DialogZoo / src /preprocess /CommonsenseQA_2.0.py
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data preprocessing update
a6326c7
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"CSQA2_{split}.json")
outfile = os.path.join(args.output_dir, f"{split}.jsonl")
data = read_jsonl_file(infile)
processed_data = []
for example in data:
knowledge = dict()
if example["relational_prompt_used"]:
knowledge["relational prompt"] = example["relational_prompt"]
if example["topic_prompt_used"]:
knowledge["topic prompt"] = example["topic_prompt"]
dial = {
"turn": "single",
"locale": "en",
"dialog": [],
"knowledge": {"type": "dict", "value": knowledge},
}
dial["dialog"].append({"roles": ["USER"], "utterance": example["question"]})
answer = example["answer"]
label = -1
for idx, choice in enumerate(["yes", "no"]):
dial["knowledge"]["value"][chr(ord('A') + idx)] = choice
if choice == answer:
assert label == -1
label = idx
assert label >= 0
dial["dialog"][-1]["roles_to_select"] = chr(ord('A') + label)
processed_data.append(dial)
write_jsonl_file(processed_data, outfile)
if __name__ == "__main__":
args = parse()
preprocess(args, "train")
preprocess(args, "dev")