import re import textgrid import wave def get_utterances_textgrid(tg_path): tg = textgrid.TextGrid() tg.read(tg_path) utterances = [] for tier in tg.tiers: for interval in tier.intervals: if len(interval.mark) > 0: utterances.append({'text': interval.mark, 'from': interval.minTime, 'to': interval.maxTime}) return utterances def get_utterances_audacity(aud_path): with open(aud_path, 'r') as _f: lines = _f.readlines() utterances = [] for line in lines: components = line.split('\t') text = components[2].strip() utterances.append({'text': text, 'from': float(components[0]), 'to': float(components[1])}) return utterances def get_partial_audio(audio_file_path, from_sec, to_sec): with wave.open(audio_file_path, 'rb') as f: framerate = f.getframerate() assert framerate == 16000, 'Wave file framerate needs to be 16000!' n_frames = f.getnframes() frames = f.readframes(n_frames) from_bytes = 2 * int(from_sec * framerate) # We need to make sure to only get full frames (2 bytes) to_bytes = 2 * int(to_sec * framerate) return frames[from_bytes:to_bytes] def write_wave(file_path, audio_frames): with wave.open(file_path, 'wb') as f: f.setparams((1, 2, 16000, 0, 'NONE', 'no compression')) f.writeframes(audio_frames) def strip_transcript_tags(text): tags = ["", "", "", ""] for t in tags: text = text.replace(t, "") text = re.sub(r'\s+', ' ', text) text = text.lstrip().rstrip() return text def preprocess_text(text): text = strip_transcript_tags(text) text = text.lower() text = text.replace('-', ' ') text = re.sub(r'[^a-z \']+', '', text) text = re.sub(r'\s+', ' ', text) text = text.lstrip().rstrip() return text