feat(glossaries): add script to translate non-multilingual database glossaries using Google Translate adapter
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scripts/migrate_glossaries_to_multilingual_by_translation.py
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97
scripts/migrate_glossaries_to_multilingual_by_translation.py
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#!/usr/bin/env python3
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"""
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Migrate and translate all non-multilingual glossaries in the database to multilingual glossaries.
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It uses the free Google Translate provider to fill in the translations for target languages
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(de, es, it, pt, nl, ru, ja, ko, zh, ar, fa, en) in the glossary_terms table.
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"""
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import sys
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import logging
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from pathlib import Path
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ROOT = Path(__file__).resolve().parent.parent
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sys.path.insert(0, str(ROOT))
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from database.connection import get_sync_session
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from database.models import Glossary, GlossaryTerm
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from services.providers.google_provider import get_legacy_google_adapter
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logging.basicConfig(
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level=logging.INFO,
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format="%(asctime)s [%(levelname)s] %(message)s",
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)
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logger = logging.getLogger("translate_non_multilingual_glossaries")
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TARGET_LANGUAGES = ["de", "es", "it", "pt", "nl", "ru", "ja", "ko", "zh", "ar", "fa"]
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def translate_term(adapter, text_to_translate: str, src_lang: str, target_langs: list[str]) -> dict:
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translations = {}
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for lang in target_langs:
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try:
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translated = adapter.translate(text_to_translate, target_language=lang, source_language=src_lang)
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translations[lang] = translated.strip()
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except Exception as e:
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logger.error(f"Failed to translate '{text_to_translate}' to {lang}: {e}")
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translations[lang] = ""
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return translations
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def main():
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logger.info("Connecting to database and fetching non-multilingual glossaries...")
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adapter = get_legacy_google_adapter()
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with get_sync_session() as session:
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# Find glossaries where target_language != 'multi'
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non_multi_glossaries = session.query(Glossary).filter(Glossary.target_language != 'multi').all()
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if not non_multi_glossaries:
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logger.info("All glossaries in database are already multilingual ('multi').")
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return 0
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logger.info(f"Found {len(non_multi_glossaries)} non-multilingual glossaries to convert.")
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for glossary in non_multi_glossaries:
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logger.info(f"Processing glossary '{glossary.name}' (ID: {glossary.id})")
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# Change target_language to 'multi'
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glossary.target_language = 'multi'
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# Rename the glossary to indicate it's now multilingual (e.g. replace "Anglais" with "Multilingue")
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if "Anglais" in glossary.name:
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glossary.name = glossary.name.replace("Anglais", "Multilingue")
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elif "English" in glossary.name:
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glossary.name = glossary.name.replace("English", "Multilingue")
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else:
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glossary.name = f"{glossary.name} → Multilingue"
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src_lang = glossary.source_language or "fr"
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terms = session.query(GlossaryTerm).filter(GlossaryTerm.glossary_id == glossary.id).all()
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logger.info(f"Translating {len(terms)} terms for '{glossary.name}'...")
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for idx, term in enumerate(terms):
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translations = term.translations or {}
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# Check if we already have translations for the target languages
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missing_langs = [lang for lang in TARGET_LANGUAGES if lang not in translations or not translations[lang]]
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if missing_langs:
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# Translate
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logger.info(f" [{idx+1}/{len(terms)}] Translating '{term.source}' to {missing_langs}...")
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new_translations = translate_term(adapter, term.source, src_lang, missing_langs)
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translations.update(new_translations)
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# Ensure the original default target (e.g. English translation) is in the translations dict under 'en'
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if 'en' not in translations or not translations['en']:
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translations['en'] = term.target
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term.translations = translations
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session.commit()
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logger.info(f"Glossary '{glossary.name}' successfully converted to multilingual.")
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logger.info("Migration complete!")
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return 0
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if __name__ == '__main__':
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sys.exit(main())
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