h7$ddlZddlmZddlmZddlZddlmZddl m Z ddl m Z ddl mZmZddgdd gd d gd d ggZejeZgd Zgd Zejd d dgejdddgejdddgejdddgdZd+dZdZdZejddd ed!fgd"Zejd#ded zgd$Zejd%ed&fd'gd(Zejd)ded zgd*ZdS),N)sparse)stats)l1_min_c) LinearSVC)LogisticRegression set_seed_wrapbounded_rand_int_wrap)rr r r )r rrloss squared_hingelogX_labelrdenseY_label two-classes multi-classintercept_label no-intercept fit-interceptcttd}ttd}ddidddd}||}||}||} t |||fi| dS) N)rr)rr fit_interceptFT )rintercept_scaling)rr)sparse_Xdense_XY1Y2check_l1_min_c) rrrrXsYs interceptsXYintercept_paramss Y/var/www/html/Sam_Eipo/venv/lib/python3.11/site-packages/sklearn/svm/tests/test_bounds.py test_l1_min_cr)s} w / /BB / /B(%0+/bIIJ 7 A 7 A!/21a22!122222T?ct|||||}tddtdddd|}||_||_||_|||tj|j d k sJtj|j d k sJ|d z|_|||tj|j d k s1tj|j d k sJdSdS) N)rrrl1 liblinear)penaltysolverrF)rr/dual)rrrg)\(?) rrrrrCfitnpasarraycoef_all intercept_any)r%yrrrmin_cclfs r(r!r!&sO   #+    E"${CCC"ERRR    C &C-C CEGGAqMMM Jsy ! !Q & + + - --- - Js~ & &! + 0 0 2 222 2 DLCEGGAqMMM Jsy ! !Q & + + - -X"*S^2L2LPQ2Q1V1V1X1XXX XXXXXr*cddgddgg}ddg}tjt5t||ddddS#1swxYwYdS)Nrr )pytestraises ValueErrorr)r%r:s r(test_ill_posed_min_crAAs Q!QA AA z " "AsAA Alz seed, val)NQ)r6 ct|t|td}||ksJd|d|ddS)z3Test that `set_seed` produces deterministic resultsNdz Expected z but got z insteadr)seedvalxs r(test_newrand_set_seedrJKsP dc""A 888:::q:::88888r*rGctjt5t|ddddS#1swxYwYdS)z=Test that `set_seed_wrap` is defined for unsigned 32bits intsN)r>r? OverflowErrorr )rGs r(test_newrand_set_seed_overflowrMTs } % %d 7;;z range_, n_ptsi')rFcd}g}tjd}t|D]Q}fdt|D}tj||j}||jRtjdd}tj||j} | jdksJd| jdtj|d } | dksJd | d d S)z;Test that `bounded_rand_int` follows a uniform distributionrFr)locscalec.g|]}tS)r ).0_range_s r( z1test_newrand_bounded_rand_int..ds"FFFA'//FFFr*r g?zNull hypothesis rejected: generated random numbers are not uniform. Details: the (meta) p-value of the test of uniform distribution of p-values is z which is not > 0.05r)qzlNull hypothesis rejected: generated random numbers are not uniform. Details: lower 10th quantile p-value of z not > 0.05.N) runiformrangekstestcdfappendpvaluer4 percentile) rWn_ptsn_iterks_pvals uniform_distrVsampleresuniform_p_vals_dist res_pvalsmin_10pct_pvals ` r(test_newrand_bounded_rand_intrj[s:FH=Qf555L 6]]$$FFFFuFFFl6<#344 #### -AQ777 X':'>??I  d " " " B$+ B B B # " "]8r222N D  P3A P P P ! r*rWctjt5t|ddddS#1swxYwYdS)zETest that `bounded_rand_int_wrap` is defined for unsigned 32bits intsN)r>r?rLr )rWs r($test_newrand_bounded_rand_int_limitsrls } % %&&f%%%&&&&&&&&&&&&&&&&&&rN)Tr+)numpyr4scipyrsprr>sklearn.svm._boundsr sklearn.svmrsklearn.linear_modelrsklearn.svm._newrandr r r csr_matrixrrr mark parametrizer)r!rA_MAX_UNSIGNED_INTrJrMrjrlrTr*r(rxs ((((((!!!!!!333333EEEEEEEE 7QFQFQF + 2= ! !\\\\/5!9::Xw$788]M$BCC*^_,MNN 3 3ONDC98;: 3YYYY6z7=NPQ= ,=u+Ey*QRR!!SR!HB(9A(=#>??&&@?&&&r*