| from utils import parse, write_jsonl_file |
| import xml.etree.ElementTree as ET |
| import os |
|
|
|
|
| def preprocess(args, split): |
| infile = os.path.join(args.input_dir, f"{split}.xml") |
|
|
| if split == "val": |
| split = "dev" |
|
|
| outfile = os.path.join(args.output_dir, f"{split}.jsonl") |
|
|
| tree = ET.parse(infile) |
| processed_data = [] |
|
|
| for sentence in tree.getroot(): |
| processed_data.append( |
| { |
| "turn": "single", |
| "locale": "en", |
| "dialog": [ |
| {"roles": ["USER"], "utterance": sentence[0].text, "aspects": []} |
| ], |
| } |
| ) |
|
|
| for aspect in sentence[1]: |
| processed_data[-1]["dialog"][-1]["aspects"].append( |
| { |
| "category": aspect.attrib["category"], |
| "sentiment": aspect.attrib["polarity"], |
| } |
| ) |
|
|
| write_jsonl_file(processed_data, outfile) |
|
|
|
|
| if __name__ == "__main__": |
| args = parse() |
|
|
| preprocess(args, "train") |
| preprocess(args, "val") |
| preprocess(args, "test") |
|
|
