added option to trim silence using torchaudio's VAD
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@ -1100,7 +1100,7 @@ def transcribe_dataset( voice, language=None, skip_existings=False, progress=Non
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return f"Processed dataset to: {indir}"
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def slice_dataset( voice, start_offset=0, end_offset=0 ):
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def slice_dataset( voice, trim_silence=True, start_offset=0, end_offset=0 ):
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indir = f'./training/{voice}/'
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infile = f'{indir}/whisper.json'
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@ -1134,6 +1134,9 @@ def slice_dataset( voice, start_offset=0, end_offset=0 ):
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print(f"Invalid waveform segment ({segment['start']}:{segment['end']}): {file}, skipping...")
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continue
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if trim_silence:
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sliced = torchaudio.functional.vad( sliced, sampling_rate )
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torchaudio.save(f"{indir}/audio/{file}", sliced, sampling_rate)
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return f"Sliced segments: {files} => {segments}."
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@ -182,14 +182,14 @@ def read_generate_settings_proxy(file, saveAs='.temp'):
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gr.update(visible=j is not None),
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)
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def prepare_dataset_proxy( voice, language, validation_text_length, validation_audio_length, skip_existings, slice_audio, slice_start_offset, slice_end_offset, progress=gr.Progress(track_tqdm=False) ):
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def prepare_dataset_proxy( voice, language, validation_text_length, validation_audio_length, skip_existings, slice_audio, trim_silence, slice_start_offset, slice_end_offset, progress=gr.Progress(track_tqdm=False) ):
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messages = []
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message = transcribe_dataset( voice=voice, language=language, skip_existings=skip_existings, progress=progress )
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messages.append(message)
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if slice_audio:
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message = slice_dataset( voice, start_offset=slice_start_offset, end_offset=slice_end_offset )
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message = slice_dataset( voice, trim_silence=trim_silence, start_offset=slice_start_offset, end_offset=slice_end_offset )
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messages.append(message)
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message = prepare_dataset( voice, use_segments=slice_audio, text_length=validation_text_length, audio_length=validation_audio_length )
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@ -421,6 +421,7 @@ def setup_gradio():
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with gr.Row():
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DATASET_SETTINGS['skip'] = gr.Checkbox(label="Skip Already Transcribed", value=False)
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DATASET_SETTINGS['slice'] = gr.Checkbox(label="Slice Segments", value=False)
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DATASET_SETTINGS['trim_silence'] = gr.Checkbox(label="Trim Silence", value=False)
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with gr.Row():
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DATASET_SETTINGS['slice_start_offset'] = gr.Number(label="Slice Start Offset", value=0)
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DATASET_SETTINGS['slice_end_offset'] = gr.Number(label="Slice End Offset", value=0)
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@ -763,6 +764,7 @@ def setup_gradio():
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slice_dataset,
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inputs=[
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DATASET_SETTINGS['voice'],
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DATASET_SETTINGS['trim_silence'],
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DATASET_SETTINGS['slice_start_offset'],
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DATASET_SETTINGS['slice_end_offset'],
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],
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