
    Eg%                        d dl Zd dlZd dlmZ d dlmZmZmZ d dl	m
Z ej        j        Z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gdddgddg          d             Zd Zd Zd Zej                            d          d             Zd Zd Zd ZdS )    N)NumbaUtilError)	DataFrameSeriesoption_contextc                     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 )Nnumbac                     | dz   S N    xs    ^/var/www/sysmax/venv/lib/python3.11/site-packages/pandas/tests/groupby/transform/test_numba.pyincorrect_functionz;test_correct_function_signature.<locals>.incorrect_function   s    1u    ar   br   r         ?       @g      @g      @g      @keydatar   r   columnszThe first 2matchenginepytestimportorskipr   raisesr   groupby	transformr   r   s     r   test_correct_function_signaturer(      s   
      )))3L3L3LMM  D 
~]	;	;	; J JU%%&8%IIIJ J J J J J J J J J J J J J J 
~]	;	;	; R RUF#--.@-QQQR R R R R R R R R R R R R R R R R Rs$   +BBB*1C((C,/C,c                     t          j        d           d } t          g dg ddddg          }t          j        t          d	
          5  |                    d                              | dd           d d d            n# 1 swxY w Y   t          j        t          d	
          5  |                    d          d                             | dd           d d d            d S # 1 swxY w Y   d S )Nr   c                     | dz   S r
   r   valuesindexs     r   r   z6test_check_nopython_kwargs.<locals>.incorrect_function$       zr   r   r   r   r   r   r   znumba does not supportr   r   )r    r   r!   r'   s     r   test_check_nopython_kwargsr/   !   s   
      )))3L3L3LMM  D 
~-E	F	F	F O OU%%&8A%NNNO O O O O O O O O O O O O O O 
~-E	F	F	F W WUF#--.@TU-VVVW W W W W W W W W W W W W W W W W W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                     | dz   S r
   r   r+   s     r   funcz"test_numba_vs_cython.<locals>.func:   r.   r   r   r   r   r   r   r   r   nogilparallelnopython)r3   r   r    engine_kwargsc                     | dz   S r
   r   r   s    r   <lambda>z&test_numba_vs_cython.<locals>.<lambda>L   
    1q5 r   cythonr   	r"   r#   r   r1   r   r%   r&   tmassert_equal)r1   r2   r9   r:   r;   r3   r6   r   r   r=   groupedresultexpecteds                r   test_numba_vs_cythonrH   2   s            yy%%%*C*C*CDDqRSf  D $xPPMll1xl00GX!*tG=QQF   BBH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                     | dz   S r
   r   r+   s     r   func_1ztest_cache.<locals>.func_1Y   r.   r   c                     | dz  S N   r   r+   s     r   func_2ztest_cache.<locals>.func_2\   r.   r   r   r   r   r7   r   r   r8   r   r<   c                     | dz   S r
   r   r   s    r   r?   ztest_cache.<locals>.<lambda>n   r@   r   rA   r   c                     | dz  S rM   r   r   s    r   r?   ztest_cache.<locals>.<lambda>r   r@   r   c                     | dz   S r
   r   r   s    r   r?   ztest_cache.<locals>.<lambda>w   r@   r   rB   )r1   r2   r9   r:   r;   rK   rO   r   r   r=   rE   rF   rG   s                r   
test_cacherS   Q   s             #6""6""%%%*C*C*CDDqRSf  D $xPPMll1ooGX!*vg]SSF   BBHOFH%%%vg]SSF   BBHOFH%%% vg]SSF   BBHOFH%%%%%r   c                  h   t          j        d           d } t          g dg ddddg          }|                    d          }|                    | d	          }t          d
d          5  |                    | d 	          }d d d            n# 1 swxY w Y   t          j        ||           d S )Nr   c                     | dz   S r
   r   r+   s     r   rK   z&test_use_global_config.<locals>.func_1~   r.   r   r   r   r7   r   r   r   r   zcompute.use_numbaT)r"   r#   r   r%   r&   r   rC   assert_frame_equal)rK   r   rE   rG   rF   s        r   test_use_global_configrW   {   s   
      %%%*C*C*CDDqRSf  D ll1ooG   88H	+T	2	2 8 8""6$"778 8 8 8 8 8 8 8 8 8 8 8 8 8 8(F+++++s   .BBBagg_funcminmaxsum)BCc                    t          j        d           |\  } }t          g dg ddddg          }|                    d          } |j        | fddi|} |j        | fdd	i|}t          j        ||            |d         j        | fddi|} |d         j        | fdd	i|}t          j        ||           d S )
Nr   r   r   r7   r   r   r   r    rA   )r"   r#   r   r%   r&   rC   rV   assert_series_equal)rX   numba_supported_reductionskwargsr   rE   rF   rG   s          r   test_string_cython_vs_numbarb      s       1Hf%%%*C*C*CDDqRSf  D ll1ooGWxBBB6BBF w EE(EfEEH&(+++!WQZ!(EE7EfEEF#wqz#HHHXHHHH68,,,,,r   c                     t          j        d           d } t          g dg dd          }|                    d          d         }|                    | dd	          }t          d
gdz  d          }t          j        ||           |                    | dd	          }t          dgdz  d          }t          j        ||           d S )Nr   c                 <    | | d                                           S N)r[   )r,   r-   ns      r   sum_lastz&test_args_not_cached.<locals>.sum_last   s    qbcc{   r   )r   r   r   r   )r   r   r   r   )idr   rh   r   r   r   r      )name   r   )r"   r#   r   r%   r&   r   rC   r_   )rg   df	grouped_xrF   rG   s        r   test_args_not_cachedrn      s    
   ! ! ! 
,,,\\\::	;	;B

