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| import gradio as gr | |
| from transformers import MarianMTModel, MarianTokenizer | |
| def translate(text, target_language): | |
| language_codes = { | |
| "Spanish": "es", | |
| "French (European)": "fr", | |
| "French (Canadian)": "fr", | |
| "Italian": "it", | |
| "Ukrainian": "uk", | |
| "Portuguese (Brazilian)": "pt_BR", | |
| "Portuguese (European)": "pt", | |
| "Russian": "ru", | |
| "Chinese": "zh", | |
| "Dutch": "nl", | |
| "German": "de", | |
| "Arabic": "ar", | |
| "Hebrew": "he", | |
| "Greek": "el" | |
| } | |
| target_language_code = language_codes[target_language] | |
| model_name = f'helsinki-nlp/opus-mt-en-{target_language_code}' | |
| tokenizer = MarianTokenizer.from_pretrained(model_name) | |
| model = MarianMTModel.from_pretrained(model_name) | |
| inputs = tokenizer(text, return_tensors="pt") | |
| outputs = model.generate(**inputs) | |
| translation = tokenizer.decode(outputs[0], skip_special_tokens=True) | |
| return translation | |
| language_options = [ | |
| "Spanish", "French (European)", "French (Canadian)", "Italian", "Ukrainian", | |
| "Portuguese (Brazilian)", "Portuguese (European)", "Russian", "Chinese", | |
| "Dutch", "German", "Arabic", "Hebrew", "Greek" | |
| ] | |
| iface = gr.Interface( | |
| fn=translate, | |
| inputs=[ | |
| gr.inputs.Textbox(lines=5, label="Enter text to translate:"), | |
| gr.inputs.Dropdown(choices=language_options, label="Target Language"), | |
| ], | |
| outputs=gr.outputs.Textbox(label="Translated Text"), | |
| ) | |
| iface.launch() | |