add audio and video blocks
Browse files
app.py
CHANGED
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from speechbrain.inference.separation import SepformerSeparation as separator
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import torchaudio
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import gradio as gr
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def speechbrain(
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article = "<p style='text-align: center'><a href='https://arxiv.org/abs/2010.13154' target='_blank'>Attention is All You Need in Speech Separation</a> | <a href='https://github.com/speechbrain/speechbrain/tree/develop/templates/enhancement' '_blank'>Github Repo</a></p>"
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examples = [
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['samples_audio_samples_test_mixture.wav']
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]
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demo = gr.Interface(
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fn=speechbrain,
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inputs=gr.Audio(type="filepath"),
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outputs=[
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gr.Audio(label="Output Audio", type="filepath")
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],
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title=title,
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description=description,
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article=article,
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examples=examples
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)
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demo.launch()
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import os
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from speechbrain.inference.separation import SepformerSeparation as separator
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import torchaudio
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import gradio as gr
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from moviepy.editor import VideoFileClip
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def convert_video_to_audio(video_input):
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video_clip = VideoFileClip(video_input)
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audio_clip = video_clip.audio
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audio_clip_filepath = os.path.normpath(f"{video_input.split('.')[0]}.m4a")
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audio_clip.write_audiofile(audio_clip_filepath, codec='aac')
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audio_clip.close()
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video_clip.close()
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return audio_clip_filepath
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def speechbrain(input_obj, input_obj_type):
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if input_obj_type == "video":
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aud = convert_video_to_audio(input_obj)
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est_sources = model.separate_file(path=aud)
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torchaudio.save("clean_audio_file.wav", est_sources[:, :, 0].detach().cpu(), 8000)
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return "clean_audio_file.wav"
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def main():
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with gr.Blocks(title="Speech Enhancement", delete_cache=(86400, 86400), theme=gr.themes.Base()) as demo:
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description = "Gradio demo for Speech Enhancement by SpeechBrain. To use it, simply upload your audio, or click one of the examples to load them. Read more at the links below."
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article = "<p style='text-align: center'><a href='https://arxiv.org/abs/2010.13154' target='_blank'>Attention is All You Need in Speech Separation</a> | <a href='https://github.com/speechbrain/speechbrain/tree/develop/templates/enhancement' '_blank'>Github Repo</a></p>"
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examples = [
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['samples_audio_samples_test_mixture.wav']
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]
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with gr.Tabs(selected="video") as tabs:
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with gr.Tab("Video", id="video"):
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gr.Interface(
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fn=speechbrain,
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inputs=[
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gr.Video(type="filepath"),
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gr.Radio(choices=["video"], value="video", label="File Type")
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]
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outputs=[
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gr.Audio(label="Output Audio", type="filepath")
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],
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description=description,
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article=article,
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examples=examples
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)
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with gr.Tab("Audio", id="audio"):
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gr.Interface(
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fn=speechbrain,
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inputs=[
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gr.Audio(type="filepath"),
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gr.Radio(choices=["audio"], value="audio", label="File Type")
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]
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outputs=[
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gr.Audio(label="Output Audio", type="filepath"),
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],
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description=description,
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article=article,
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examples=examples
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)
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demo.launch()
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if __name__ == '__main__':
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main()
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