import torch import gradio as gr # Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("translation", model="facebook/nllb-200-distilled-600M", torch_dtype = torch.bfloat16) languages = { "languages": [ {"name": "Acehnese (Arabic script)", "code": "ace_Arab"}, {"name": "Acehnese (Latin script)", "code": "ace_Latn"}, {"name": "Mesopotamian Arabic", "code": "acm_Arab"}, {"name": "Ta’izzi-Adeni Arabic", "code": "acq_Arab"}, {"name": "Tunisian Arabic", "code": "aeb_Arab"}, {"name": "Afrikaans", "code": "afr_Latn"}, {"name": "South Levantine Arabic", "code": "ajp_Arab"}, {"name": "Akan", "code": "aka_Latn"}, {"name": "Amharic", "code": "amh_Ethi"}, {"name": "North Levantine Arabic", "code": "apc_Arab"}, {"name": "Modern Standard Arabic", "code": "arb_Arab"}, {"name": "Modern Standard Arabic (Romanized)", "code": "arb_Latn"}, {"name": "Najdi Arabic", "code": "ars_Arab"}, {"name": "Moroccan Arabic", "code": "ary_Arab"}, {"name": "Egyptian Arabic", "code": "arz_Arab"}, {"name": "Assamese", "code": "asm_Beng"}, {"name": "Asturian", "code": "ast_Latn"}, {"name": "Awadhi", "code": "awa_Deva"}, {"name": "Central Aymara", "code": "ayr_Latn"}, {"name": "South Azerbaijani", "code": "azb_Arab"}, {"name": "North Azerbaijani", "code": "azj_Latn"}, {"name": "Bashkir", "code": "bak_Cyrl"}, {"name": "Bambara", "code": "bam_Latn"}, {"name": "Balinese", "code": "ban_Latn"}, {"name": "Belarusian", "code": "bel_Cyrl"}, {"name": "Bemba", "code": "bem_Latn"}, {"name": "Bengali", "code": "ben_Beng"}, {"name": "Bhojpuri", "code": "bho_Deva"}, {"name": "Banjar (Arabic script)", "code": "bjn_Arab"}, {"name": "Banjar (Latin script)", "code": "bjn_Latn"}, {"name": "Standard Tibetan", "code": "bod_Tibt"}, {"name": "Bosnian", "code": "bos_Latn"}, {"name": "Buginese", "code": "bug_Latn"}, {"name": "Bulgarian", "code": "bul_Cyrl"}, {"name": "Catalan", "code": "cat_Latn"}, {"name": "Cebuano", "code": "ceb_Latn"}, {"name": "Czech", "code": "ces_Latn"}, {"name": "Chokwe", "code": "cjk_Latn"}, {"name": "Central Kurdish", "code": "ckb_Arab"}, {"name": "Crimean Tatar", "code": "crh_Latn"}, {"name": "Welsh", "code": "cym_Latn"}, {"name": "Danish", "code": "dan_Latn"}, {"name": "German", "code": "deu_Latn"}, {"name": "Southwestern Dinka", "code": "dik_Latn"}, {"name": "Dyula", "code": "dyu_Latn"}, {"name": "Dzongkha", "code": "dzo_Tibt"}, {"name": "Greek", "code": "ell_Grek"}, {"name": "English", "code": "eng_Latn"}, {"name": "Esperanto", "code": "epo_Latn"}, {"name": "Estonian", "code": "est_Latn"}, {"name": "Basque", "code": "eus_Latn"}, {"name": "Ewe", "code": "ewe_Latn"}, {"name": "Faroese", "code": "fao_Latn"}, {"name": "Fijian", "code": "fij_Latn"}, {"name": "Finnish", "code": "fin_Latn"}, {"name": "Fon", "code": "fon_Latn"}, {"name": "French", "code": "fra_Latn"}, {"name": "Friulian", "code": "fur_Latn"}, {"name": "Nigerian Fulfulde", "code": "fuv_Latn"}, {"name": "Scottish Gaelic", "code": "gla_Latn"}, {"name": "Irish", "code": "gle_Latn"}, {"name": "Galician", "code": "glg_Latn"}, {"name": "Guarani", "code": "grn_Latn"}, {"name": "Gujarati", "code": "guj_Gujr"}, {"name": "Haitian Creole", "code": "hat_Latn"}, {"name": "Hausa", "code": "hau_Latn"}, {"name": "Hebrew", "code": "heb_Hebr"}, {"name": "Hindi", "code": "hin_Deva"}, {"name": "Chhattisgarhi", "code": "hne_Deva"}, {"name": "Croatian", "code": "hrv_Latn"}, {"name": "Hungarian", "code": "hun_Latn"}, {"name": "Armenian", "code": "hye_Armn"}, {"name": "Igbo", "code": "ibo_Latn"} ] } def get_fores_code(language): # Loop through the list of languages for entry in languages['languages']: if entry['name'].lower() == language.lower(): # Compare to the 'name' field in the dictionary return entry['code'] return None # Return None if no match is found def translate_text(text, destination_language): # Convert language name to language code using get_fores_code function dest_code = get_fores_code(destination_language) # Ensure the code is valid (for debugging purposes) print(f"Destination language code: {dest_code}") # Call the translation pipeline with the correct language codes translation = pipe(text, src_lang='eng_Latn', tgt_lang=dest_code) # Pass the actual code (no quotes) return translation[0]['translation_text'] demo = gr.Interface(fn=translate_text, inputs= [ gr.TextArea(label='Insert the text in English to translate'), gr.Dropdown( label='Select the language to translate', choices=[lang['name'] for lang in languages['languages']], # Extract the 'name' field value='English' ) ], outputs=[gr.TextArea(label='This is the translated text')], title= 'Translator', description= 'This application can be used to translate English text into any language') demo.launch(share=True)