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Update app.py
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app.py
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import gradio as gr
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import gradio as gr
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from transformers import pipeline
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# Create a translation pipeline
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model_name = "facebook/nllb-200-1.3B"
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translator = pipeline("translation", model=model_name)
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# Define available languages
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languages = {
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"English": "eng_Latn",
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"French": "fra_Latn",
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"Spanish": "spa_Latn",
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"German": "deu_Latn",
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"Chinese": "zho_Hans",
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"Arabic": "ara_Arab",
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"Russian": "rus_Cyrl",
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"Hindi": "hin_Deva",
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"Japanese": "jpn_Jpan"
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}
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def translate(text, source_lang, target_lang):
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if not text:
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return ""
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source_code = languages.get(source_lang)
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target_code = languages.get(target_lang)
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# NLLB requires specific format for translation
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translation = translator(
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text,
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src_lang=source_code,
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tgt_lang=target_code,
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max_length=400
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)
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return translation[0]["translation_text"]
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# Create the Gradio interface
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demo = gr.Interface(
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fn=translate,
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inputs=[
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gr.Textbox(label="Input Text", lines=5),
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gr.Dropdown(list(languages.keys()), label="Source Language", value="English"),
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gr.Dropdown(list(languages.keys()), label="Target Language", value="French")
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],
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outputs=gr.Textbox(label="Translated Text", lines=5),
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title="NLLB-200 Multilingual Translation",
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description="Translate text between multiple languages using Facebook's NLLB-200 model."
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)
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if __name__ == "__main__":
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demo.launch()
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