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Init
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from faster_whisper import WhisperModel
import gradio as gr
model_size = "small"
# Run on GPU with FP16
model = WhisperModel(model_size, device="cpu", compute_type="int8")
def transcribe(audio):
segments, _ = model.transcribe(audio, beam_size=5)
return "".join([segment.text for segment in segments])
gr.Interface(
title = 'Fast Whisper for Speech Recognition',
fn=transcribe,
inputs=[
gr.inputs.Audio(source="microphone", type="filepath")
],
outputs=[
"textbox"
]
).launch()