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| import torch | |
| import gradio as gr | |
| import json | |
| from transformers import pipeline | |
| # Use a pipeline with the specified model for translation | |
| text_translator = pipeline("translation", model="facebook/nllb-200-distilled-600M", torch_dtype=torch.bfloat16) | |
| # Load the JSON data from the file | |
| with open('language.json', 'r') as file: | |
| language_data = json.load(file) | |
| def get_FLORES_code_from_language(language): | |
| for entry in language_data: | |
| if entry['Language'].lower() == language.lower(): | |
| return entry['FLORES-200 code'] | |
| return None | |
| def translate_text(text, source_language, destination_language): | |
| src_code = get_FLORES_code_from_language(source_language) | |
| dest_code = get_FLORES_code_from_language(destination_language) | |
| translation = text_translator(text, src_lang=src_code, tgt_lang=dest_code) | |
| return translation[0]["translation_text"] | |
| gr.close_all() | |
| # Define the language options based on the JSON file | |
| language_options = [entry['Language'] for entry in language_data] | |
| demo = gr.Interface( | |
| fn=translate_text, | |
| inputs=[ | |
| gr.Textbox(label="Input text to translate", lines=6), | |
| gr.Dropdown(language_options, label="Select Source Language"), | |
| gr.Dropdown(language_options, label="Select Destination Language") | |
| ], | |
| outputs=[gr.Textbox(label="Translated text", lines=4)], | |
| title="Multi-language Translator", | |
| description="THIS APPLICATION WILL BE USED TO TRANSLATE TEXT BETWEEN MULTIPLE LANGUAGES." | |
| ) | |
| demo.launch() | |