DialogZoo / src /preprocess /IEMOCAP.py
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data preprocessing update
a6326c7
from utils import parse, write_jsonl_file, read_json_file
import os
label2emotion = {
"fru": "frustrated",
"ang": "angry",
"neu": "neutral",
"exc": "excited",
"hap": "happy",
"sad": "sad",
}
def preprocess(args, split):
input_dir = os.path.join(args.input_dir, f"{split}_data.json")
data = read_json_file(input_dir)
dialogues = []
cnt = 0
for dialogue in data:
dial = {"turn": "multi", "locale": "en", "dialog": []}
for turn in dialogue:
_turn = {
"roles": [turn["speaker"]],
"utterance": turn["text"],
}
if "label" in turn:
_turn["emotions"] = [{"emotion": label2emotion[turn["label"]]}]
cnt += 1
dial["dialog"].append(_turn)
dialogues.append(dial)
write_jsonl_file(dialogues, os.path.join(args.output_dir, f"{split}.jsonl"))
if __name__ == "__main__":
args = parse()
preprocess(args, "train")
preprocess(args, "dev")
preprocess(args, "test")