import logging import os def setup_logging(level: str = "INFO"): """Attach a StreamHandler to the ``astrai`` logger (idempotent). Call once per process at the top of CLI scripts. Set ``ASTR_LOG_LEVEL`` env var to override the default level. Level names: ``DEBUG``, ``INFO``, ``WARNING``, ``ERROR``, ``CRITICAL``. ``DEBUG`` enables per-step prefill/decode timing logs (:func:`astrai.inference.runtime.executor.timed`). """ logger = logging.getLogger("astrai") if logger.handlers: return level_name = os.environ.get("ASTR_LOG_LEVEL", level).upper() logger.setLevel(getattr(logging, level_name, logging.INFO)) handler = logging.StreamHandler() handler.setFormatter( logging.Formatter( "%(asctime)s | %(levelname)-7s | %(name)s | %(message)s", datefmt="%Y-%m-%d %H:%M:%S", ) ) logger.addHandler(handler)