AnAutomaticPencil's picture
data preprocessing update
a6326c7
from utils import read_json_file, parse, write_jsonl_file
import os
def reformat(args, file):
path = os.path.join(args.input_dir, f"{file}.json")
data = read_json_file(path)
turns = []
for turn in data:
t = {"turn": "multi", "locale": "en", "dialog": []}
for i, utt in enumerate(turn["History"][2:]):
d = {"roles": [("USER", "SYSTEM")[i % 2]], "utterance": utt}
t["dialog"].append(d)
d = {
"roles": ["USER"],
"utterance": turn["Question"],
"rewritten": turn["Rewrite"],
}
t["dialog"].append(d)
t["knowledge"] = {
"type": "dict",
"value": {
"article title": turn["History"][0],
"section title": turn["History"][1],
},
}
turns.append(t)
write_jsonl_file(turns, os.path.join(args.output_dir, f"{file}.jsonl"))
def preprocess(args):
reformat(args, "train")
reformat(args, "dev")
reformat(args, "test")
if __name__ == "__main__":
args = parse()
preprocess(args)