prepare.py

import json

q_main_types = {}
q_sub_types = {}

for line in open('question_types.txt'):
    if line.startswith(" "):
        sub_type, sub_desc = line.strip().split(maxsplit=1)
        q_sub_types[f"{main_type}:{sub_type}"] = f"{sub_desc}"
    else:
        main_type, main_desc = line.strip().split(maxsplit=1)
        q_main_types[main_type] = main_desc

print(q_main_types)
print(q_sub_types)

label2int = {}
label2int_coarse = {}

def prepare(in_path, out_path):
    with open(in_path, encoding='utf8') as fIn, open(out_path, "w") as fOut:
        for line in fIn:
            label, text = line.strip().split(maxsplit=1)

            label_coarse = label.split(":")[0]

            if label not in label2int:
                label2int[label] = len(label2int)

            if label_coarse not in label2int_coarse:
                label2int_coarse[label_coarse] = len(label2int_coarse)
            
        
            fOut.write(json.dumps({'text': text, 
                                    'label': label2int[label], 
                                    'label_text': q_sub_types[label],
                                    'label_original': label,
                                    'label_coarse': label2int_coarse[label_coarse], 
                                    'label_coarse_text': q_main_types[label_coarse],
                                    'label_coarse_original': label_coarse})+"\n")

prepare("train_5500.label", "train.jsonl")
prepare("TREC_10.label", "test.jsonl")