import gzip from concurrent.futures import ProcessPoolExecutor import random from tqdm.auto import tqdm MONTHS = ["01", "02", "03", "04", "05", "06", "07", "08", "09", "10", "11", "12"] def process_month(month): train = gzip.open(f"train/2022-{month}.jsonl.gz", "wb") val = gzip.open(f"val/2022-{month}.jsonl.gz", "wb") test = gzip.open(f"test/2022-{month}.jsonl.gz", "wb") with gzip.open(f"all/2022-{month}.jsonl.gz", "rb") as f: for i, line in tqdm(enumerate(f)): rand = random.random() if rand <= 0.001: val.write(line) elif rand <= 0.002: test.write(line) else: train.write(line) train.close() val.close() test.close() ppe = ProcessPoolExecutor(12) for _ in ppe.map(process_month, MONTHS): ... ppe.shutdown() print("Done!") ppe.shutdown() print("Done!")