L iBddlmZddlZddlmZddd ddZy)) annotationsN)acqfi) n_samplesrngc|jj||}|j|}tj|}||ddf||fS)N)r) search_spacesample_normalized_paramseval_acqf_no_gradnpargmax)rrrxsresbest_is ]/mnt/ssd/data/python-lab/Trading/venv/lib/python3.12/site-packages/optuna/_gp/optim_sample.pyoptimize_acqf_samplersS    3 3I3 3 GB   $C YYs^F fai=#f+ %%)rzacqf_module.BaseAcquisitionFuncrintrznp.random.RandomState | Nonereturnztuple[np.ndarray, float]) __future__rnumpyr optuna._gpr acqf_modulerrrrsA"* (, & ) & & & &  &r