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Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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import torch
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# Load the model and tokenizer
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model_name = 'bilalfaye/nllb-200-distilled-600M-wo-fr-en'
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device = "cuda" if torch.cuda.is_available() else "cpu"
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# Define the translation pipeline
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translator = pipeline(
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"translation",
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model=model_name,
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device=device
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)
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# Define the translation function
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def translate_chat(message, history, source_language, target_language):
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# Mapping of languages to model codes
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lang_map = {
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"Wolof": "wol_Latn",
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"English": "eng_Latn",
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"French": "fra_Latn"
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}
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if source_language not in lang_map or target_language not in lang_map:
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return "Invalid language selection."
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src_lang = lang_map[source_language]
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tgt_lang = lang_map[target_language]
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if src_lang == tgt_lang:
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return "Source and target languages must be different."
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# Perform the translation
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translation = translator(message, src_lang=src_lang, tgt_lang=tgt_lang)
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return translation[0]["translation_text"]
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# Gradio chat interface
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interface = gr.ChatInterface(
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fn=translate_chat,
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additional_inputs=[
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gr.Dropdown(
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choices=["Wolof", "French", "English"],
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label="Source Language",
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value="Wolof", # Default value
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),
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gr.Dropdown(
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choices=["Wolof", "French", "English"],
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label="Target Language",
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value="English", # Default value
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),
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],
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title="Wolof ↔ French ↔ English Translator",
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description="Select the source and target languages (in the bottom) to translate between Wolof, French, and English.",
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)
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# Launch the app
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interface.launch(debug=True, share=True)
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