import numpy as np def norm_f0(f0, uv=None): if uv is None: uv = f0 == 0 f0 = np.log2(f0 + uv) # avoid arithmetic error f0[uv] = -np.inf return f0 def interp_f0(f0, uv=None): if uv is None: uv = f0 == 0 f0 = norm_f0(f0, uv) if uv.any() and not uv.all(): f0[uv] = np.interp(np.where(uv)[0], np.where(~uv)[0], f0[~uv]) return denorm_f0(f0, uv=None), uv def denorm_f0(f0, uv, pitch_padding=None): f0 = 2 ** f0 if uv is not None: f0[uv > 0] = 0 if pitch_padding is not None: f0[pitch_padding] = 0 return f0