o `^h@s.ddlZddlmZddZedddZdS)N)contextmanagercCsXd|}|dkrd|d}nd|}d||f}dt|t|}d||d|fS) zCreate one line message for logging purposes. Parameters ---------- source : str String indicating the source or the reference of the message. message : str Short message. time : int Time in seconds. z[%s] <z%4.1fminz %5.1fsz %s, total=%sFz%s%s%s.)len)sourcemessagetime start_messagetime_str end_messagedots_lenr[/home/air/shanriGPT/back/venv/lib/python3.10/site-packages/sklearn/utils/_user_interface.py_message_with_times rccs>|dur dVdSt}dVtt||t|dS)ajLog elapsed time to stdout when the context is exited. Parameters ---------- source : str String indicating the source or the reference of the message. message : str, default=None Short message. If None, nothing will be printed. Returns ------- context_manager Prints elapsed time upon exit if verbose. N)timeit default_timerprintr)rrstartrrr_print_elapsed_time#s  r)N)r contextlibrrrrrrrs