from utils import read_json_file, parse, write_jsonl_file import os def load_intent2domain(args): data = read_json_file(os.path.join(args.input_dir, "domains.json")) intent2domain = {"oos": "oos"} for domain in data: for intent in data[domain]: assert intent not in intent2domain intent2domain[intent] = domain return intent2domain def load_sent2domain(filename, intent2domain): data = read_json_file(filename) sent2domain = dict() for split in data: for example in data[split]: sent2domain[example[0]] = intent2domain[example[1]] return sent2domain def reformat(data_file, data_dir, sent2domain): origin_data = read_json_file(data_file) data = dict() for split in origin_data: if "oos" in split: continue data[split] = [] for example in origin_data[split]: dial = { "turn": "single", "locale": "en", "domain": [sent2domain[example[0]]] if example[0] in sent2domain else ["oos"], "dialog": [ { "roles": ["USER"], "utterance": example[0], "active_intents": [example[1]], } ], } data[split].append(dial) for split in data: if "val" in split: part = split.replace("val", "dev") else: part = split outfile = os.path.join(data_dir, f"{part}.jsonl") write_jsonl_file(data[split], outfile) def preprocess(args): intent2domain = load_intent2domain(args) sent2domain = load_sent2domain( os.path.join(args.input_dir, "data_full.json"), intent2domain ) data_file = os.path.join(args.input_dir, "data_full.json") # data_dir = os.path.join(args.output_dir, filename[:-5]) data_dir = args.output_dir reformat(data_file, data_dir, sent2domain) if __name__ == "__main__": args = parse() preprocess(args)