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app.py
#2
by
Jesuscarr
- opened
app.py
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import gradio as gr
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from transformers import MarianMTModel, MarianTokenizer
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def translate(text, target_language):
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language_codes = {
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"Spanish": "es",
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"French (European)": "fr",
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"French (Canadian)": "fr",
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"Italian": "it",
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"Ukrainian": "uk",
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"Portuguese (Brazilian)": "pt_BR",
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"Portuguese (European)": "pt",
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"Russian": "ru",
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"Chinese": "zh",
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"Dutch": "nl",
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"German": "de",
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"Arabic": "ar",
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"Hebrew": "he",
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"Greek": "el"
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}
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target_language_code = language_codes[target_language]
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model_name = f'helsinki-nlp/opus-mt-en-{target_language_code}'
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tokenizer = MarianTokenizer.from_pretrained(model_name)
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model = MarianMTModel.from_pretrained(model_name)
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inputs = tokenizer(text, return_tensors="pt")
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outputs = model.generate(**inputs)
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translation = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return translation
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language_options = [
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"Spanish", "French (European)", "French (Canadian)", "Italian", "Ukrainian",
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"Portuguese (Brazilian)", "Portuguese (European)", "Russian", "Chinese",
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"Dutch", "German", "Arabic", "Hebrew", "Greek"
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]
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iface = gr.Interface(
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fn=translate,
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inputs=[
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gr.inputs.Textbox(lines=5, label="Enter text to translate:"),
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gr.inputs.Dropdown(choices=language_options, label="Target Language"),
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],
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outputs=gr.outputs.Textbox(label="Translated Text"),
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)
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iface.launch()
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