
    >[gp                        d dl Zd dlZd dlmZ d dlmZ d dlmZ d dl	m
Z
 d dlmZmZ d dlmZ dd gd d	gd	d	gd	d	ggZg d
Zg dZej&                  j)                  deej*                  gz         ej&                  j)                  dddg      ej&                  j)                  dddg      ej&                  j)                  dddg      d                             Zd'dZd ZdZd Zej&                  j)                  ddedfg      d        Zej&                  j)                  dded	z   g      d         Zej&                  j)                  d!ed"fd#g      d$        Zej&                  j)                  d%ded	z   g      d&        Zy)(    N)stats)LogisticRegression)	LinearSVC)l1_min_c)bounded_rand_int_wrapset_seed_wrap)CSR_CONTAINERS   )r   r   r   r   )   r   r   r   X_containerlosssquared_hingelogY_labeltwo-classesmulti-classintercept_labelno-interceptfit-interceptc                 z    t         t        d}ddidddd} | t              }||   }||   }t        |||fi | y )N)r   r   fit_interceptFT
   )r   intercept_scaling)r   r   )Y1Y2dense_Xcheck_l1_min_c)	r   r   r   r   Ys
interceptsXYintercept_paramss	            X/var/www/html/bid-api/venv/lib/python3.12/site-packages/sklearn/svm/tests/test_bounds.pytest_l1_min_cr%      sW    
 B	/B(%0+/bIJ
 	GA
7A!/21a2!12    c                 v   t        | ||||      }t        dd      t        ddd      d|   }||_        ||_        ||_        |j                  | |       t        j                  |j                        d	k(  j                         sJ t        j                  |j                        d	k(  j                         sJ |d
z  |_        |j                  | |       t        j                  |j                        d	k7  j                         s3t        j                  |j                        d	k7  j                         sJ y y )N)r   r   r   l1	liblinear)penaltysolverr   F)r   r*   dual)r   r   r   g)\(?)r   r   r   r   r   Cfitnpasarraycoef_all
intercept_any)r!   yr   r   r   min_cclfs          r$   r   r   "   s   		#+E "${C"ER C
 &C-CCEGGAqMJJsyy!Q&++---JJs~~&!+00222DLCEGGAqMJJsyy!Q&++-"**S^^2LPQ2Q1V1V1XXX1X-r&   c                      ddgddgg} ddg}t        j                  t              5  t        | |       d d d        y # 1 sw Y   y xY w)Nr   r   )pytestraises
ValueErrorr   )r!   r5   s     r$   test_ill_posed_min_cr<   =   s>    
Q!QA	
AA	z	"A 
#	"	"s	   <Al    c                      t        d      D  cg c]  } t        d       c} t        d D              sJ t        fdD              rJ yc c} w )a  Test that bounded_rand_int_wrap without seeding respects the range

    Note this test should pass either if executed alone, or in conjunctions
    with other tests that call set_seed explicit in any order: it checks
    invariants on the RNG instead of specific values.
    r   d   c              3   <   K   | ]  }d |cxk  xr dk  nc   yw)r   r>   N ).0xs     r$   	<genexpr>z'test_newrand_default.<locals>.<genexpr>O   s     /YqA|||Ys   c              3   .   K   | ]  }|d    k(    yw)r   Nr@   )rA   rB   	generateds     r$   rC   z'test_newrand_default.<locals>.<genexpr>P   s     8i1	!$is   N)ranger   r2   )_rE   s    @r$   test_newrand_defaultrH   G   sT     6;2Y?Y&s+Y?I/Y////8i88888 @s   Azseed, expected)r   6   	   c                 >    t        |        t        d      }||k(  sJ y)z3Test that `set_seed` produces deterministic resultsr>   N)r   r   )seedexpectedrE   s      r$   test_newrand_set_seedrN   S   s$     $%c*I   r&   rL   c                 v    t        j                  t              5  t        |        ddd       y# 1 sw Y   yxY w)z=Test that `set_seed_wrap` is defined for unsigned 32bits intsN)r9   r:   OverflowErrorr   )rL   s    r$   test_newrand_set_seed_overflowrQ   [   s$     
}	%d 
&	%	%   /8zrange_, n_ptsi'  )r>      c                 6   t        d       d}g }t        j                  d|       }t        |      D ]^  }t        |      D cg c]  }t	        |        }}t        j
                  ||j                        }|j                  |j                         ` t        j                  dd      }t        j
                  ||j                        }	|	j                  dkD  sJ d|	j                   d       t        j                  |d	
      }
|
dkD  sJ d|
 d       yc c}w )z;Test that `bounded_rand_int` follows a uniform distribution*   r>   r   )locscaler   g?zNull hypothesis rejected: generated random numbers are not uniform. Details: the (meta) p-value of the test of uniform distribution of p-values is z which is not > 0.05r   )qzlNull hypothesis rejected: generated random numbers are not uniform. Details: lower 10th quantile p-value of z not > 0.05.N)r   r   uniformrF   r   kstestcdfappendpvaluer/   
percentile)range_n_ptsn_iterks_pvalsuniform_distrG   sampleresuniform_p_vals_dist	res_pvalsmin_10pct_pvals              r$   test_newrand_bounded_rand_intri   b   s   
 "FH==Qf5L6]9>uFA'/Fll6<#3#34

#	   --AQ7X':'>'>?Id" 	$++,,@	B" ]]8r2N D  	33A2B,	P - Gs   Dr_   c                 v    t        j                  t              5  t        |        ddd       y# 1 sw Y   yxY w)zETest that `bounded_rand_int_wrap` is defined for unsigned 32bits intsN)r9   r:   rP   r   )r_   s    r$   $test_newrand_bounded_rand_int_limitsrk      s$     
}	%f% 
&	%	%rR   )Tg      ?)numpyr/   r9   scipyr   sklearn.linear_modelr   sklearn.svmr   sklearn.svm._boundsr   sklearn.svm._newrandr   r   sklearn.utils.fixesr	   r   r   r   markparametrizearrayr%   r   r<   _MAX_UNSIGNED_INTrH   rN   rQ   ri   rk   r@   r&   r$   <module>rw      s      3 ! ( E .7QFQFQF
+ "(((CD/5!9:]M$BC*^_,MN
3 O D ; E
3Y6  	9 )G6G5K+LM! N! "&7!&;!<= > ,=u+Ey*QR$ S$N B(9A(=#>?& @&r&   