from datasets import load_dataset from itertools import islice import sys import time from tqdm import tqdm total_size = 0 for x in ["arxiv", "wiki", "math-dataset", "stack-exchange", "books", "formal"]: dataset = load_dataset("./proof-pile.py", x) size = dataset["train"].dataset_size / 2**30 total_size += size print(x.upper()) print(dataset) for x in tqdm(dataset["train"]): print("EXAMPLE INSTANCE (trimmed):") print(x["text"][:100]) break then = time.time() for x in tqdm(dataset["train"]): pass now = time.time() print(f"{size} GB TRAIN TOTAL") print(f"TRAVERSED IN {now-then} SECONDS") print(f"{total_size} GB ACROSS ALL CONFIGS")