
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# Danish
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# Dutch
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# English
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# Estonian
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# Finnish
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# French
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# Galician
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# Georgian
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# German
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# Greek
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# Gujarati
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# Haitian
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# Hebrew
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# Hindi
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# Hungarian
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# Icelandic
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# Ido
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# Indonesian
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# Irish
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# Italian
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# Japanese
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# Javanese
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# Kannada
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# Kazakh
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# Kirghiz
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# Korean
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# Latin
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# Latvian
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# Lithuanian
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# Lombard
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# Low Saxon
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# Luxembourgish
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# Macedonian
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# Malagasy
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# Malay
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# Malayalam
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# Marathi
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# Minangkabau
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# Nepali
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# Newar
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# Norwegian (Bokmal)
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# Norwegian (Nynorsk)
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# Occitan
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# Persian (Farsi)
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# Piedmontese
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# Polish
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# Portuguese
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# Punjabi
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# Romanian
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# Russian
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# Scots
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# Serbian
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# Serbo-Croatian
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# Sicilian
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# Slovak
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# Slovenian
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# South Azerbaijani
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# Spanish
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# Sundanese
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# Swahili
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# Swedish
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# Tagalog
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# Tajik
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# Tamil
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# Tatar
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# Telugu
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# Turkish
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# Ukrainian
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# Urdu
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# Uzbek
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# Vietnamese
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# Volapük
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# Waray-Waray
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# Welsh
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# West Frisian
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# Western Punjabi
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# Yoruba
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# Thai
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# Mongolian
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target_lang_dict = {
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"Afrikaans": "af",
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"Albanian": "sq",
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"Arabic": "ar",
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"Aragonese": "an",
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"Armenian": "hy",
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"Asturian": "ast",
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"Azerbaijani": "az",
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"Bashkir": "ba",
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"Basque": "eu",
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"Bavarian": "bar",
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"Belarusian": "be",
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"Bengali": "bn",
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"Bishnupriya Manipuri": "bpy",
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"Bosnian": "bs",
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"Breton": "br",
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"Bulgarian": "bg",
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"Burmese": "my",
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"Catalan": "ca",
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"Cebuano": "ceb",
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"Chechen": "ce",
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"Chinese (Simplified)": "zh",
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"Chinese (Traditional)": "zh-tw",
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"Chuvash": "cv",
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"Croatian": "hr",
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"Czech": "cs",
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"Danish": "da",
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"Dutch": "nl",
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"English": "en",
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"Estonian": "et",
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"Finnish": "fi",
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"French": "fr",
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"Galician": "gl",
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"Georgian": "ka",
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"German": "de",
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"Greek": "el",
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"Gujarati": "gu",
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"Haitian": "ht",
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"Hebrew": "he",
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"Hindi": "hi",
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"Hungarian": "hu",
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"Icelandic": "is",
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"Ido": "io",
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"Indonesian": "id",
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"Irish": "ga",
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"Italian": "it",
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"Japanese": "ja",
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"Javanese": "jv",
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"Kannada": "kn",
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"Kazakh": "kk",
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"Kirghiz": "ky",
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"Korean": "ko",
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"Latin": "la",
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"Latvian": "lv",
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"Lithuanian": "lt",
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"Lombard": "lmo",
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"Low Saxon": "nds",
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"Luxembourgish": "lb",
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"Macedonian": "mk",
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"Malagasy": "mg",
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"Malay": "ms",
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"Malayalam": "ml",
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"Marathi": "mr",
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"Minangkabau": "min",
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"Nepali": "ne",
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"Newar": "new",
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"Norwegian (Bokmal)": "nb",
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"Norwegian (Nynorsk)": "nn",
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"Occitan": "oc",
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"Persian (Farsi)": "fa",
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"Piedmontese": "pms",
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"Polish": "pl",
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"Portuguese": "pt",
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"Punjabi": "pa",
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"Romanian": "ro",
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"Russian": "ru",
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"Scots": "sco",
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"Serbian": "sr",
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"Serbo-Croatian": "sh",
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"Sicilian": "scn",
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"Slovak": "sk",
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"Slovenian": "sl",
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"South Azerbaijani": "azb",
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"Spanish": "es",
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"Sundanese": "su",
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"Swahili": "sw",
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"Swedish": "sv",
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"Tagalog": "tl",
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"Tajik": "tg",
|
274 |
+
"Tamil": "ta",
|
275 |
+
"Tatar": "tt",
|
276 |
+
"Telugu": "te",
|
277 |
+
"Turkish": "tr",
|
278 |
+
"Ukrainian": "uk",
|
279 |
+
"Urdu": "ur",
|
280 |
+
"Uzbek": "uz",
|
281 |
+
"Vietnamese": "vi",
|
282 |
+
"Volapük": "vo",
|
283 |
+
"Waray-Waray": "war",
|
284 |
+
"Welsh": "cy",
|
285 |
+
"West Frisian": "fy",
|
286 |
+
"Western Punjabi": "pnb",
|
287 |
+
"Yoruba": "yo",
|
288 |
+
"Thai": "th",
|
289 |
+
"Mongolian": "mn"
|
290 |
+
}
|
291 |
+
|
292 |
+
def select_target_lang_code(lang):
|
293 |
+
"""
|
294 |
+
Select the target language code
|
295 |
+
"""
|
296 |
+
return target_lang_dict[lang] if lang in target_lang_dict else "en"
|