
    bMh64                        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	m
Z
mZmZ d dlmZ d dlmZ ej        j        gZ ej        d          Ze                    ej                             eej                   ed          k    o	 e            dej         	                     d
 Zd Zej                            d          ej                            dddg          ej                            dddg          ej                            dddg          d                                                 Zej                            d          ej                            dddg          ej                            dddg          d                                     Zd Z ej                            ddddgiddidddgddid e
dd          ig          d              Z!ej                            d!dd" idf ej"        dd# d$ giddgej        #                    d%	          &          g          d'             Z$ej                            ddddgiddiddd(g          d)             Z%ej        j        ej                            d* eg d+          dddgif eg d+          ddif eg d+g d,ddd-g.          dddgif eg d+g d,ddd-g.          ddif eg d+g d,ddd-g.          dddgddif eg d+g d,ddd-g.          d/ e
dd          ifg          d0                         Z&d1 Z'd2 Z(d3 Z)ej                            d          d4             Z*d5 Z+d6 Z,d7 Z-dS )8    N)is_platform_arm)NumbaUtilError)	DataFrameIndexNamedAggSeriesoption_context)Versionnumbaz0.61z&Segfaults on ARM platforms with numba )reasonc                     t          j        d           d } t          g dg ddddg          }t          j        t          d	
          5  |                    d                              | d           d d d            n# 1 swxY w Y   t          j        t          d	
          5  |                    d          d                             | d           d d d            d S # 1 swxY w Y   d S )Nr   c                 &    t          |           dz  S Ng@sumxs    i/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/pandas/tests/groupby/aggregate/test_numba.pyincorrect_functionz;test_correct_function_signature.<locals>.incorrect_function   s    1vv|    ar   br   r         ?       @g      @g      @g      @keydatar   r   columnszThe first 2matchenginepytestimportorskipr   raisesr   groupbyaggr   r   s     r   test_correct_function_signaturer-      s   
      )))3L3L3LMM  D 
~]	;	;	; D DU 27CCCD D D D D D D D D D D D D D D 
~]	;	;	; L LUF#''(:7'KKKL L L L L L L L L L L L L L L L L Ls$   +BBB*1C((C,/C,c                     t          j        d           d } t          g dg ddddg          }t          j        t          d	
          5  |                    d                              | dd           d d d            n# 1 swxY w Y   t          j        t          d	
          5  |                    d          d                             | dd           d d d            d S # 1 swxY w Y   d S )Nr   c                 &    t          |           dz  S r   r   valuesindexs     r   r   z6test_check_nopython_kwargs.<locals>.incorrect_function0   s    6{{S  r   r   r   r   r   r   r    znumba does not supportr"      )r%   r   r&   r,   s     r   test_check_nopython_kwargsr4   -   s   
   ! ! ! )))3L3L3LMM  D 
~-E	F	F	F I IU 27aHHHI I I I I I I I I I I I I I I 
~-E	F	F	F Q QUF#''(:7a'PPPQ Q Q Q Q Q Q Q Q Q Q Q Q Q Q Q Q Qs$   ,BB	B	+2C**C.1C.ignorejitTF
pandas_objr   r   as_indexc                 ~   t          j        d           d }| rdd l}|                    |          }t	          g dg ddddg          }|||d	}	|                    d|
