|
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") |
|
|