
    ri                        d dl Zd dl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lmZ d dlmZ d dlmZmZmZ d dlmZmZmZmZmZmZmZmZmZmZm Z  d d	l!m"Z"m#Z#m$Z$m%Z% ejL                  jO                  d
e      ejL                  jO                  de      ejL                  jO                  de      d                      Z(ejL                  jO                  dejR                  ejT                  g      ejL                  jO                  deez         d               Z+ejL                  jO                  d
e      ejL                  jO                  de      ejL                  jO                  de      d                      Z,ejL                  jO                  g dg dg dgg dg dgg dfg dg dgg dg dgg dfg dg dgg dg dgdfd ejZ                  dgd ejZ                  ejZ                  ggd ejZ                  dgd ejZ                  ejZ                  ggg dfd d gdejZ                  gdd gd dgejZ                  ejZ                  gejZ                  dggg dddejZ                  gg dg d ejZ                  ejZ                  ejZ                  gejZ                  ejZ                  dggd!d"gfg d#g d$gg d%g d&g ej\                  g d'      fg      ejL                  jO                  deez         ejL                  jO                  dejR                  ejT                  g      d(                      Z/ejL                  jO                  g dg dg dgg dg dgddgfg dg dgg dg dg dgddgfg dg dgg dg dgdfd ejZ                  dgd ejZ                  ejZ                  ggd ejZ                  dgd ejZ                  ejZ                  ggd"d"gfd d dejZ                  dd gd dejZ                  ejZ                  ejZ                  dggd d dejZ                  dd gd d dejZ                  dd gd dejZ                  ejZ                  ejZ                  dggd!d"gfg d#g dgg d#g dg dg dg ej\                  ddg      fg      ejL                  jO                  deez         ejL                  jO                  dejR                  ejT                  g      d)                      Z0ejL                  jO                  d
e      ejL                  jO                  de      ejL                  jO                  de      d*                      Z1ejL                  jO                  deez         d+        Z2ejL                  jO                  d, ejf                  d-dd.d/d 0       ejf                  d1dd.d/d 0      f ejf                  d-dd.d/d 0       ejh                   ejj                  d2ejZ                  3       ejf                  d1dd.d45      gd/6      fg      ejL                  jO                  de      d7               Z6d8 Z7d9 Z8ejL                  jO                  d:d dg      ejL                  jO                  deez         d;               Z9ejL                  jO                  de      d<        Z:ejL                  jO                  de      d=        Z;d> Z<d? Z=ejL                  jO                  d
e      ejL                  jO                  de      d@               Z>ejL                  jO                  d
e      ejL                  jO                  de      dA               Z?ejL                  jO                  dejR                  ejT                  g      ejL                  jO                  d:g dB      ejL                  jO                  dCeez         ejL                  jO                  dDd ej                  ej                  dEfejZ                  ej                  ej                  dFfg      ejL                  jO                  dGdFdEg      dH                                    ZDejL                  jO                  d
e      ejL                  jO                  de      dI               ZEejL                  jO                  d
e      ejL                  jO                  de      dJ               ZFejL                  jO                  d
e      ejL                  jO                  de      dK               ZGejL                  jO                  dLe$e%f      ejL                  jO                  de      dM               ZHejL                  jO                  dejR                  ejT                  g      dN        ZI ej                  dOeez   P      dQ        ZKdR ZLdS ZMdT ZNdU ZOejL                  jO                  g dV ej                  dd/6       ej                  dd/6      ddWf ej                  dd/6       ej                  dd/6       ej                  d      dXf ej                  ddY6       ej                  dd/6      ddZf ej                  dd/6       ej                  ddY6      dd[f ej                  dd/ej                  \       ej                  dd/6      dd]f ej                  dd/ejR                  \       ej                  dd/ejT                  \      dd]fg      d^        ZRejL                  jO                  d_dEdFg      ejL                  jO                  d`eez         ejL                  jO                  daeez         ejL                  jO                  dejR                  ejT                  g      db                             ZSy)c    N)RandomState)assert_array_almost_equalassert_array_equal)linalg)make_classification)assert_allclose)CSC_CONTAINERSCSR_CONTAINERSLIL_CONTAINERS)_implicit_column_offsetcount_nonzerocsc_median_axis_0incr_mean_variance_axisinplace_column_scaleinplace_row_scaleinplace_swap_columninplace_swap_rowmean_variance_axismin_max_axissparse_matmul_to_dense)assign_rows_csrcsr_row_normsinplace_csr_row_normalize_l1inplace_csr_row_normalize_l2csc_containercsr_containerlil_containerc           	      N   t        ddd      \  }}d|d<   d|d<   d|d<    ||      }d|d<   d|d<   t        j                  t              5  t	        |d	       d d d         ||      } | |      }t
        j                  t
        j                  ft
        j                  t
        j                  ft
        j                  t
        j                  ft
        j                  t
        j                  fg}|D ]  \  }	}
|j                  |	      }||fD ]  }|j                  |	      }t	        |d	      \  }}|j                  |
k(  sJ |j                  |
k(  sJ t        |t        j                  |d	             t        |t        j                  |d	               y # 1 sw Y   BxY w)
N      r   random_stater   r         r       r&   r   axisr   pytestraises	TypeErrorr   npfloat32float64int32int64astypedtyper   meanvarr   r   r   X_X_lilX_csrX_cscexpected_dtypesinput_dtypeoutput_dtypeX_testX_sparseX_meansX_varss                  b/var/www/auto_recruiter/arenv/lib/python3.12/site-packages/sklearn/utils/tests/test_sparsefuncs.pytest_mean_variance_axis0rG       ~    q!!4DAqAdGAdGAdG!EE$KAdG	y	! *5q)* % E% E 
RZZ 	RZZ 	2::	2::	O &5 F!\+& 	FH{3H0BOGV==L000<<<///%grwwvA/FG%fbffV!.DE	FF* *   FF$r6   sparse_constructorc                    t         j                  j                  d      }t        j                  dd|       }|j	                  t        j
                  |j                  d         dd      }t         j                  ||df<    ||      }|j                  |j                  d         j                  |       }t        ||d      \  }}|t        j                  |       j                  k  sJ y )	Nr   g      Y@)i  r&   )
fill_valueshaper6   
   F)replace)weightsr+   )r0   randomr   fullchoicearangerM   nanrandr5   r   finfoeps)r6   rJ   rngr:   missing_indicessample_weightr;   r8   s           rF   "test_mean_variance_axis0_precisionr\   E   s    
 ))


