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Improvements to splitter

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This commit is contained in:
James Betker 2021-09-09 23:34:56 -06:00
parent 742f9b4010
commit 76e2c497f7
2 changed files with 15 additions and 14 deletions
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2
codes/models/spleeter/separator.py
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@ -29,4 +29,4 @@ class Separator:
return {
'vocals': res[0].cpu().numpy(),
'accompaniment': res[1].cpu().numpy()
}
}

27
codes/scripts/audio/preparation/spleeter_split_voice_and_background_2.py
View File

@ -14,6 +14,7 @@ def main():
src_dir = 'F:\\split\\podcast-dump0'
output_dir = 'F:\\tmp\\out'
output_dir_bg = 'F:\\tmp\\bg'
output_dir_reject = 'F:\\tmp\\rejected'
output_sample_rate=22050
batch_size=24
@ -28,34 +29,34 @@ def main():
sep = separator.separate(waves)
for j in range(sep['vocals'].shape[0]):
vocals = sep['vocals'][j]
bg = sep['accompaniment'][j]
vmax = np.abs(vocals).mean()
bmax = np.abs(bg).mean()
wave = waves[j].cpu().numpy()[:durations[j]]
vocals = sep['vocals'][j][:durations[j]]
bg = sep['accompaniment'][j][:durations[j]]
vmax = np.abs(vocals[output_sample_rate:-output_sample_rate]).mean()
bmax = np.abs(bg[output_sample_rate:-output_sample_rate]).mean()
# Only output to the "good" sample dir if the ratio of background noise to vocal noise is high enough.
ratio = vmax / (bmax+.0000001)
if ratio >= 25: # These values were derived empirically
if ratio >= 4: # These values were derived empirically
od = output_dir
out_sound = waves[j].cpu().numpy()
elif ratio <= 1:
out_sound = wave
elif ratio <= 2:
od = output_dir_bg
out_sound = bg
else:
continue
print(f"Reject {paths[j]}: {ratio}")
od = output_dir_reject
out_sound = wave
# Strip out channels.
if len(out_sound.shape) > 1:
out_sound = out_sound[:, 0] # Just use the first channel.
# Resize to true duration
out_sound = out_sound[:durations[j]]
# Compile an output path.
path = paths[j]
reld = os.path.relpath(os.path.dirname(path), src_dir)
reld = str(os.path.relpath(os.path.dirname(path), src_dir)).strip()
os.makedirs(os.path.join(od, reld), exist_ok=True)
relp = os.path.relpath(path, src_dir)
output_path = os.path.join(od, relp)
output_path = os.path.join(od, reld, os.path.basename(path))
wavfile.write(output_path, output_sample_rate, out_sound)