speech2text / app.py
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import os
os.system("pip install git+https://github.com/openai/whisper.git")
import gradio as gr
import whisper
# call whisper model for audio/speech processing
model = whisper.load_model("small")
def inference_audio(audio):
audio = whisper.load_audio(audio)
audio = whisper.pad_or_trim(audio)
mel = whisper.log_mel_spectrogram(audio).to(model.device)
_, probs = model.detect_language(mel)
options = whisper.DecodingOptions(fp16 = False)
result = whisper.decode(model, mel, options)
return result.text
audio = gr.Audio(
label="Input Audio",
show_label=False,
source="microphone",
type="filepath"
)
app=gr.Interface(title="Speech to text",fn=inference_audio,inputs=audio, outputs=["text"]).launch(debug = True)