"C
5	?Ajj1771:!6EjJOFFAoq1A HHQWWQZ(//6M=qAFAs%$$$$$    c           	      N   t        ddd      \  }}d|d<   d|d<   d|d<    ||      }d|d<   d|d<   t        j                  t              5  t	        |d	
       d d d         ||      } | |      }t
        j                  t
        j                  ft
        j                  t
        j                  ft
        j                  t
        j                  ft
        j                  t
        j                  fg}|D ]  \  }	}
|j                  |	      }||fD ]  }|j                  |	      }t	        |d
      \  }}|j                  |
k(  sJ |j                  |
k(  sJ t        |t        j                  |d
             t        |t        j                  |d
               y # 1 sw Y   BxY w)Nr   r    r   r!   r#   r$   r'   r)   r&   r*   r,   r9   s                  rF   test_mean_variance_axis1r_   Y   rH   rI   )Xwr:   rP   )r   r   r&   r   r%   r(   )r&   r&   r&   )r   r&   r&   )r   r   r   r&   )r   r&   r&   r&   )r&   r%   r&   r%   )      ?rb   rb   r&   r(   r   r   r   )r%   r%   r   )r   r   r(   g       @rb   )r&   r   r&   )r   r(   r&   )r&   r   r   r   r&   )r   r(   r(   r(   r&   )r&   r(   r&   c                    d} ||       j                  |      } ||      j                  |      }t        j                  t        j                  |       d   |      }t        j                  ||      }	t        j                  |t        j
                        }
t        ||||	|
d       \  }}}t        ||||	|
|      \  }}}|j                  |k(  sJ |j                  |k(  sJ |j                  |k(  sJ t        ||      \  }}t        ||       t        ||       t        ||       t        ||       t        ||       t        |||||d       \  }}}t        ||||||      \  }}}t        ||       t        ||       t        ||       |j                  |k(  sJ |j                  |k(  sJ |j                  |k(  sJ y )Nr&   r   r6   r:   r+   	last_meanlast_varlast_nrP   r:   r+   )
r5   r0   zerosrM   
zeros_liker4   r   r6   r   r   r`   r:   rP   rJ   r6   r+   	Xw_sparserC   rg   rh   ri   means0vars0n_incr0means_w0vars_w0	n_incr_w0means_simplevars_simplemeans1vars1n_incr1means_w1vars_w1	n_incr_w1s                            rF   +test_incr_mean_variance_axis_weighted_axis1r}   ~   s   F D"2&--e4I!!$++E2H"a6I}}Ye4H]]9BHH5F4
FE7 $;
$ Hgy >>U"""==E!!!??e### 2XD IL+fh/fl3eW-e[1gy1 5
FE7 $;
$ Hgy fh/eW-gy1>>U"""==E!!!??e###r]   c                    d} ||       j                  |      } ||      j                  |      }t        j                  t        j                  | d      |      }t        j                  |      }	t        j                  |t        j
                        }
t        ||||	|
d       \  }}}t        ||||	|
|      \  }}}|j                  |k(  sJ |j                  |k(  sJ |j                  |k(  sJ t        ||      \  }}t        ||       t        ||       t        ||       t        ||       t        ||       t        |||||d       \  }}}t        ||||||      \  }}}t        ||       t        ||       t        ||       |j                  |k(  sJ |j                  |k(  sJ |j                  |k(  sJ y )Nr   r&   re   rf   rj   )
r5   r0   rk   sizerl   r4   r   r6   r   r   rm   s                            rF   +test_incr_mean_variance_axis_weighted_axis0r      s   @ D"2&--e4I!!$++E2HQu5I}}Y'H]]9BHH5F4
FE7 $;
$ Hgy >>U"""==E!!!??e### 2XD IL+fh/fl3eW-e[1gy1 5
FE7 $;
$ Hgy fh/eW-gy1>>U"""==E!!!??e###r]   c           
