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https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI.git
synced 2025-05-06 20:01:37 +08:00
some change precision audio processing
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a4c64b0253
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@ -33,7 +33,9 @@ class FeatureInput(object):
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self.f0_mel_max = 1127 * np.log(1 + self.f0_max / 700)
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def compute_f0(self, path, f0_method):
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x, sr = librosa.load(path, self.fs)
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# default resample type of librosa.resample is "soxr_hq".
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# Quality: soxr_vhq > soxr_hq
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x, sr = librosa.load(path, self.fs, res_type='soxr_vhq')
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p_len = x.shape[0] // self.hop
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assert sr == self.fs
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if f0_method == "pm":
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@ -12,10 +12,10 @@ def load_audio(file, sr):
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) # 防止小白拷路径头尾带了空格和"和回车
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out, _ = (
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ffmpeg.input(file, threads=0)
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.output("-", format="s16le", acodec="pcm_s16le", ac=1, ar=sr)
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.output("-", format="f32le", acodec="pcm_f32le", ac=1, ar=sr)
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.run(cmd=["ffmpeg", "-nostdin"], capture_stdout=True, capture_stderr=True)
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)
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except Exception as e:
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raise RuntimeError(f"Failed to load audio: {e}")
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return np.frombuffer(out, np.int16).flatten().astype(np.float32) / 32768.0
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return np.frombuffer(out, np.float32).flatten()
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@ -59,19 +59,25 @@ class PreProcess:
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wavfile.write(
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"%s/%s_%s.wav" % (self.gt_wavs_dir, idx0, idx1),
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self.sr,
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(tmp_audio * 32768).astype(np.int16),
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(tmp_audio * 1).astype(np.float32),
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)
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tmp_audio = librosa.resample(tmp_audio, orig_sr=self.sr, target_sr=16000)
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# default resample type of librosa.resample is "soxr_hq".
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# Quality: soxr_vhq > soxr_hq
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tmp_audio = librosa.resample(tmp_audio, orig_sr=self.sr, target_sr=16000, res_type="soxr_vhq")
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wavfile.write(
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"%s/%s_%s.wav" % (self.wavs16k_dir, idx0, idx1),
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16000,
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(tmp_audio * 32768).astype(np.int16),
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(tmp_audio * 1).astype(np.float32),
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)
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def pipeline(self, path, idx0):
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try:
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audio = load_audio(path, self.sr)
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audio = signal.filtfilt(self.bh, self.ah, audio)
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# zero phased digital filter cause pre-ringing noise...
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# audio = signal.filtfilt(self.bh, self.ah, audio)
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audio = signal.lfilter(self.bh, self.ah, audio)
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idx1 = 0
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for audio in self.slicer.slice(audio):
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i = 0
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