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")