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Create app.py
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app.py
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| 1 |
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import argparse
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import os
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import soundfile as sf
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import gradio as gr
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import numpy as np
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from groq import Groq
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from models import build_model
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from kokoro import generate
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import torch
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### NEW: We'll store the default voice name in a global variable so we can change it later.
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DEFAULT_VOICE_NAME = 'bm_george'
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def initialize_model():
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device = 'cuda' if torch.cuda.is_available() else 'cpu'
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model = build_model('/content/Kokoro-82M/fp16/kokoro-v0_19-half.pth', device)
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### UPDATED: Use our DEFAULT_VOICE_NAME here, so we can swap it out later
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voice_name = DEFAULT_VOICE_NAME
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voicepack = torch.load(f'voices/{voice_name}.pt', weights_only=True).to(device)
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print(f'Loaded voice: {voice_name}')
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return model, voicepack, device
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MODEL, VOICEPACK, DEVICE = initialize_model()
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client = None
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def initialize_groq(api_key):
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"""
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Initialize the Groq client with the provided API key.
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"""
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global client
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try:
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client = Groq(api_key=api_key)
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return "API key configured successfully"
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except Exception as e:
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return f"Error configuring API key: {str(e)}"
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### NEW: Function to change voice pack after the program has started
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def set_voice_name(voice):
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"""
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Dynamically load the requested voicepack.
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"""
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global VOICEPACK, DEFAULT_VOICE_NAME
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try:
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VOICEPACK = torch.load(f'voices/{voice}.pt', weights_only=True).to(DEVICE)
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DEFAULT_VOICE_NAME = voice # store new default so we can keep track
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return f"Voice changed to {voice}"
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except FileNotFoundError:
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return f"Voice pack {voice} not found in voices/"
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def answer(question):
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if not client:
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return "Please configure Groq API key first"
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try:
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chat_completion = client.chat.completions.create(
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messages=[
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{
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"role": "system",
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"content": "you are a helpful assistant. your answers must be short"
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},
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{
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"role": "user",
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"content": question
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}
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],
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model="llama3-8b-8192",
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temperature=0.5,
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max_tokens=1024,
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top_p=1,
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stop=None,
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stream=False,
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)
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return chat_completion.choices[0].message.content
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except Exception as e:
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return f"Error: {str(e)}"
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def conversation_pipeline(audio_path=None, text_input=None):
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if not client:
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return "Please configure Groq API key first", None, None
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if audio_path and os.path.exists(audio_path):
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with open(audio_path, "rb") as file:
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transcription = client.audio.transcriptions.create(
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file=(audio_path, file.read()),
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model="distil-whisper-large-v3-en",
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response_format="verbose_json",
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).text
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elif text_input:
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transcription = text_input
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else:
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return None, None, None
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gemini_response = answer(transcription)
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generated_audio, _ = generate(MODEL, gemini_response, VOICEPACK, lang="a")
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return transcription, gemini_response, generated_audio
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def process_audio(audio=None, text_input=None):
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if audio is not None:
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audio_path = "temp_audio.wav"
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sf.write(audio_path, audio[1], audio[0])
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transcription, response, audio_out = conversation_pipeline(audio_path=audio_path)
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os.remove(audio_path)
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else:
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transcription, response, audio_out = conversation_pipeline(text_input=text_input)
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if audio_out is not None:
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audio_out = np.array(audio_out).flatten().astype(np.float32)
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return (
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transcription if transcription else "",
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response if response else "",
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(24000, audio_out),
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)
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return "", "", None
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def main():
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with gr.Blocks() as interface:
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gr.Markdown("# Voice Chat Interface")
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gr.Markdown("Configure API key and start chatting")
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# Row for API key
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with gr.Row():
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api_key = gr.Textbox(label="Groq API Key", type="password")
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api_status = gr.Textbox(label="API Status", interactive=False)
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configure_btn = gr.Button("Configure API")
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### NEW: Row to change voice name on the fly
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| 129 |
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with gr.Row():
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| 130 |
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voice_name_input = gr.Textbox(label="Voice Name", value=DEFAULT_VOICE_NAME)
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| 131 |
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voice_status = gr.Textbox(label="Voice Status", interactive=False)
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set_voice_btn = gr.Button("Set Voice")
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# Row for user input
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with gr.Row():
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audio_input = gr.Audio(sources=["microphone"], type="numpy", label="Speak")
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text_input = gr.Textbox(label="Or type your message here")
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| 138 |
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# Row for outputs
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with gr.Row():
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transcription = gr.Textbox(label="Transcription", interactive=False)
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| 142 |
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response = gr.Textbox(label="AI Response", interactive=False)
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| 143 |
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with gr.Row():
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audio_output = gr.Audio(label="AI Voice Response", autoplay=True)
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# Configure API key
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configure_btn.click(
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| 149 |
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initialize_groq,
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| 150 |
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inputs=[api_key],
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| 151 |
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outputs=[api_status]
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| 152 |
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)
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| 153 |
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| 154 |
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### NEW: Set voice dynamically
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| 155 |
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set_voice_btn.click(
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| 156 |
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set_voice_name,
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| 157 |
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inputs=[voice_name_input],
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| 158 |
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outputs=[voice_status]
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| 159 |
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)
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| 160 |
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| 161 |
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# Process with either audio or text
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| 162 |
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audio_input.change(
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| 163 |
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process_audio,
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| 164 |
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inputs=[audio_input, text_input],
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| 165 |
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outputs=[transcription, response, audio_output]
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| 166 |
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)
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| 167 |
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| 168 |
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text_input.submit(
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| 169 |
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process_audio,
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| 170 |
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inputs=[audio_input, text_input],
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| 171 |
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outputs=[transcription, response, audio_output]
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| 172 |
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)
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| 173 |
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interface.launch(share=True)
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| 175 |
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if __name__ == "__main__":
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main()
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