
    -ji                    F    S SK Jr  S SKrS SKJr  SSS.       SS jjrg)    )annotationsN)acqfi   )	n_samplesrngc                   U R                   R                  XS9nU R                  U5      n[        R                  " U5      nX5S S 24   XE   4$ )N)r   )search_spacesample_normalized_paramseval_acqf_no_gradnpargmax)r   r   r   xsresbest_is         Q/home/james-whalen/.local/lib/python3.13/site-packages/optuna/_gp/optim_sample.pyoptimize_acqf_sampler      sM     
			3	3I	3	GB

 
 
$CYYs^Fai=#+%%    )r   zacqf_module.BaseAcquisitionFuncr   intr   znp.random.RandomState | Nonereturnztuple[np.ndarray, float])
__future__r   numpyr   
optuna._gpr   acqf_moduler    r   r   <module>r      sA    "  * (,	&
)& & 
&	&
 &r   