as_completed vs wait: Futures Localhost Lab
Hands-on concurrent.futures as_completed vs wait lab with measured completion timing on Linux localhost.
Hands-on concurrent.futures as_completed vs wait lab with measured completion timing on Linux localhost.
Hands-on tarfile vs zipfile create+extract lab: real MB/s on a mixed small-file fixture (uncompressed tar vs zip), measured on Linux localhost for SREs.
Hands-on os.scandir vs listdir vs Path.iterdir lab: real entries/s for names and is_file on a synthetic tree, measured on Linux localhost (lab) for SREs.
BytesIO vs SpooledTemporaryFile growth throughput across the spool threshold, compared with NamedTemporaryFile on Linux localhost.
WeakValueDictionary vs strong dict cache: insert and lookup throughput, plus GC-driven drop on Linux localhost.
Hands-on Decimal vs float cumulative sum lab: real ops/s plus a simple accuracy note (not financial advice), measured on Linux localhost (lab) for SREs.
Hands-on threading.local vs tid-keyed dict vs module-global lab: real ops/s for per-thread state access patterns, measured on Linux localhost for SREs.
Hands-on mmap vs read vs chunked sequential byte-sum scan lab: real MB/s on a generated fixture (not page-touch), measured on Linux localhost for SREs.