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Create app.py
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app.py
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import os
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import tempfile
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import whisper
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import gradio as gr
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from gtts import gTTS
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from groq import Groq
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# Set up Groq API key
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os.environ['GROQ_API_KEY'] = 'your_groq_api_key_here' # Replace with your actual Groq API key
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groq_client = Groq(api_key=os.environ.get('GROQ_API_KEY'))
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# Load Whisper model
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whisper_model = whisper.load_model("base")
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def process_audio(audio_file):
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try:
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# Transcribe audio using Whisper
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result = whisper_model.transcribe(audio_file)
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user_text = result['text']
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# Generate response using Llama 8b model with Groq API
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chat_completion = groq_client.chat.completions.create(
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messages=[
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{
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"role": "user",
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"content": user_text,
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}
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],
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model="llama3-8b-8192",
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)
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response_text = chat_completion.choices[0].message.content
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# Convert response text to speech using gTTS
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tts = gTTS(text=response_text, lang='en')
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audio_file_path = tempfile.NamedTemporaryFile(delete=False, suffix='.mp3').name
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tts.save(audio_file_path)
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return response_text, audio_file_path
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except Exception as e:
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return str(e), None
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# Define custom CSS for the Gradio interface
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css = """
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/* General body styling */
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body {
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background: #f0f2f5; /* Light background for the app */
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font-family: 'Arial', sans-serif;
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color: #333;
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}
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/* Container styling */
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.gradio-container {
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background: linear-gradient(135deg, #6e45e2, #88d3ce);
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border-radius: 15px;
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box-shadow: 0px 4px 20px rgba(0, 0, 0, 0.1);
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padding: 20px;
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margin: auto; /* Centering container */
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width: 80%; /* Adjusted width for responsiveness */
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max-width: 700px; /* Max width for larger screens */
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}
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/* Title styling */
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.gradio-title {
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color: #0056b3; /* Deep blue color for the title */
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text-align: center;
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margin-bottom: 20px;
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font-size: 28px;
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font-weight: bold;
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}
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/* Input and output styling */
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.gradio-input, .gradio-output {
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border-radius: 10px;
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box-shadow: 0px 4px 10px rgba(0, 0, 0, 0.15);
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}
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/* Textbox styling */
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.gradio-textbox {
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border: 2px solid #6e45e2;
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background: #fff;
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color: #333;
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padding: 10px;
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font-size: 16px;
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}
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/* Number component styling */
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.gradio-number {
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border: 2px solid #6e45e2;
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background: #fff;
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color: #333;
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border-radius: 8px;
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padding: 10px;
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}
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/* Button styling */
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.gradio-button {
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background: #6e45e2; /* Deep blue color for button */
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color: #fff;
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border: none;
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border-radius: 8px;
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padding: 12px 24px;
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font-size: 18px;
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cursor: pointer;
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transition: background 0.3s, transform 0.3s;
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}
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.gradio-button:hover {
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background: #5a3d9c; /* Darker blue on hover */
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transform: scale(1.05); /* Slightly enlarge on hover */
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}
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"""
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# Create Gradio interface with custom CSS
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iface = gr.Interface(
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fn=process_audio,
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inputs=gr.Audio(type="filepath", label="Upload Audio File"),
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outputs=[gr.Textbox(label="Response Text"), gr.Audio(label="Response Audio")],
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live=True,
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css=css,
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title="Audio Transcription and Response Generator",
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description="Upload an audio file to get a transcription and a response generated by the Llama 8b model.",
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article="<h3>How to Use:</h3><ul><li>Upload an audio file.</li><li>Receive a transcribed text and response.</li></ul>"
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)
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# Launch the Gradio app
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if __name__ == "__main__":
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iface.launch()
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