o
    h`                     @   s   d dl Z d dlZd dlZd dlmZ d dlZd dlmZ d dl	m
Z
mZ d dlmZmZ d dlmZmZmZmZmZmZmZ edejdd	ejd
gddejdddgejejejdejdgdejejddejggZeg deg deddgeg dgZeg dg dg dg dgZeg dg dg dg dgZG d d! d!ZG d"d# d#ZG d$d% d%Zed&eg d'd(Z e ! D ]Z"e"j#d)d* qej$%d+ej&d, ej&d-  d. ej$j%d/e ! e ' d0G d1d2 d2Z(G d3d4 d4Z)G d5d6 d6e)Z*G d7d8 d8e)Z+G d9d: d:e)Z,d;Z-e.ej&d- Z/e/d<d= e-D 7 Z/G d>d? d?Z0G d@dA dAZ1G dBdC dCZ2ej$%dDeejdEejej3geg dFfejg dGej4dHdIfeg dFdIfejejdEgejej3ggej5dHed)dIgd)dIggfgdJdK Z6dLdM Z7dS )N    N)partial)normalize_axis_tuple)	AxisErrorComplexWarning)	_nan_mask_replace_nan)assert_assert_equalassert_almost_equalassert_raisesassert_raises_regexassert_array_equalsuppress_warningss?&S:??ʡE?	?绸zG?L
F%u?6<R!?[B>٬?:MS㥛?z):?	h"?)r   r   r   r   )r   r   r   r   r   )r   r   r   )r         ?r   r   r   r   )r   r   r   r   r   r   )r   r   r   r   r   r   )r   r   r   r   r   r   )r           r   r   r   r   )r   r   r   r   r   r   )r   r   r   r   r   r   )r   r   r   r   r   r   c                   @   s   e Zd Zejejejejejej	ej
ejejejejejejejejejejejejejejejejejejejejejiZ dd e D Z!e"dddZ#e$j%j&de ' e!ddd	 Z(d
d Z)dS )TestSignatureMatchc                 C      g | ]}|j qS  __name__).0kr!   r!   u/var/www/html/construction_image-detection-poc/venv/lib/python3.10/site-packages/numpy/lib/tests/test_nanfunctions.py
<listcomp>;       zTestSignatureMatch.<listcomp>...c                 C   sT   g }t | }|j D ]}|jt jju r|| q||j|d qt 	|S )z?Construct a signature and replace all default parameter-values.)default)
inspect	signature
parametersvaluesr*   	Parameteremptyappendreplace	Signature)funcr*   prm_listr,   prmr!   r!   r&   get_signature=   s   

z TestSignatureMatch.get_signatureznan_func,funcidsc                 C   s&   |  |}|  |}tj|| d S N)r7   nptestingr	   )selfnan_funcr4   r,   nan_signaturer!   r!   r&   test_signature_matchI   s   

z'TestSignatureMatch.test_signature_matchc                 C   s"   t jt| jtt jjj dS )z4Validate that all nan functions are actually tested.N)r;   r<   r	   setIDSlib_nanfunctions_impl__all__r=   r!   r!   r&   test_exhaustivenessR   s   z&TestSignatureMatch.test_exhaustivenessN)r)   )*r#   
__module____qualname__r;   nanminaminnanmaxamax	nanargminargmin	nanargmaxargmaxnansumsumnanprodprod	nancumsumcumsum
nancumprodcumprodnanmeanmean	nanmedianmediannanpercentile
percentilenanquantilequantilenanvarvarnanstdstdNANFUNCSrB   staticmethodr7   pytestmarkparametrizeitemsr@   rG   r!   r!   r!   r&   r   *   s,    
r   c                	   @   s   e Zd ZejejgZejejgZ	dd Z
dd Zdd Zdd Zd	d
 Zejdg dejdejd ejjdeejedejgddgddd Zdd Zdd Zdd Zdd Zejdejd dd Zejdejd d d! Zd"S )#TestNanFunctions_MinMaxc                 C   *   t  }| jD ]}|| t|t  qd S r:   _ndatcopynanfuncsr	   r=   ndatfr!   r!   r&   test_mutation^   
   
z%TestNanFunctions_MinMax.test_mutationc                 C   \   t d}t| j| jD ]\}}dD ]}|||dd}|||dd}t|j|jk qqd S N   Nr      Taxiskeepdimsr;   eyeziprq   stdfuncsr   ndimr=   matnfrfr}   tgtresr!   r!   r&   test_keepdimse      
z%TestNanFunctions_MinMax.test_keepdimsc                 C   ^   t d}t| j| jD ] \}}t d}||dd}||d|d}t|| t|| qd S Nry   r{   r}   r}   outr;   r   r   rq   r   zerosr
   r=   r   r   r   resoutr   r   r!   r!   r&   test_outm      