         dD ]  }t         j                  j                  d      }d}d}|dk(  r+t        |      D cg c]  }|j	                  dd|       }}n*t        |      D cg c]  }|j	                  dd|       }}|dk(  rt        j
                  |      nt        j
                  |      }	t        j                  |	      }
t        j                  |	t         j                        }t        j                  |d         }t        j                  |      }|dk(  r|j                  n|} ||      } ||      }t        j                  t              5  t        ||	|
|	       d d d        t        j                  t              5  t        |||	|
|
       d d d        t        ||      \  }}t        |||	|
|
      \  }}}t!        ||       t!        ||       t#        |j$                  |   |        | |      }t        ||      \  }}t!        ||       t!        ||       t#        |j$                  |   |       t        j&                  |      }|dk(  r|j                  n|} ||      } ||      } | |      }t         j(                  t         j(                  ft         j*                  t         j*                  ft         j,                  t         j*                  ft         j                  t         j*                  fg}|D ]  \  }}||fD ]  }|j/                  |      }|	j/                  |      }	|
j/                  |      }
t        ||      \  }}t        |||	|
|
      \  }}}|j0                  |k(  sJ |j0                  |k(  sJ t!        ||       t!        ||       t#        |j$                  |   |          y c c}w c c}w # 1 sw Y   `xY w# 1 sw Y   ;xY w)N)r   r&   r   2   rN   r%   )r   re   r&   )r:   r+   rg   rh   r+   rg   rh   ri   )r0   rQ   r   rangerandintrk   rl   r4   array
atleast_2dTr-   r.   r/   r   r   r   r   rM   vstackr1   r2   r3   r5   r6   )r   r   r   r+   rY   
n_features	n_samplesidata_chunksrg   rh   ri   r:   r<   r=   rD   rE   X_means_incrX_vars_incrn_incrr>   r?   r@   rA   rC   s                            rF   test_incr_mean_variance_axisr   C  sx     M:ii##A&
	19GLYGWX!3;;q!*;=XKXFKJFWX3;;q!);<XKX -1AIBHHZ(288I;N	==+y9 HH[^$MM!19ACC!a e$]]9% 	#Y(V	 ]]9% 	#DIQW	 -UD9,C	HV-
)k6 	"'<8!&+61774=&1e$,UD9!'<8!&+61774=&1 IIk"19ACC!a e$e$ ZZ$ZZ$XXrzz"XXrzz"	
 *9 	:%K"EN :#??;7%,,\:	#??<8"4Xt"D4K'%!51k6 $))\999"((L888)'<@)&+>"1774=&9!:	:yM:
 YX	 		 	s#   N:'N?OOO	O	c                 <   d\  }}t         j                  j                  d      } | |j                  ||            }t        j                  |      }t        j
                  |      }t        j                  |j                  t         j                        }t        |||      }t        |fddi|\  }	}
}t        t        j                  |j                         d      |	       t        t        j                  |j                         d      |
       t        j                  t               5  t        |fddi| d	d	d	       t        |d	d
 ||      }t        j                  t               5  t        |fddi| d	d	d	       y	# 1 sw Y   KxY w# 1 sw Y   y	xY w)zCheck that we raise proper error when axis=1 and the dimension mismatch.
    Non-regression test for:
    https://github.com/scikit-learn/scikit-learn/pull/18655
    )<   r    *   re   )rg   rh   ri   r+   r   r*   r&   N)r0   rQ   r   rV   rk   rl   rM   r4   dictr   r   r7   toarrayr8   r-   r.   
ValueError)rJ   r   r   rY   r:   rg   rh   ri   kwargsmean0var0r;   s               rF   )test_incr_mean_variance_axis_dim_mismatchr     sL    "Iz
))