4  %I  1W ==Fseaic***H68,,,  1W ==Fseaic***H68,,,,,r   c                     t          j        d           d } t          g dg ddg d          }|                    d                              | d	          }t          g d
dgg d          }t          j        ||           d S )Nr   c                     |dz
  S r
   r   r+   s     r   fz+test_index_data_correctly_passed.<locals>.f   s    qyr   )Arr   r\   )ri   rN      )groupv))r-   rt   r   )g      g      g       ru   )r   r-   r"   r#   r   r%   r&   rC   rV   )rq   rl   rF   rG   s       r    test_index_data_correctly_passedrz      s    
      
___999==\\\	R	R	RBZZ  **1W*==F+++cU,,,OOOH&(+++++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 re   r   )r,   r-   r9   r;   r:   s     r   func_kwargsz2test_engine_kwargs_not_cached.<locals>.func_kwargs   s    x(**r   r;   r9   r:   value)r   r   r   r   )levelr<   )r   r   r   )r   r   r   ry   )r}   r=   rl   rF   rG   r9   r;   r:   s        @@@r   test_engine_kwargs_not_cachedr      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                 d   t          j        d           d }t          ddddg                              ddg          }|| |d	}|                    d                              |d|
          }t          ddddg                              ddg          }t          j        ||           d S )Nr   c                     dS r
   r   r+   s     r   
numba_funcz+test_multiindex_one_key.<locals>.numba_func       qr   r   rk      rr   r\   r]   rr   r\   r~   r<   r   )r"   r#   r   	set_indexr%   r&   rC   rV   )r9   r:   r;   r   rl   r=   rF   rG   s           r   test_multiindex_one_keyr      s    
      
!!!,,-	.	.	8	8#s	D	DB!)ExPPMZZ__&&7- '  F 44566@@#sLLH&(+++++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
   r   r+   s     r   r   z;test_multiindex_multi_key_not_supported.<locals>.numba_func   r   r   r   rk   r   r   rr   r\   r~   zmore than 1 grouping labelsr   r<   )r"   r#   r   r   r$   NotImplementedErrorr%   r&   )r9   r:   r;   r   rl   r=   s         r   'test_multiindex_multi_key_not_supportedr      s   
      
!!!,,-	.	.	8	8#s	D	DB!)ExPPM	*2O	P	P	P 
 



C:((wm 	) 	
 	
 	

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
s   ".BB!$B!c                    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
        ||           d S )Nr   foobarr   r   r   r   r   r   oner   twothreer   r   r   r   rk      rr   r\   r]   Drr   r\   r    rA   r"   r#   r   nprandomdefault_rngstandard_normalr%   r&   rC   rV   )r`   	reductionra   rl   gbres_aggexpected_aggs          r   test_multilabel_numba_vs_cythonr      s    
   2Iv	IIIMMM&&q))99!<<&&q))99!<<		
 	

 
B 
S#J		Bbl9??W???G2<	EE(EfEEL'<00000r   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   rk   r   r   rr   r\   c                     | |                                  z
  |                                 |                                  z
  z  S re   rY   rZ   r+   s     r   r?   z5test_multilabel_udf_numba_vs_cython.<locals>.<lambda>  s-    v

4

9TU r   r   c                     | |                                  z
  |                                 |                                  z
  z  S re   r   r   s    r   r?   z5test_multilabel_udf_numba_vs_cython.<locals>.<lambda>  s,    1quuww;15577QUUWW#45 r   rA   r   )rl   r   rF   rG   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\\UU   F ||55h   H &(+++++r   )numpyr   r"   pandas.errorsr   pandasr   r   r   pandas._testing_testingrC   mark
single_cpu
pytestmarkr(   r/   filterwarningsparametrizerH   rS   rW   rb   rn   rz   r   r   r   r   r   r   r   r   <module>r      s        ( ( ( ( ( (         
      [#
R R R"W W W" H%%u..+'>??dE]33& & 43 @? /. &%
&4 H%%u..+'>??#& #& @? /. &%#&L, , ," %uen5(I(IJ - - -"- - -$
, 
, 
,, , ,8 H%%, , &%,
 
 
1 1 1", , , , ,r   