| import os | |
| from utils import read_csv_file, parse, write_jsonl_file | |
| def parse_knowledge(mr): | |
| svt = mr.split(",") | |
| knowledge = dict() | |
| for svp in svt: | |
| slot, value = svp.strip().split("[") | |
| assert value[-1] == "]" | |
| slot = slot.strip() | |
| value = value[:-1].strip() | |
| knowledge[slot] = value | |
| return {"type": "dict", "value": knowledge} | |
| def preprocess(args, split): | |
| if split != "test": | |
| infile = os.path.join(args.input_dir, f"{split}set.csv") | |
| else: | |
| infile = os.path.join(args.input_dir, "testset_w_refs.csv") | |
| outfile = os.path.join(args.output_dir, f"{split}.jsonl") | |
| processed_data = [] | |
| data = read_csv_file(infile) | |
| mrs = data["mr"].values | |
| refs = data["refs"] = data["ref"].values | |
| mr2refs = dict() | |
| for mr, ref in zip(mrs, refs): | |
| if mr not in mr2refs: | |
| mr2refs[mr] = [] | |
| mr2refs[mr].append(ref) | |
| for mr in mr2refs: | |
| refs = mr2refs[mr] | |
| dial = { | |
| "turn": "single", | |
| "locale": "en", | |
| "dialog": [], | |
| "knowledge": parse_knowledge(mr), | |
| } | |
| for ref in refs: | |
| dial["dialog"].append({"roles": ["SYSTEM"], "utterance": ref.strip()}) | |
| processed_data.append(dial) | |
| write_jsonl_file(processed_data, outfile) | |
| if __name__ == "__main__": | |
| args = parse() | |
| preprocess(args, "train") | |
| preprocess(args, "dev") | |
| preprocess(args, "test") | |