          }
|dk    r|
d         }
|
                    |d|	          }|
                    d d          }t          j        ||           d S )Nr   c                 0    t          j        |           dz  S r   npmeanr0   s     r   
func_numbaz(test_numba_vs_cython.<locals>.func_numbaF       wv$$r   r   r   r   r   r3   r3   r    nogilparallelnopython)r8   r   r%   engine_kwargsc                 0    t          j        |           dz  S r   r;   r   s    r   <lambda>z&test_numba_vs_cython.<locals>.<lambda>X       RWQZZ#%5 r   cythonr$   	r'   r(   r   r6   r   r*   r+   tmassert_equal)r6   r7   rB   rC   rD   r8   r>   r   r   rF   groupedresultexpecteds                r   test_numba_vs_cythonrQ   >   s        % % %  +YYz**
%%%*C*C*CDDqRSf  D $xPPMll1xl00GX!*[[G=[QQF{{55h{GGHOFH%%%%%r   c                    t          j        d           d }d }| r.dd l}|                    |          }|                    |          }t	          g dg ddddg	          }|||d
}	|                    d          }
|dk    r|
d         }
|
                    |d|	          }|
                    d d          }t          j        ||           |
                    |d|	          }|
                    d d          }t          j        ||           |
                    |d|	          }|
                    d d          }t          j        ||           d S )Nr   c                 0    t          j        |           dz
  S Ng333333@r;   r0   s     r   func_1ztest_cache.<locals>.func_1e   r?   r   c                 0    t          j        |           dz  S r   r;   r0   s     r   func_2ztest_cache.<locals>.func_2h   r?   r   r   r   r   r@   r3   r    rA   r   rE   c                 0    t          j        |           dz
  S rT   r;   r   s    r   rH   ztest_cache.<locals>.<lambda>z   rI   r   rJ   r$   c                 0    t          j        |           dz  S r   r;   r   s    r   rH   ztest_cache.<locals>.<lambda>   rI   r   c                 0    t          j        |           dz
  S rT   r;   r   s    r   rH   ztest_cache.<locals>.<lambda>   rI   r   rK   )r6   r7   rB   rC   rD   rU   rW   r   r   rF   rN   rO   rP   s                r   
test_cacher[   ]   s       % % %% % %  #6""6""%%%*C*C*CDDqRSf  D $xPPMll1ooGX!*[[}[MMF{{55h{GGHOFH%%% [[}[MMF{{55h{GGHOFH%%% [[}[MMF{{55h{GGHOFH%%%%%r   c                  h   t          j        d           d } t          g dg ddddg          }|                    d          }|                    | d	          }t          d
d          5  |                    | d 	          }d d d            n# 1 swxY w Y   t          j        ||           d S )Nr   c                 0    t          j        |           dz
  S rT   r;   r0   s     r   rU   z&test_use_global_config.<locals>.func_1   r?   r   r   r   r@   r   r3   r    r$   zcompute.use_numbaT)r'   r(   r   r*   r+   r	   rL   assert_frame_equal)rU   r   rN   rP   rO   s        r   test_use_global_configr_      s   
   % % % %%%*C*C*CDDqRSf  D ll1ooG{{6'{22H	+T	2	2 2 2VD112 2 2 2 2 2 2 2 2 2 2 2 2 2 2(F+++++s   .BBB
agg_kwargsfuncminmaxr   )r3      bminr3   )columnaggfuncc                     t          j        d           t          g dg dg ddg d          }|                    d          } |j        d
i | ddi} |j        d
i | dd	i}t          j        ||           d S )Nr   r   r   r3   rd            r   r3   rd   r    r   r%   rJ    r'   r(   r   r*   r+   rL   r^   )r`   r   rN   rO   rP   s        r   $test_multifunc_numba_vs_cython_framerp      s        ((((((	
 	