#C388Iz:;A$I}}Y'HXXiooRXX6FIHF,QAQA&ANE4BGGAIIKa0%8BFF199;Q/6 
z	" 544V45 IcrNXfMF	z	" 544V45 55 5
5 5s   -F.FFFzX1, X2r   皙?csrdensityformatr"      )r   r&   )rL   r   r   r"   )r   c           	          ||       }  ||      }d}t        j                  | j                  d         t        j                  | j                  d         }}t        j                  | j                  d   t         j                        }t	        | ||||      \  }}}	t	        |||||	      \  }}}	t        j                  | |g      }
t        |t        j                  |
j                         |             t        |t        j                  |
j                         |             t        |	t        j                  t        j                  |
j                                d             y )Nr   r&   re   r   r*   )r0   rk   rM   r4   r   spr   r   nanmeanr   nanvarr   isnan)X1X2r   r+   rg   rh   ri   updated_meanupdated_var	updated_nr:   s              rF   6test_incr_mean_variance_axis_equivalence_mean_variancer     s   2 
r	B	r	BD((288A;/"((1+1FxIXXbhhqk2F+B
Xf,(L+y ,C
I,(L+y 			2r(AL"**QYY[t"DEK199;T!BCIr//!))+1F0FQOPr]   c                  (   d} t        j                  dddd      j                         }t        j                  dddd      j                         }t        j                  |j
                  d         t        j                  |j
                  d         }}t        j                  |j
                  d   t        j                        }t        || |||      \  }}}t        || |||      \  }}}t        ||       t        ||       t        ||       y )Nr   r   r&   r   r   re   r   )	r   rQ   tocsrr0   rk   rM   r4   r   r   )	r+   r   r   rg   rh   ri   r   r   r   s	            rF    test_incr_mean_variance_no_new_nr     s    D	1a1	5	;	;	=B	1a1	5	;	;	=B((288A;/"((1+1FxIXXbhhqk2F"9
Xf#Ix ,C
Xf,(L+y L),K*Iv&r]   c                  ~   d} t        j                  dddd      j                         }t        j                  |j
                  d         t        j                  |j
                  d         }}d}t        || |||      \  }}}t        |t        j                  |j
                  d   |j
                  d                y )Nr   r   r%   r   r   r&   r   )	r   rQ   r   r0   rk   rM   r   r   rR   )r+   r:   rg   rh   ri   r;   new_ns          rF   test_incr_mean_variance_n_floatr     s    D
		!Q!4::<A((1771:.0DxIF)		HVKAq% E2771771:qwwqz:;r]   r+   c                 8   t        j                  g d      }t        j                  g d      }t        j                  g dt         j                        } |t        j                  g dg dg dg            } |t        j                  dt         j                  ddgt         j                  dd	d	gd	d	t         j                  d
gd
d
d
t         j                  gg            }| r|j                  }|j                  }t        || |j                         |j                         |j                               \  }}}	t        || |j                         |j                         |j                               \  }
}}t        |
|       t        ||       t        ||	       y )N)     @r   r   r   )     @r   r   r   )r%   r%   r%   r%   re   )   r   r   r   )  r   r   r   ),  r   r   r   r   r   r   r   )r0   r   r4   rU   r   r   copyr   )r+   rJ   	old_meansold_variancesold_sample_countr:   X_nanrD   rE   X_sample_countX_nan_means
X_nan_varsX_nan_sample_counts                rF   'test_incr_mean_variance_axis_ignore_nanr     sd    56IHH=>MxxBHH=
&(<>RST	A 
bffc3'c3'c2663'c3'		
	E CC '>	.."##%$$&'#GV^ 3J.."##%$$&3/K/ K)J'&7r]   c                 *   t        ddd      \  }}d|d<   d|d<   d|d<    | |      }t        j                  t              5  t	        |d	       d d d        t        j                  t              5  t	        |d
	       d d d        t        j                  t              5  t	        |d	       d d d        t        j                  t              5  t        |dd d d        d d d        t        j                  t              5  t        |d
d d d        d d d        t        j                  t              5  t        |dd d d        d d d        y # 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   lxY w# 1 sw Y   y xY w)Nr   r    r   r!   r#   r$   r'   r*   r%   r   r   )r   r-   r.   r   r   r   )r   r:   r;   r=   s       rF   test_mean_variance_illegal_axisr   .  sa   q!!4DAqAdGAdGAdG!E	z	" +5r*+	z	" *5q)*	z	" +5r*+ 
z	" 
dT$	


