import re def pre_caption(caption, max_words = 64): caption_raw = caption caption = re.sub( r"([,.'!?\"()*#:;~])", ' ', caption.lower(), ).replace('-', ' ').replace('/', ' ').replace('', 'person') caption = re.sub( r"\s{2,}", ' ', caption, ) caption = caption.rstrip('\n') caption = caption.strip(' ') # truncate caption caption_words = caption.split(' ') if len(caption_words) > max_words: caption = ' '.join(caption_words[:max_words]) if not len(caption): raise ValueError(f"pre_caption yields invalid text (raw: {caption_raw})") return caption def pre_caption_list(captionList, max_words = 64): newCaptionList = [pre_caption(caption, max_words) for caption in captionList] return newCaptionList