import numpy as np PITCH_EXTRACTOR = {} def register_pitch_extractor(name): def register_pitch_extractor_(cls): PITCH_EXTRACTOR[name] = cls return cls return register_pitch_extractor_ def get_pitch_extractor(name): return PITCH_EXTRACTOR[name] def extract_pitch_simple(wav): from utils.commons.hparams import hparams return extract_pitch(hparams['pitch_extractor'], wav, hparams['hop_size'], hparams['audio_sample_rate'], f0_min=hparams['f0_min'], f0_max=hparams['f0_max']) def extract_pitch(extractor_name, wav_data, hop_size, audio_sample_rate, f0_min=75, f0_max=800, **kwargs): return get_pitch_extractor(extractor_name)(wav_data, hop_size, audio_sample_rate, f0_min, f0_max, **kwargs) @register_pitch_extractor('parselmouth') def parselmouth_pitch(wav_data, hop_size, audio_sample_rate, f0_min, f0_max, voicing_threshold=0.6, *args, **kwargs): import parselmouth time_step = hop_size / audio_sample_rate * 1000 n_mel_frames = int(len(wav_data) // hop_size) f0_pm = parselmouth.Sound(wav_data, audio_sample_rate).to_pitch_ac( time_step=time_step / 1000, voicing_threshold=voicing_threshold, pitch_floor=f0_min, pitch_ceiling=f0_max).selected_array['frequency'] pad_size = (n_mel_frames - len(f0_pm) + 1) // 2 f0 = np.pad(f0_pm, [[pad_size, n_mel_frames - len(f0_pm) - pad_size]], mode='constant') return f0