""" wget https://figshare.com/ndownloader/files/8760241 unzip 8760241 """ import json import os from glob import glob from tqdm import tqdm from random import shuffle, seed os.makedirs('data', exist_ok=True) f_writer = open('data/t_rex.raw.jsonl', 'w') for i in tqdm(glob("*.json")): with open(i) as f: data = json.load(f) for _data in data: for triple in _data['triples']: p = triple['predicate']['surfaceform'] o = triple['object']['surfaceform'] s = triple['subject']['surfaceform'] if p is None or o is None or s is None: continue out = {"predicate": p, "object": o, "subject": s, "title": _data["title"], "text": _data["text"]} f_writer.write(json.dumps(out) + "\n") f_writer.close() seed(0) with open('data/t_rex.raw.jsonl') as f: data = [json.loads(i) for i in f.read().split('\n') if len(i) > 0] shuffle(data) train = data[:int(len(data) * 0.7)] val = data[int(len(data) * 0.7):int(len(data) * 0.85)] test = data[int(len(data) * 0.85):] for i, j in zip([train, val, test], ['train', 'validation', 'test']): with open(f'data/t_rex.raw.{j}.jsonl', 'w') as f: f.write('\n'.join([json.dumps(l) for l in i]))