import os from utils import read_jsonl_file, write_jsonl_file, parse, choices def preprocess(args, split): infile = os.path.join(args.input_dir, f"{split}.jsonl") if split == "valid": split = "dev" outfile = os.path.join(args.output_dir, f"{split}.jsonl") data = read_jsonl_file(infile) processed_data = [] for example in data: dial = { "turn": "single", "locale": "en", "dialog": [], "knowledge": {"type": "dict", "value": {}}, } dial["dialog"].append({"roles": ["USER"], "utterance": example["question"]}) example.pop("question") example.pop("id") label = example.pop("label") # assert 0 <= label <= 3 assert len(list(example.keys())) == 5 for i in range(4): answer = example[f"answer{i}"] # dial["dialog"].append( # {"roles": [f"{choices[i]} choice"], "utterance": answer} # ) dial["knowledge"]["value"][f"answer{i}"] = answer dial["dialog"][-1]["roles_to_select"] = [f"answer{label}"] dial["knowledge"]["value"]["passage"] = example["context"] processed_data.append(dial) write_jsonl_file(processed_data, outfile) if __name__ == "__main__": args = parse() preprocess(args, "train") preprocess(args, "valid")