with asyncio.timeout
Leveraging functools.lru_cache for memoization and itertools for memory-efficient data processing allows you to handle massive datasets without exhausting system RAM. 6. Dependency Injection for Testability Hard-coding dependencies makes testing a nightmare. with asyncio
import hashlib with pikepdf.Pdf.open("doc.pdf") as pdf: page0_hash = hashlib.blake2b(pdf.pages[0].read_raw_bytes()).hexdigest() with asyncio