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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(
{
"target": {
"value": aspect.attrib["term"],
"start": int(aspect.attrib["from"]),
"end": int(aspect.attrib["to"]),
},
"sentiment": aspect.attrib["polarity"],
}
)
write_jsonl_file(processed_data, outfile)
if __name__ == "__main__":
args = parse()
preprocess(args, "train")
preprocess(args, "val")
preprocess(args, "test")
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