}||||ddf}|jd|k(sJtj||dk(r>J]zy)z'Validate output for predict leaf tests.rN)rangeshapenpall)rr ijk tree_groups ZC:\Crop_Prediction\Backend\crop-ai-system\venv\Lib\site-packages\xgboost/testing/shared.pyvalidate_leaf_outputrs 4::a= !;tzz!}% ;A4::a=) ;!!Q1*- !''*.???vvjJqM9::  ; ;;dmatrixmodelXyc>|jdgdtdtdtffd }||_|dj||||fgddk(sJdd<|j }|dj||||fgdd k(sJ|_y ) z/Assert that we don't create duplicated DMatrix.rselfkwargsr c0dxxdz cc<|fi|S)Nrr )rrcountold_inits rnew_initz.validate_data_initialization..new_init$s  aA '''rr ) n_estimators)eval_setr N)__init__rrfitcopy)rrrrr$y_copyr"r#s @@rvalidate_data_initializationr+s H CE(s(c(h( G qaq!fX6 8q=E!H VVXF qaq&k]; 8q=Grfw parser_path tree_methodctj5}d}|||}|j|||tjj |d} |j | t| dd5} tj| }dddtjjd |} | Jtjj| } | jJ| jj| | j!|}i} d }|j"D]}t%|j&}||z }t)|D]f}|j+|r| j-|j/|dd | |j/|<K| |j/|xxd z cc<ht1j2t5| j7}t9|j7}t9t;|\}}t=j>||d }|cdddS#1swYxYw#1swYyxYw) z*Get feature weights using the demo parser.g?)r.colsample_bynode)feature_weightsz model.jsonrzutf-8)encodingN JsonParserrr )deg) tempfileTemporaryDirectoryr(ospathjoin save_modelopenjsonload importlibutilspec_from_file_locationmodule_from_specloader exec_moduleModeltreeslennodesris_leafget split_index collections OrderedDictsorteditemslistziprpolyfit)rrr,r-r.rtmpdirr0reg model_pathfdspecjsonmsplits total_nodestreen_nodesnodtuplesrvws rget_feature_weightsrb6s  $ $ &!& >NO 1b)WW\\&,7  z" *cG 4 "IIbME "~~55lKP//5{{&& & E"!# KK 5D$**oG 7 "K7^ 5<<?::d..q148@23F4++A./4++A./14/  5 5 $ $VFLLN%; <bhhj!CL!1 JJq! #C!! " "!!s%A H<5H/ FH</H9 4H<<I)__doc__rLimportlib.utilr?r=r8r6typingrrrrnumpyrxgboostxgbxgboost._typingrndarrayintrXGBModelr+ XGBRegressorstrrbr!rrros) ,,%;rzz;c;d;  s||, 1: ?H   @!$ 0 0 *** * *  *   *ZZ*r