from utils import write_jsonl_file, parse, read_line_labels import os sent_map = { "POS": "positive", "NEU": "neutral", "NEG": "negative", } def get_char_index(lengths, tok_ids): start = lengths[tok_ids[0]] + tok_ids[0] end = ( lengths[tok_ids[-1] + 1] - lengths[tok_ids[0]] + start + tok_ids[-1] - tok_ids[0] ) return start, end def parse_aspects(utterance, aspects): toks = utterance.split() lengths = list(map(lambda x: len(x), toks)) lengths = [0] + lengths for i in range(1, len(lengths)): lengths[i] += lengths[i - 1] parsed_aspects = [] for target, opinion, sentiment in aspects: target_start, target_end = get_char_index(lengths, target) opinion_start, opinion_end = get_char_index(lengths, opinion) target_value = " ".join(toks[target[0] : target[-1] + 1]) opinion_value = " ".join(toks[opinion[0] : opinion[-1] + 1]) assert target_value == utterance[target_start:target_end] assert opinion_value == utterance[opinion_start:opinion_end] parsed_aspects.append( { "target": { "value": target_value, "start": target_start, "end": target_end, }, "opinion": { "value": opinion_value, "start": opinion_start, "end": opinion_end, }, "sentiment": sent_map[sentiment], } ) return parsed_aspects def reformat(args, file): for domain in os.listdir(args.input_dir): path = os.path.join(os.path.join(args.input_dir, domain), f"{file}.txt") data = read_line_labels(path) dials = [] for line in data: utterance, aspects = line.strip().split("####") aspects = eval(aspects) dial = { "turn": "single", "locale": "en", "dialog": [ { "roles": ["USER"], "utterance": utterance, "aspects": parse_aspects(utterance, aspects), } ], } dials.append(dial) write_jsonl_file( dials, os.path.join(os.path.join(args.output_dir, domain), f"{file}.jsonl") ) def preprocess(args): reformat(args, "train") reformat(args, "dev") reformat(args, "test") if __name__ == "__main__": args = parse() preprocess(args)