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Create app.py
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app.py
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import gradio as gr
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import os
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import torchaudio
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from uuid import uuid4
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import torch
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torch.set_num_threads(1)
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model, utils = torch.hub.load(repo_or_dir='snakers4/silero-vad',
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model='silero_vad',
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force_reload=True,
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onnx=USE_ONNX)
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(get_speech_timestamps,
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save_audio,
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read_audio,
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VADIterator,
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collect_chunks) = utils
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def get_labels(audio_fp, threshold, min_speech_duration_ms, min_silence_duration_ms):
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wav, sr = torchaudio.load(audio_fp)
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speech_timestamps = get_speech_timestamps(wav,
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model,
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sampling_rate=sr,
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threshold=threshold,
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min_speech_duration_ms=min_speech_duration_ms,
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min_silence_duration_ms=min_silence_duration_ms,
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return_seconds=True)
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labels = []
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for i, st in enumerate(speech_timestamps):
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labels.append(f"{st['start']}\t{st['end']}\tSound {i+1}")
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fn = str(uuid4()) + ".txt"
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with open(fn, "w") as f:
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f.write("\n".join(labels))
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return fn
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interface = gr.Interface(
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get_labels,
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[gr.Audio(type="filepath", label="Audio file"), gr.Slider(0, 1, 0.01, label="Threshold", value=0.5), gr.Number(label="min_speech_duration_ms", value=250), gr.Number(label="min_silence_duration_ms", value=100)],
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gr.File(label="Labels")
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)
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if __name__ == "__main__":
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interface.queue().launch(auth=os.environ.get("USERNAME"), os.environ.get("PASSWORD"))
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