Spaces:
Sleeping
Sleeping
ziqiangao
commited on
Commit
·
62ee3db
1
Parent(s):
a310a15
try it on here
Browse files
app.py
CHANGED
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import gradio as gr
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import gradio as gr
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import numpy as np
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import soundfile as sf
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from scipy import signal
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def extract_phantom_center_test(input_file, output_format, rdf=0.99999):
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output_file = f"other.{output_format}"
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output_center_file = f"center.{output_format}"
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data, samplerate = sf.read(input_file)
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if data.ndim != 2 or data.shape[1] != 2:
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raise ValueError("A stereo file is required (2 channels)")
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left = data[:, 0]
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right = data[:, 1]
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mono = np.mean(data, axis=1)
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nperseg = samplerate # window size
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noverlap = nperseg // 2 # overlap
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f, t, Z_left = signal.stft(left, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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f, t, Z_right = signal.stft(right, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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f, t, Z_mono = signal.stft(mono, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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Z_common_left = np.minimum(np.abs(Z_left), np.abs(Z_right)) * np.exp(1j * np.angle(Z_mono))
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Z_common_right = np.minimum(np.abs(Z_left), np.abs(Z_right)) * np.exp(1j * np.angle(Z_mono))
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reduction_factor = rdf
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Z_new_left = Z_left - Z_common_left * reduction_factor
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Z_new_right = Z_right - Z_common_right * reduction_factor
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_, new_left = signal.istft(Z_new_left, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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_, new_right = signal.istft(Z_new_right, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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_, common_signal_left = signal.istft(Z_common_left, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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_, common_signal_right = signal.istft(Z_common_right, fs=samplerate, nperseg=nperseg, noverlap=noverlap)
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new_left = new_left[:len(left)]
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new_right = new_right[:len(right)]
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common_signal_left = common_signal_left[:len(left)]
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common_signal_right = common_signal_right[:len(right)]
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peak = max(np.max(np.abs(new_left)), np.max(np.abs(new_right)))
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if peak > 1.0:
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new_left /= peak
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new_right /= peak
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sf.write(output_file, np.column_stack((new_left, new_right)), samplerate)
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sf.write(output_center_file, np.column_stack((common_signal_left, common_signal_right)), samplerate)
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return output_file, output_center_file
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with gr.Blocks(title="Phantom Center Extraction", theme=gr.themes.Soft()) as demo:
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gr.Markdown("# Phantom Center Extraction")
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input_audio = gr.Audio(label="Upload stereo audio", type="filepath")
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reduction_f = gr.Slider(0.1, 1.0, value=0.99999, step=0.00001, label="Reduction Factor (rdf)", interactive=True)
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output_format = gr.Dropdown(choices=["flac", "wav"], value="flac", label="Export format")
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extract_btn = gr.Button("Separate")
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with gr.Row():
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side_audio = gr.Audio(label="Other audio", type="filepath", interactive=False)
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center_audio = gr.Audio(label="Phantom center audio", type="filepath", interactive=False)
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extract_btn.click(
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fn=extract_phantom_center_test,
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inputs=[input_audio, output_format, reduction_f],
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outputs=[side_audio, center_audio]
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)
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0")
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