 
z	" 
TD	


 
z	" 
dT$	

 
#+ +* *+ +
 


 


 
sH   E1E E%E1E=3F	EE"%E.1E:=F	Fc           	         t         j                  t         j                  fD ]  } | g dg dg dg dg dg|      }t        j                  g dt         j                        }t        j
                  d|j                  d	   f|      }t        j                  g d
t         j                        }t        j                  |      }||d d f   j                         ||<   t        ||||       t        ||        y )Nr   r(   r   r%   r    r   rc   	         r    r   r   re   ra      r&   )r&   r(   r    )r0   r1   r2   r   intponesrM   	ones_liker   r   r   )r   r6   r:   X_rowsoutout_rowsexpects          rF   test_densify_rowsr   M  s    **bjj) (	9iC5
 )2773ggq!''!*oU388IRWW5c"VQY<//1x68S13'(r]   c                     t         j                  j                  d      } t        j                  ddd      }|j	                         }|j                         }|j                         }| j                  d      }||z  }t        ||       t        ||       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                         |       d d d        |j                  t         j                        }|j                  t         j                        }|j	                         }|j                         }|j                         }||z  }t        ||       t        ||       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                         |       d d d        y # 1 sw Y   .xY w# 1 sw Y   y xY w)Nr   d      皙?r   )r0   rQ   r   r   r   tocscr   rV   r   r   r-   r.   r/   tolilr5   r1   rY   r:   XrXcXAscales         rF   test_inplace_column_scaler   ^  s   
))


"C
		#sD)A	
B	
B	
BHHSME%KBU#U#bjjlBJJL9b"**,/b"**,/	y	! /QWWY./ 	
ALL$E	
B	
B	
B%KBU#U#bjjlBJJL9b"**,/b"**,/	y	! /QWWY./ // // /s   I.III(c                     t         j                  j                  d      } t        j                  ddd      }|j	                         }|j                         }|j                         }| j                  d      }||j                  dd      z  }t        ||       t        ||       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                         |       d d d        |j!                  t         j"                        }|j!                  t         j"                        }|j	                         }|j                         }|j                         }||j                  dd      z  }t        ||       t        ||       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                         |       d d d        y # 1 sw Y   >xY w# 1 sw Y   y xY w)Nr   r   r   r   r   r   r&   )r0   rQ   r   r   r   r   r   rV   reshaper   r   r-   r.   r/   r   r   r5   r1   r   s         rF   test_inplace_row_scaler   ~  s   
))


