| import os |
| from utils import read_json_file, parse, write_jsonl_file |
| import pandas as pd |
|
|
|
|
| idx2emotions = [ |
| "admiration", |
| "amusement", |
| "anger", |
| "annoyance", |
| "approval", |
| "caring", |
| "confusion", |
| "curiosity", |
| "desire", |
| "disappointment", |
| "disapproval", |
| "disgust", |
| "embarrassment", |
| "excitement", |
| "fear", |
| "gratitude", |
| "grief", |
| "joy", |
| "love", |
| "nervousness", |
| "optimism", |
| "pride", |
| "realization", |
| "relief", |
| "remorse", |
| "sadness", |
| "surprise", |
| ] |
|
|
|
|
| def preprocess(args, split): |
| output_file = os.path.join(args.output_dir, f"{split}.jsonl") |
| if split == "dev": |
| split = "valid" |
|
|
| input_file = os.path.join(args.input_dir, f"{split}.csv") |
|
|
| data = pd.read_csv(input_file) |
|
|
| utterances = data["text"].values |
| emotion_ids = data["label"].values |
|
|
| processed_data = [] |
| for index, utterance in enumerate(utterances): |
| dialogue = { |
| "turn": "single", |
| "locale": "en", |
| "dialog": [{"roles": ["USER"], "utterance": utterance, "emotions": []}], |
| } |
|
|
| dialogue["dialog"][-1]["emotions"].append( |
| {"emotion": idx2emotions[emotion_ids[index]]} |
| ) |
|
|
| processed_data.append(dialogue) |
|
|
| write_jsonl_file(processed_data, output_file) |
|
|
|
|
| if __name__ == "__main__": |
| args = parse() |
| preprocess(args, "train") |
| preprocess(args, "dev") |
| preprocess(args, "test") |
|
|
