o tBh`@sddlZddlmZddlmZddlZddlmZddl m Z ddl m Z ddl mZmZddgdd gd d gd d ggZeeZgd Zgd Zejd d dgejdddgejdddgejdddgddZddZd5ddZdd Zd!d"Zd#Zejd$d%d&ed'fgd(d)Zejd*ded gd+d,Zejd-ed.fd/gd0d1Zejd2ded gd3d4Z dS)6N)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-interceptc CsXttd}ttd}ddidddd}||}||}||} t|||fi| dS) N)rr)rr fit_interceptFT )rintercept_scaling)rr)sparse_Xdense_XY1Y2check_l1_min_c) r rrrXsYs interceptsXYintercept_paramsr&t/var/www/html/riverr-enterprise-integrations-main/venv/lib/python3.10/site-packages/sklearn/svm/tests/test_bounds.py test_l1_min_cs  r(cCsFd}tjt|dtttddWddS1swYdS)Nzloss type not in)matchl2r pytestraises ValueErrorrrr)msgr&r&r'test_l1_min_c_l2_loss&s"r1TcCst|||||d}tdddtddddd|}||_||_||_|||t|j d k s4Jt|j d k s@J|d |_|||t|j d k sat|j d k scJdSdS) N)r rrl1 liblinear)penaltysolverrF)r r4dual)rrrg)\(?) rrrrrCfitnpasarraycoef_all intercept_any)r#yr rrmin_cclfr&r&r'r-s*    4rcCsRddgddgg}ddg}ttt||WddS1s"wYdS)Nrr )r-r.r/r)r#r?r&r&r'test_ill_posed_min_cHs   "rBcCs>tttttddWddS1swYdS)Nr2r+r,r&r&r&r'test_unsupported_lossOs "rClz seed, val)NQ)r6 cCs:|durt|td}||ksJd|d|ddS)z3Test that `set_seed` produces deterministic resultsNdz Expected z but got z insteadr)seedvalxr&r&r'test_newrand_set_seedWs"rKrHcC8tt t|WddS1swYdS)z=Test that `set_seed_wrap` is defined for unsigned 32bits intsN)r-r. OverflowErrorr)rHr&r&r'test_newrand_set_seed_overflow`  "rNz range_, n_ptsi')rGc sd}g}tjdd}t|D]}fddt|D}t||j}||jqtjddd}t||j} | jdksFJd| jd tj|d d } | dksYJd | d dS)z;Test that `bounded_rand_int` follows a uniform distributionrGr)locscalecsg|]}tqSr&)r ).0_range_r&r' psz1test_newrand_bounded_rand_int..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) runiformrangekstestcdfappendpvaluer9 percentile) rVn_ptsn_iterks_pvals uniform_distrTsampleresuniform_p_vals_dist res_pvalsmin_10pct_pvalr&rUr'test_newrand_bounded_rand_intgs(   rirVcCrL)zETest that `bounded_rand_int_wrap` is defined for unsigned 32bits intsN)r-r.rMr rUr&r&r'$test_newrand_bounded_rand_int_limitsrOrj)TN)!numpyr9scipyrsprr-sklearn.svm._boundsr sklearn.svmrsklearn.linear_modelrsklearn.svm._newrandrr r csr_matrixrrrmark parametrizer(r1rrBrC_MAX_UNSIGNED_INTrKrNrirjr&r&r&r's<          $