"C
		#sD)A	
B	
B	
BHHSME%--A
Bb% b% bjjlBJJL9b"**,/b"**,/	y	! /QWWY./ 	
ALL$E	
B	
B	
B%--A
Bb% b% bjjlBJJL9b"**,/b"**,/	y	! /QWWY./ // // /s   I2I?2I<?Jc                    t        j                  g dg dg dg dg dgt         j                        } ||      } | |      }t        j                  d|f      }|d   } ||d   |d	         \  |d<   |d	<   t        |dd	       t        |dd	       t        |j                         |j                                t        ||j                                t        ||j                                 ||d
   |d         \  |d
<   |d<   t        |d
d       t        |d
d       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                                d d d        t        j                  g dg dg dg dg dgt         j                        } ||      } | |      }t        j                  d|f      }|d   } ||d   |d	         \  |d<   |d	<   t        |dd	       t        |dd	       t        |j                         |j                                t        ||j                                t        ||j                                 ||d
   |d         \  |d
<   |d<   t        |d
d       t        |d
d       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                                d d d        y # 1 sw Y   xY w# 1 sw Y   y xY w)Nr   r   rc   r   r   re   swapr   r   r%   r(   )r0   r   r2   r   get_blas_funcsr   r   r   r-   r.   r/   r   r1   r   r   r:   r=   r>   r   s         rF   test_inplace_swap_rowr     s    		Iy)Y?rzz	A !E!E  QD1D7DqtQrU#KAaD!B%UAr"UAr"u}}8q%--/*q%--/*adAaD!JAaD!A$UAq!UAq!u}}8q%--/*q%--/*	y	! ('( 		Iy)Y?rzz	A !E!E  QD1D7DqtQrU#KAaD!B%UAr"UAr"u}}8q%--/*q%--/*adAaD!JAaD!A$UAq!UAq!u}}8q%--/*q%--/*	y	! ('( (-( (,( (s   M0M=0M:=Nc                    t        j                  g dg dg dg dg dgt         j                        } ||      } | |      }t        j                  d|f      }|d   } ||d d df   |d d d	f         \  |d d df<   |d d d	f<   t        |dd	       t        |dd	       t        |j                         |j                                t        ||j                                t        ||j                                 ||d d df   |d d d
f         \  |d d df<   |d d d
f<   t        |dd
       t        |dd
       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                                d d d        t        j                  g dg dg dg dg dgt         j                        } ||      } | |      }t        j                  d|f      }|d   } ||d d df   |d d d	f         \  |d d df<   |d d d	f<   t        |dd	       t        |dd	       t        |j                         |j                                t        ||j                                t        ||j                                 ||d d df   |d d d
f         \  |d d df<   |d d d
f<   t        |dd
       t        |dd
       t        |j                         |j                                t        ||j                                t        ||j                                t        j                  t              5  t        |j                                d d d        y # 1 sw Y   xY w# 1 sw Y   y xY w)Nr   r   rc   r   r   re   r   r   r   r&   )r0   r   r2   r   r   r   r   r   r-   r.   r/   r   r1   r   s         rF   test_inplace_swap_columnr     s    		Iy)Y?rzz	A !E!E  QD1D7DQq!tWa2h/AadGQq"uXq"%q"%u}}8q%--/*q%--/*AadGQq!tW-AadGQq!tWq!$q!$u}}8q%--/*q%--/*	y	! +EKKM*+ 		Iy)Y?rzz	A !E!E  QD1D7DQq!tWa2h/AadGQq"uXq"%q"%u}}8q%--/*q%--/*AadGQq!tW-AadGQq!tWq!$q!$u}}8q%--/*q%--/*	y	! +EKKM*+ +-+ +,+ +s   6N0N=0N:=O)r   r&   Nsparse_formatz.missing_values, min_func, max_func, ignore_nanFTlarge_indicesc                 Z   t        j                  g ddd|gg dd|dgg dg|       } ||      }	|r@|	j                  j                  d	      |	_        |	j                  j                  d	      |	_        t        |	||
      \  }
}t        |
 |||             t        | |||             y )Nr   r%   r   rc   r   r   r   re   r4   )r+   
ignore_nanr*   )r0   r   indicesr5   indptrr   r   )r6   r+   r   missing_valuesmin_funcmax_funcr   r   r:   rC   mins_sparsemaxs_sparses               rF   test_min_maxr     s    $ 	N#"	
 		A QH#++227;"//009+H4JWK{HQT$:;{HQT$:;r]   c                 
   t        j                  g dg dg dg dg dgt         j                        } ||      } | |      }t        j                  t
              5  t        |j                         d       d d d        t        j                  t              5  t        |d	       d d d        t        j                  t              5  t        |d
       d d d        y # 1 sw Y   hxY w# 1 sw Y   ExY w# 1 sw Y   y xY w)Nr   r%   r   r   rc   r   r   re   r   r*   r%   r   )	r0   r   r2   r-   r.   r/   r   r   r   )r   r   r:   r=   r>   s        rF   test_min_max_axis_errorsr   )  s     		J	9i@

	A !E!E	y	! ,U[[]+,	z	" $U#$	z	" %U$% %	, ,$ $% %s$   C!C-
C9!C*-C69Dc                 \   t        j                  g dg dg dg dg dgt         j                        } ||      } | |      }|dk7  }g d}|t        j                  |      d d d f   z  }d	D ]Q  }t        t	        ||
      |j                  |
             t        t	        |||      |j                  |
             S t        j                  t              5  t	        |       d d d        t        j                  t              5  t	        |d
       d d d        t	        |d
      j                  t	        |d
      j                  k(  sJ t	        |d|      j                  t	        |d|      j                  k(  sJ 	 |j                  j                  t         j                        |_        |j                  j                  t         j                        |_        t	        |d
      j                  t	        |d
      j                  k(  sJ t	        |d|      j                  t	        |d|      j                  k(  sJ y # 1 sw Y   _xY w# 1 sw Y   =xY w# t        $ rC}	d|	j                  d   v r!t        j                          j"                  dk  sJ |	       Y d }	~	y d }	~	ww xY w)Nr   r   rc   r   r   re   r   )      ?g?g333333?皙?r  )r   r&   r   Nr*   )r+   r[   r%   r&   zaccording to the rule 'safe'r   )r0   r   r2   r   r   sumr-   r.   r/   r   r6   r   r5   r4   r   argsr   nbytes)
r   r   r:   r=   r>   	X_nonzeror[   X_nonzero_weightedr+   es
             rF   test_count_nonzeror
  9  sN    		J	9i@

