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| import numpy as np | |
| import pyworld | |
| from modules.F0Predictor.F0Predictor import F0Predictor | |
| class DioF0Predictor(F0Predictor): | |
| def __init__(self,hop_length=512,f0_min=50,f0_max=1100,sampling_rate=44100): | |
| self.hop_length = hop_length | |
| self.f0_min = f0_min | |
| self.f0_max = f0_max | |
| self.sampling_rate = sampling_rate | |
| self.name = "dio" | |
| def interpolate_f0(self,f0): | |
| ''' | |
| 对F0进行插值处理 | |
| ''' | |
| vuv_vector = np.zeros_like(f0, dtype=np.float32) | |
| vuv_vector[f0 > 0.0] = 1.0 | |
| vuv_vector[f0 <= 0.0] = 0.0 | |
| nzindex = np.nonzero(f0)[0] | |
| data = f0[nzindex] | |
| nzindex = nzindex.astype(np.float32) | |
| time_org = self.hop_length / self.sampling_rate * nzindex | |
| time_frame = np.arange(f0.shape[0]) * self.hop_length / self.sampling_rate | |
| if data.shape[0] <= 0: | |
| return np.zeros(f0.shape[0], dtype=np.float32),vuv_vector | |
| if data.shape[0] == 1: | |
| return np.ones(f0.shape[0], dtype=np.float32) * f0[0],vuv_vector | |
| f0 = np.interp(time_frame, time_org, data, left=data[0], right=data[-1]) | |
| return f0,vuv_vector | |
| def resize_f0(self,x, target_len): | |
| source = np.array(x) | |
| source[source<0.001] = np.nan | |
| target = np.interp(np.arange(0, len(source)*target_len, len(source))/ target_len, np.arange(0, len(source)), source) | |
| res = np.nan_to_num(target) | |
| return res | |
| def compute_f0(self,wav,p_len=None): | |
| if p_len is None: | |
| p_len = wav.shape[0]//self.hop_length | |
| f0, t = pyworld.dio( | |
| wav.astype(np.double), | |
| fs=self.sampling_rate, | |
| f0_floor=self.f0_min, | |
| f0_ceil=self.f0_max, | |
| frame_period=1000 * self.hop_length / self.sampling_rate, | |
| ) | |
| f0 = pyworld.stonemask(wav.astype(np.double), f0, t, self.sampling_rate) | |
| for index, pitch in enumerate(f0): | |
| f0[index] = round(pitch, 1) | |
| return self.interpolate_f0(self.resize_f0(f0, p_len))[0] | |
| def compute_f0_uv(self,wav,p_len=None): | |
| if p_len is None: | |
| p_len = wav.shape[0]//self.hop_length | |
| f0, t = pyworld.dio( | |
| wav.astype(np.double), | |
| fs=self.sampling_rate, | |
| f0_floor=self.f0_min, | |
| f0_ceil=self.f0_max, | |
| frame_period=1000 * self.hop_length / self.sampling_rate, | |
| ) | |
| f0 = pyworld.stonemask(wav.astype(np.double), f0, t, self.sampling_rate) | |
| for index, pitch in enumerate(f0): | |
| f0[index] = round(pitch, 1) | |
| return self.interpolate_f0(self.resize_f0(f0, p_len)) | |