 		  D ll1ooGW[66:66g666Fw{99Z99999H&(+++++r   zagg_kwargs,expected_funcc                 *    |                                  S Nr   r0   s     r   rH   rH      s    

 r   c                 *    |                                  S rr   r   r0   s     r   rH   rH          &**,, r   c                 *    |                                  S rr   rb   r0   s     r   rH   rH      rt   r   z2This doesn't work yet! Fails in nopython pipeline!)marksc                    t          j        d           t          g dg dg ddg d          }|                    d          } |j        di | ddi}|                    |d	
          }t          j        ||d           d S )Nr   r   r   ri   rm   r    r   r%   rJ   r$   F)check_dtypern   ro   )r`   expected_funcr   rN   rO   rP   s         r   test_multifunc_numba_udf_framer{      s    (    ((((((	
 	

 		  D ll1ooGW[66:66g666F{{={::H &(>>>>>>r   )min_valmax_valc                 L   t          j        d           g d}t          g d          }|                    |          }d| d<    |j        di | }d| d<    |j        di | }t          |t                    rt          j        ||           d S t          j	        ||           d S )Nr   r   r   r%   rJ   rn   )
r'   r(   r   r*   r+   
isinstancer   rL   r^   assert_series_equal)r`   labelsr   rN   rO   rP   s         r   %test_multifunc_numba_vs_cython_seriesr      s    
    &&&F+++,,Dll6""G"JxW[&&:&&F#Jxw{((Z((H(I&& 1
fh/////
vx00000r   zdata,agg_kwargsr   ri   rd   r    min_colc                 ,   t          j        d           g d}|                     |          } |j        di |dddid} |j        di |ddi}t	          |t
                    rt          j        ||           d S t          j        ||           d S )Nr   r   rC   TrE   r%   rn   )	r'   r(   r*   r+   r   r   rL   r^   r   )r   r`   r   rN   rO   rP   s         r   &test_multifunc_numba_kwarg_propagationr      s    B    &&&Fll6""GW[XX:XgjRVEWXXXXFw{88Z88888H(I&& 1
fh/////
vx00000r   c                     t          j        d           d } t          g dg dd          }|                    d          d         }|                    | dd	          }t          d
gdz  dt          ddgd                    }t          j        ||           |                    | dd	          }t          dgdz  dt          ddgd                    }t          j        ||           d S )Nr   c                 <    | | d                                           S rr   r   )r1   r2   ns      r   sum_lastz&test_args_not_cached.<locals>.sum_last  s    qbcc{   r   )r   r   r3   r3   )r3   r3   r3   r3   )idr   r   r   r3   r$   r   rd   r   name)r   r2   r   )	r'   r(   r   r*   r+   r   r   rL   r   )r   df	grouped_xrO   rP   s        r   test_args_not_cachedr     s   
   ! ! ! 
,,,\\\::	;	;B

4  %I]]8Qw]77Fseaic1vD1I1I1IJJJH68,,,]]8Qw]77Fseaic1vD1I1I1IJJJH68,,,,,r   c                  2   t          j        d           d } t          g dg ddg d          }|                    d                              | d	          }t          d
dgdgt          ddgd                    }t          j        ||           d S )Nr   c                 *    t          j        |          S rr   r;   r0   s     r   fz+test_index_data_correctly_passed.<locals>.f+  s    wu~~r   )Ar   B)rk   rl      )groupv))r2   r   r$   g      g      r   r   r   r   )r!   r2   )r'   r(   r   r*   	aggregater   rL   r^   )r   r   rO   rP   s       r    test_index_data_correctly_passedr   '  s    
      
___999==\\\	R	R	RBZZ  **1W*==F	tse5#s'+J+J+J  H &(+++++r   c                     t          j        d           dddfd} d}t          dg di          }|                    d	                              | d|
          }t          dg di          }t          j        ||           dd}|                    d	                              | d|
          }t          dg di          }t          j        ||           d S )Nr   TFc                     z   z   S rr   rn   )r1   r2   rB   rD   rC   s     r   func_kwargsz2test_engine_kwargs_not_cached.<locals>.func_kwargs>  s    x(**r   rD   rB   rC   value)r   r   r   r   )levelrE   )r   r   r   )r   r   r   )r'   r(   r   r*   r   rL   r^   )r   rF   r   rO   rP   rB   rD   rC   s        @@@r   test_engine_kwargs_not_cachedr   6  s?       EHH+ + + + + + + "*ExPPM	GYYY'	(	(BZZaZ  **G= +  F '???344H&(+++E!)ExPPMZZaZ  **G= +  F '???344H&(+++++r   c                 Z   t          j        d           d }t          ddddg                              ddg          }|| |d	}|                    d                              |d|
          }t          dgt          dgd          dg          }t          j        ||           d S )Nr   c                     dS Nr3   rn   r0   s     r   
numba_funcz+test_multiindex_one_key.<locals>.numba_funcV      qr   r3   rd   rj   r   r   Cr   r   r   rE   r   r   r   )r2   r!   )	r'   r(   r   	set_indexr*   r+   r   rL   r^   )rB   rC   rD   r   r   rF   rO   rP   s           r   test_multiindex_one_keyr   R  s    
      
