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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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# Chargement des pipelines
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fr_en_nllb_translator = pipeline("translation", model="facebook/nllb-200-distilled-600M", src_lang="fra_Latn", tgt_lang="eng_Latn")
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en_fr_nllb_translator = pipeline("translation", model="facebook/nllb-200-distilled-600M", src_lang="eng_Latn", tgt_lang="fra_Latn")
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en_fr_translator = pipeline("translation", model="Helsinki-NLP/opus-mt-en-fr")
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fr_en_translator = pipeline("translation", model="Helsinki-NLP/opus-mt-fr-en")
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# Fonction de traduction
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def translate_text(text, model_choice):
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if model_choice == "NLLB-200-FR-EN (facebook)":
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result = fr_en_nllb_translator(text.strip())[0]["translation_text"]
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elif model_choice == "NLLB-200-EN-FR (facebook)":
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result = en_fr_nllb_translator(text.strip())[0]["translation_text"]
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elif model_choice == "Opus-MT-EN-FR (Helsinki-NLP)":
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result = en_fr_translator(text.strip())[0]["translation_text"]
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else:
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result = fr_en_translator(text.strip())[0]["translation_text"]
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return result
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# Interface Gradio
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demo = gr.Interface(
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fn=translate_text,
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inputs=[
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gr.Textbox(label="Texte à traduire", placeholder="Entrez du texte en français ici..."),
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gr.Radio(["NLLB-200-FR-EN (facebook)", "NLLB-200-EN-FR (facebook)",
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"Opus-MT-FR-EN (Helsinki-NLP)","Opus-MT-EN-FR (Helsinki-NLP)"], label="Choisissez le modèle")
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],
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outputs=gr.Textbox(label="Texte traduit"),
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title="Traduction FR-EN & EN-FR"
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)
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demo.launch()
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