	A !E!EQI-M"RXXm%<QW%EE$ 
!%d+Y]]]-E	
 	"%d-H"""-	
	
 
y	! e	z	" %e!$% Q'--u11M1S1SSSSe!=AGGQmDJJ	K	K	W,,RXX6||**2884U+11]5q5Q5W5WWWW%a}EKKU-HNNO	
O% % %&  W-:rwwy?O?ORS?SVUVVS?SWs1   I	IC I II	J+(9J&&J+c                 "   t         j                  j                  d      }|j                  dd      }t        j                  |d      } | |      }t        |      }t        ||       |j                  dd      }d||dk  <   |j                  ddd      }||    ||<    | |      }t        j                  |d      }t        |      }t        ||       dd	gd
d
gddgddgg} | |      }t        t        |      t        j                  ddg             dd	gd
dgddgg} | |      }t        t        |      t        j                  ddg             t        j                  t              5  t         ||             d d d        y # 1 sw Y   y xY w)Nr   r   r   r*   3   g        gffffff?rN   r  r   r&   r%   r  g      r   )r0   rQ   r   rV   medianr   r   r   r   r-   r.   r/   )r   r   rY   r:   dense_mediancscsparse_medianinds           rF   test_csc_row_medianr  g  sz    ))


"CbA99QQ'L

C%c*M}l3 	SAAa#gJ
++aR
 CfWAcF

C99QQ'L%c*M}l3 R2r(QFQF+A

C(-rxxd/DE
R2r(QG$A

C(-rxxb	/BC 
y	! ,-*+, , ,s   *FFinplace_csr_row_normalizec                 X   | t         j                  u rt        j                  d      }nt        j                  d      }t	        d      }t        j
                  t        j                  fD ]>  }|j                  dd      j                  |      } | |      }t        j                  t        j                  fD ]  }|t        j                  u r@|j                  j                  |      |_        |j                  j                  |      |_        |j                  j                  |k(  sJ |j                  j                  |k(  sJ  ||       |j                  |k(  sJ |t        u r|xj                  dz  c_        t!        t        j"                  |      j%                  d      |        A y )N)rN   r&   rN   r   r%   r&   r*   )r   
csr_matrixr0   r   r   r2   r1   randnr5   r3   r4   r   r   r6   r   datar   absr  )r   r  r   rsr6   r:   r=   index_dtypes           rF   test_inplace_normalizer    sO    %wwwwwr{	RB**bjj) GHHRO""5)a HHbhh/ 	GK bhh&$||22;? % 4 4[ A==&&+555<<%%444%e,;;%'''(,HH

q 
%bffUm&7&7Q&7&?F	GGr]   c                    t        j                  ddd| d      }t         j                  j                  |d      dz  }t	        |      }|j
                  | k(  sJ | t        j                  k(  rd	nd
}t        |||       y )Nr   rN   r   r   )r   r6   r"   r&   r*   r%   gư>Hz>)rtol)	r   rQ   r   normr   r6   r0   r1   r   )r6   r:   scipy_normsnormsr  s        rF   test_csr_row_normsr#    so     			#r%u2FA))...+q0K!E;;%BJJ&4DDE;T2r]   module)scopeparamsc           	      H   | j                   }t        j                  j                  d      } |t	        j                  dddd|            }|j                         }t        j                  |j                  d            j                         }t        ||      }||z
  }||fS )	z?Returns equivalent tuple[sp.linalg.LinearOperator, np.ndarray].r   i  r   r  r   r   r   r*   )
paramr0   rQ   default_rngr   r   asarrayr7   ravelr   )requestsparse_containerr"   rC   X_densemuX_sparse_centeredX_dense_centereds           rF   centered_matricesr2    s     }}99((,L
		#sCLQH  G	HMMqM)	*	0	0	2B/"=|...r]   c                     |\  }}t         j                  j                  |       }|j                  |j                  d   df      }t        ||z  |j                  |             t        ||z  ||z         y )Nr&   r   )r0   rQ   r)  standard_normalrM   r   matmatglobal_random_seedr2  r0  r1  rY   Ys         rF   test_implicit_center_matmatr9    sv    *;''
))

 2
3C-33A6;<A$q(*;*B*B1*EF$q(*;a*?@r]   c                     |\  }}t         j                  j                  |       }|j                  |j                  d         }t        ||z  |j                  |             t        ||z  ||z         y )Nr&   )r0   rQ   r)  r4  rM   r   matvecr7  r2  r0  r1  rY   ys         rF   test_implicit_center_matvecr>    sq    *;''
))

