The WebUI SVC pipeline currently collapses audio to mono before preprocessing and again during mixing, even though the separator supports stereo.
After modifying the code to preserve stereo:
>>> import soundfile as sf
>>> x, sr = sf.read("acc.wav")
>>> print(x.shape)
(663617, 2)
This shows the separator can output stereo when given stereo input.
In the current implementation:
_trim_and_save_audio() uses librosa.load(..., mono=True)
- final mix also uses
mono=True
This collapses stereo input before it reaches the separator.
Effect:
- Accompaniment loses stereo width
- Final output becomes fully mono
Preserving stereo significantly improves listening quality (wide instrumental + centered vocal).
Suggested changes:
-
Preserve stereo in input:
librosa.load(..., mono=False)
-
Handle shape correctly:
- (channels, samples) → transpose before saving
-
Avoid forcing mono in final mix:
librosa.load(..., mono=False)
-
Duplicate mono vocal to stereo before mixing
My Code:
def _trim_and_save_audio(src_audio_path: str, dst_wav_path: Path, max_sec: int, sr: int = SAMPLE_RATE) -> None:
audio_data, _ = librosa.load(src_audio_path, sr=sr, mono=False)
max_samples = max_sec * sr
if audio_data.ndim == 1:
audio_data = audio_data[:max_samples]
else:
audio_data = audio_data[:, :max_samples]
audio_data = audio_data.T
dst_wav_path.parent.mkdir(parents=True, exist_ok=True)
sf.write(dst_wav_path, audio_data, sr)
mix_sr = self.svc_config.audio.sample_rate
vocal, _ = librosa.load(str(generated), sr=mix_sr, mono=False)
acc, _ = librosa.load(str(acc_path), sr=mix_sr, mono=False)
if vocal.ndim == 1:
vocal = np.stack([vocal, vocal], axis=0)
if acc.ndim == 1:
acc = np.stack([acc, acc], axis=0)
if acc_shift != 0:
acc = np.stack([
librosa.effects.pitch_shift(acc[ch], sr=mix_sr, n_steps=acc_shift)
for ch in range(acc.shape[0])
], axis=0)
print(f"Applied pitch shift of {acc_shift} semitones to accompaniment to match vocal shift of {vocal_shift} semitones.")
mix_len = min(vocal.shape[-1], acc.shape[-1])
if mix_len > 0:
mixed = vocal[:, :mix_len] + acc[:, :mix_len]
peak = float(np.max(np.abs(mixed))) if mixed.size > 0 else 1.0
if peak > 1.0:
mixed = mixed / peak
mixed_path = save_dir / "generated_mixed.wav"
sf.write(str(mixed_path), mixed.T, mix_sr)
generated = mixed_path
Caveat
It slightly changes the separation result.
For example, if there is an echo of vocal panning left-to-right, in my case, it wasn't treated as vocal and remained in acc.
Maybe there is a way to keep the prompt mono anyway then sparate vocal more reliably, while turning target acc stereo?
The WebUI SVC pipeline currently collapses audio to mono before preprocessing and again during mixing, even though the separator supports stereo.
After modifying the code to preserve stereo:
This shows the separator can output stereo when given stereo input.
In the current implementation:
_trim_and_save_audio()useslibrosa.load(..., mono=True)mono=TrueThis collapses stereo input before it reaches the separator.
Effect:
Preserving stereo significantly improves listening quality (wide instrumental + centered vocal).
Suggested changes:
Preserve stereo in input:
librosa.load(..., mono=False)Handle shape correctly:
Avoid forcing mono in final mix:
librosa.load(..., mono=False)Duplicate mono vocal to stereo before mixing
My Code:
Caveat
It slightly changes the separation result.
For example, if there is an echo of vocal panning left-to-right, in my case, it wasn't treated as vocal and remained in acc.
Maybe there is a way to keep the prompt mono anyway then sparate vocal more reliably, while turning target acc stereo?