rtj8ddlZddlmZdZeddZdS)N)contextmanagercd|z}|dkr d|dz z}nd|z}d|d|}dt|z t|z }||dz|S) 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 %5.1fs z, total=F.)len)sourcemessagetime start_messagetime_str end_messagedots_lens [/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/sklearn/utils/_user_interface.py_message_with_timerszf$M byy+t#%,WWhh7KC &&&[)9)99H$}hnnkk BBc#K|dVdStj}dVtt||tj|z 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)r r starts r_print_elapsed_timer#s`" $&&   &2F2H2H52PQQRRRRRr)N)r contextlibrrrrrrsd %%%%%%CCC6SSSSSSr