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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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import transformers
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import librosa
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import torch
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# Load the model pipeline
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pipe = transformers.pipeline(model='sarvamai/shuka_v1', trust_remote_code=True, device=0 if torch.cuda.is_available() else -1, torch_dtype=torch.bfloat16)
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def process_audio(audio_file, system_prompt, user_prompt):
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# Load and preprocess the audio
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audio, sr = librosa.load(audio_file.name, sr=16000)
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# Prepare the conversation turns
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turns = [
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{'role': 'system', 'content': system_prompt},
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{'role': 'user', 'content': f'<|audio|>{user_prompt}'}
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]
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# Generate response
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result = pipe({'audio': audio, 'turns': turns, 'sampling_rate': sr}, max_new_tokens=512)
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return result[0]['generated_text']
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# Create the Gradio interface
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iface = gr.Interface(
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fn=process_audio,
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inputs=[
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gr.Audio(type="filepath", label="Upload Audio (Indic language)"),
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gr.Textbox(label="System Prompt", value="Respond naturally and informatively."),
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gr.Textbox(label="User Prompt (optional)", value="")
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],
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outputs=gr.Textbox(label="Shuka v1 Response"),
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title="Shuka v1 Demo: Multilingual Audio Understanding",
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description="Upload an audio file in any Indic language, and Shuka v1 will process and respond to it.",
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examples=[
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["path/to/hindi_sample.wav", "Respond naturally and informatively.", "What is the main topic of this audio?"],
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["path/to/tamil_sample.wav", "Translate the audio content to English.", ""],
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["path/to/bengali_sample.wav", "Summarize the key points discussed in the audio.", ""]
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]
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)
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# Launch the app
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iface.launch()
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