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from utils import parse, write_jsonl_file
import os, json
from tqdm import tqdm
def replace(text):
text = text.strip()
if text:
return text
print("Replacing an utterance into `None`")
return "None"
def preprocess(args):
dialogs = []
dial = {
"turn": "multi",
"locale": "en",
"dialog": [],
}
pre_id = None
dial = None
roles = ["USER", "SYSTEM"]
role_idx = 0
with open(os.path.join(args.input_dir, "utterances.jsonl"), "r") as reader:
for line in tqdm(reader):
turn = json.loads(line)
if dial is None:
dial = {
"turn": "multi",
"locale": "en",
"dialog": [
{
"roles": ["USER"],
"utterance": replace(turn["text"]),
}
],
}
role_idx += 1
pre_id = turn["conversation_id"]
elif turn["conversation_id"] == pre_id:
dial["dialog"].append(
{
"roles": [roles[role_idx % 2]],
"utterance": replace(turn["text"]),
}
)
role_idx += 1
else:
dialogs.append(dial)
dial = {
"turn": "multi",
"locale": "en",
"dialog": [
{
"roles": ["USER"],
"utterance": replace(turn["text"]),
}
],
}
role_idx = 1
pre_id = turn["conversation_id"]
dialogs.append(dial)
write_jsonl_file(dialogs[:-360], os.path.join(args.output_dir, "train.jsonl"))
write_jsonl_file(dialogs[-360:-180], os.path.join(args.output_dir, "dev.jsonl"))
write_jsonl_file(dialogs[-180:], os.path.join(args.output_dir, "test.jsonl"))
if __name__ == "__main__":
args = parse()
preprocess(args)
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