import gradio as gr
from transformers import pipeline
import spaces

# Load the Whisper model from Hugging Face
model = pipeline("automatic-speech-recognition", model="ylacombe/whisper-large-v3-turbo")

# Function to process audio input and transcribe it
@spaces.GPU
def transcribe(audio):
    # Load and preprocess the audio
    transcription = model(audio)["text"]
    return transcription

# Gradio interface
interface = gr.Interface(
    fn=transcribe, 
    inputs=gr.Audio(source="microphone", type="filepath"), 
    outputs="text",
    title="Whisper Voice Transcription with Hugging Face"
)

# Launch the app
interface.launch()