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Akhil Koduri
commited on
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b826719
1
Parent(s):
b5487d6
Create app.py
Browse files
app.py
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# app.py
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# Use a pipeline as a high-level helper
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from transformers import pipeline
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import gradio as gr
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# Initialize the translation pipeline with the google-t5/t5-base model
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text_translator = pipeline("translation", model="google/t5-base")
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# Dictionary mapping destination languages to their T5-compatible names
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language_mapping = {
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"German": "German",
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"Eastern Panjabi": "Punjabi",
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"Sanskrit": "Sanskrit",
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"Urdu": "Urdu",
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"Tamil": "Tamil",
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"Telugu": "Telugu",
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"Yue Chinese": "Chinese",
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"Chinese (Simplified)": "Chinese",
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"Chinese (Traditional)": "Chinese",
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"Hindi": "Hindi",
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"French": "French",
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"Spanish": "Spanish"
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}
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def translate_text(text, destination_language):
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dest_language = language_mapping.get(destination_language)
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if dest_language is None:
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return "Unsupported language selected."
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# T5 model requires a specific format for the translation task
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translation_prompt = f"translate English to {dest_language}: {text}"
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translation = text_translator(translation_prompt)
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return translation[0]["translation_text"]
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gr.close_all()
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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="Input text to translate", lines=6),
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gr.Dropdown(list(language_mapping.keys()), label="Select destination language")
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],
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outputs=[gr.Textbox(label="Translated text", lines=4)],
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title="Language translator (model- Google T5 Base)",
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description="THIS APPLICATION WILL BE USED TO TRANSLATE ENGLISH TO MULTIPLE LANGUAGES",
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theme=gr.themes.Soft(),
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concurrency_limit=16
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)
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demo.launch()
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