 2
3C,22156A$q(*;*B*B1*EF$q(*;a*?@r]   c                 (   |\  }}t         j                  j                  |       }|j                  |j                  d   df      }t        |j                  |z  |j                  |             t        |j                  |z  |j                  |z         y )Nr   r   )r0   rQ   r)  r4  rM   r   r   rmatmatr6  s         rF   test_implicit_center_rmatmatrA    s    *;''
))

 2
3C-33A6;<A$&&*,=,E,Ea,HI$&&*,=,?,?!,CDr]   c                 $   |\  }}t         j                  j                  |       }|j                  |j                  d         }t        |j                  |z  |j                  |             t        |j                  |z  |j                  |z         y )Nr   )r0   rQ   r)  r4  rM   r   r   rmatvecr<  s         rF   test_implit_center_rmatvecrD    s    *;''
))

 2
3C,22156A$&&*,=,E,Ea,HI$&&*,=,?,?!,CDr]   ABr   msgzShapes must fulfilzShape of outcoozInput 'A' mustzInput 'B' must)r   r6   zDtype of A and Bc                     t        j                  t        |      5  t        | ||       ddd       y# 1 sw Y   yxY w)z7Test that sparse_matmul_to_dense raises when it should.)matchr   N)r-   r.   r   r   rE  s       rF   "test_sparse_matmul_to_dense_raisesrM    s3    . 
z	- .q!-. . .s   4=out_is_Nonea_containerb_containerc                 2   t         j                  j                  |       }d\  }}}|j                  ||f      j	                  |      }	|j                  ||f      j	                  |      }
d|	j
                  |j                  ddg||z  ddg      <   d|
j
                  |j                  ddg||z  ddg      <    ||	      } ||
      }|rd}nt        j                  ||f|      }t        |||	      }t        ||	|
z  d
       |st        ||d
       yy)z4Test that sparse_matmul_to_dense computes correctly.)rN      r   r   FTr  )r   pNre   rL  r  )atol)
r0   rQ   r)  r4  r5   flatrS   emptyr   r   )r7  rN  rO  rP  r6   rY   n1n2n3a_denseb_denseabr   results                  rF   test_sparse_matmul_to_denser_    s    ))

 2
3CJBB!!2r(+2259G!!2r(+2259GJKGLLUDMRC:FGJKGLLUDMRC:FGGAGAhhBxu-#Aqc2FFGg-D9V$/ r]   )Tnumpyr0   r-   scipy.sparsesparser   numpy.randomr   numpy.testingr   r   scipyr   sklearn.datasetsr   sklearn.utils._testingr   sklearn.utils.fixesr	   r
   r   sklearn.utils.sparsefuncsr   r   r   r   r   r   r   r   r   r   r   sklearn.utils.sparsefuncs_fastr   r   r   r   markparametrizerG   r1   r2   r\   r_   rU   r   r}   r   r   r   rQ   hstackrR   r   r   r   r   r   r   r   r   r   r   minmaxnanminnanmaxr   r   r
  r  r  r#  fixturer2  r9  r>  rA  rD  eyer3   rM  r_   r]   rF   <module>ru     sP      $ G  0 2 N N     .9.9.9F : : :FD 2::rzz":;-~/NO% P <%$ .9.9.9F : : :FD 
Y	)Y!7C
Y	,!=yI
Y	)Y!7>^a01^a01	
 Va[1a&1a&2662662BRVVQKPArvv(# #J	
 	"o.BHHY	
+< -~/NO2::rzz":;A$ < P=@A$H 
Y	)Y!7!Q@
Y	)Y	!BQFK
Y	)Y!7>^a01^a01#J	
 Arvvq!$q!RVVRVVRVVQ&GHAq"&&!Q'Aq"&&!Q'Arvvrvvrvvq1
 #J	
 	"	9i8BHHaV	
%6 -~/NO2::rzz":;A$ < P7:A$H .9.9.9N: : : :N:b -~/NO5 P58  BIIaCAFBIIb!SQG	

 BIIaCAFBIIBGGG7BIIb!SrB 		
& .9Q :'(Q,'&	< !Q(-~/NO,8 P ),8^ .9
 :
< .9( :( /@/@ .9.9-( : :-(` .9.9-+ : :-+` 2::rzz":;..>*IJ4"&&"))RYY!EF 4-8< 9	 K / <<> .9.9% : :% .9.9)W : :)WX .9.9, : :,D !#?@ .9G :	
G2 2::rzz":;
3 <
3 h~'FG/ H/$AAEE 	%	 &"&&5"94AUV	%	 &"&&5"96266!9nU	%	 &"&&5"94AQR	%	 &"&&5"94AQRBFF1U"((3BFF1U#		
 BFF1U"**5BFF1U"**5		
*.+*. 6(GH(GH2::rzz":;0 < I I 70r]   