!!!,,-	.	.	8	8#s	D	DB!)ExPPMZZ__  7- !  F #eQCc&:&:&:SEJJJH&(+++++r   c                 T   t          j        d           d }t          ddddg                              ddg          }|| |d	}t          j        t
          d
          5  |                    ddg                              |d|           d d d            d S # 1 swxY w Y   d S )Nr   c                     dS r   rn   r0   s     r   r   z;test_multiindex_multi_key_not_supported.<locals>.numba_funce  r   r   r3   rd   rj   r   r   r   r   zmore than 1 grouping labelsr"   rE   )r'   r(   r   r   r)   NotImplementedErrorr*   r+   )rB   rC   rD   r   r   rF   s         r   'test_multiindex_multi_key_not_supportedr   b  s   
      
!!!,,-	.	.	8	8#s	D	DB!)ExPPM	*2O	P	P	P 
 



C:""wm 	# 	
 	
 	

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
s   ".BB!$B!c                 J   t          j        d           | \  }}t          g dg dt          j                            d                              d          t          j                            d                              d          d          }|                    ddg          } |j        |fd	di|} |j        |fd	d
i|}t          j
        ||            t          ||          dd	di|} t          ||          dd	d
i|}t          j
        ||           d S )Nr   foobarr   r   r   r   r   r   oner   twothreer   r   r   r   rd      r   r   r   Dr   r   r%   rJ   rn   )r'   r(   r   r<   randomdefault_rngstandard_normalr*   r+   rL   r^   getattr)	numba_supported_reductions	reductionkwargsr   gbres_aggexpected_agg
direct_resdirect_expecteds	            r   test_multilabel_numba_vs_cythonr   p  sQ   
   2Iv	IIIMMM&&q))99!<<&&q))99!<<		
 	

 
B 
S#J		BbfY99w9&99G26)??H???L'<000'Y''AAwA&AAJ,gb),,GGHGGGO*o66666r   c                     t          j        d           t          g dg dt          j                            d                              d          t          j                            d                              d          d          } |                     ddg          }|                    d	 d
          }|                    d d
          }t          j
        ||           d S )Nr   r   r   rd   r   r   r   r   c                 *    |                                  S rr   rv   r0   s     r   rH   z5test_multilabel_udf_numba_vs_cython.<locals>.<lambda>  rt   r   r$   c                 *    |                                  S rr   rv   r   s    r   rH   z5test_multilabel_udf_numba_vs_cython.<locals>.<lambda>  s     r   rJ   )r'   r(   r   r<   r   r   r   r*   r+   rL   r^   )r   r   rO   rP   s       r   #test_multilabel_udf_numba_vs_cythonr     s    
   	IIIMMM&&q))99!<<&&q))99!<<		
 	

 
B 
S#J		BVV66wVGGFvv''v99H&(+++++r   ).numpyr<   r'   pandas.compatr   pandas.errorsr   pandasr   r   r   r   r	   pandas._testing_testingrL   pandas.util.versionr
   mark
single_cpu
pytestmarkr(   r   appendskipif__version__r-   r4   filterwarningsparametrizerQ   r[   r_   rp   paramxfailr{   r   r   r   r   r   r   r   r   r   rn   r   r   <module>r      s        ) ) ) ) ) ) ( ( ( ( ( (                    ' ' ' ' ' 'k$%
G$$ 
  
K!""ggfoo5K//:K:KK8IKK     L L L"Q Q Q" H%%u..+'>??dE]33& & 43 @? /. &%
&4 H%%u..+'>??$& $& @? /. &%$&N, , ,  	% 		eU^../	E2223	 , , ,  
44	5u=6666 EN+##K $  	
 	
 	
 &? ?' &?$ uenEe0T0TU 1 1	 1 	)))	*	*VeU^,DE	)))	*	*VUO<I---///BBQPQF   eU^$		
 I---///BBQPQF   UO		
 I---///BBQPQF   %E223		
 I---///BBQPQF   5999:		
+ >	1 	1?  @	1- - -$, , ,, , ,8 H%%, , &%,
 
 
7 7 7*, , , , ,r   