z TestNanFunctions_MinMax.test_outc                 C   s   d}t | j| jD ]<\}}|D ]5}tjd|d}||ddjj}||ddjj}t||u  ||d djj}||d djj}t||u  qq	d S )NefdgFDGry   dtyper{   r   r   rq   r   r;   r   r   typer   r=   codesr   r   cr   r   r   r!   r!   r&   test_dtype_from_inputv   s   z-TestNanFunctions_MinMax.test_dtype_from_inputc                    D   t | j| jD ]\}  fddtD }|tdd}t|| qd S )Nc                       g | ]} |qS r!   r!   r$   dr   r!   r&   r'          z>TestNanFunctions_MinMax.test_result_values.<locals>.<listcomp>r{   r   r   rq   r   _rdatro   r
   r=   r   r   r   r!   r   r&   test_result_values   
   z*TestNanFunctions_MinMax.test_result_valuesr}   rz   r   AllFloatarrayry   ry   0d2dr8   c              	   C   s   |d ur|j dkrtd ||}d}| jD ]0}tjt|d |||d}W d    n1 s2w   Y  t|	 s@J |j
|j
ksHJ qd S Nr   *`axis != None` not supported for 0d arraysAll-NaN slice encounteredmatchr   )r   rh   skipastyperq   warnsRuntimeWarningr;   isnanallr   r=   r}   r   r   r   r4   r   r!   r!   r&   test_allnans   s   


z$TestNanFunctions_MinMax.test_allnansc                 C   sj   t jt}|j }t jfD ]#}||dd}|tdd}t|| t|j| tt 	|
   qd S )Nr{   r   )r;   mafix_invalidro   _maskrp   rJ   r	   r   isinfany)r=   r   mskrt   r   r   r!   r!   r&   test_masked   s   

z#TestNanFunctions_MinMax.test_maskedc                 C       | j D ]
}t|ddk qd S Nr   rq   r   r=   rt   r!   r!   r&   test_scalar      
z#TestNanFunctions_MinMax.test_scalarc              	   C   s8  G dd dt j}t d|}| jD ]5}||dd}tt|| t|jdk ||dd}tt|| t|jdk ||}t|jdk qt j|d< | jD ]}t	j
d	d
-}t	d ||dd}tt|| tt t |  tt|dk W d    n1 sw   Y  t	j
d	d
F}t	d ||dd}tt|| tt |d ot |d  ot |d   tt|dkd tt|d jt W d    n1 sw   Y  t	j
d	d
'}t	d ||}t|jdk t|t jk tt|dk W d    n	1 sw   Y  qRd S )Nc                   @      e Zd ZdS )z8TestNanFunctions_MinMax.test_subclass.<locals>.MyNDArrayNr#   rH   rI   r!   r!   r!   r&   	MyNDArray       r   ry   r   r   ry   r{   r!   Trecordalways   no warning raised)r;   ndarrayr   viewrq   r   
isinstanceshapenanwarningscatch_warningssimplefilterr   r   len
issubclasscategoryr   )r=   r   minert   r   wr!   r!   r&   test_subclass   sN   




 	
z%TestNanFunctions_MinMax.test_subclassc                 C   s   t jddgt jdgt jt jggtd}tt |d tt j|ddddg tjdd1}td	 tt	t j|d
dddt jg t
t|d
kd t
t|d jt W d    d S 1 saw   Y  d S )Nr          @      @r   r   r   Tr   r   r{   r   )r;   r   r   objectr	   rJ   r   r   r   listr   r   r   r   r   )r=   arrr   r!   r!   r&   test_object_array   s   &
 "z)TestNanFunctions_MinMax.test_object_arrayc                 C   s   G dd dt j}t d|}t j|d d< | jD ]4}|t ju r$dnd}|||d}|j|ks3J ||ks9J ||||d}|j|ksIJ ||ksOJ qd S )Nc                   @   r   )z7TestNanFunctions_MinMax.test_initial.<locals>.MyNDArrayNr   r!   r!   r!   r&   r      r   r   	      d   r   initial)	r;   r   aranger   r   rq   rL   r   r   )r=   r   r   arrt   r   ret1ret2r!   r!   r&   test_initial   s   
z$TestNanFunctions_MinMax.test_initialc           	      C   s   G dd dt j}t ddd|}t j|dd d f< t j|t jd}d|d d df< | jD ]6}|t j	u r:dnd	}|||d
d}|j
|ksJJ ||ksPJ ||||d
d}|j
|ksaJ ||ksgJ q1d S )Nc                   @   r   )z5TestNanFunctions_MinMax.test_where.<locals>.MyNDArrayNr   r!   r!   r!   r&   r      r   r   r   ry   r   r   F      r   wherer   )r;   r   r   reshaper   r   	ones_likeboolrq   rJ   r   r   )	r=   r   r   r   r   rt   	referencer   r   r!   r!   r&   
test_where   s   
z"TestNanFunctions_MinMax.test_whereN)r#   rH   rI   r;   rJ   rL   rq   minmaxr   ru   r   r   r   r   rh   ri   rj   	typecodesr   r   fullr   r   r   r   r   r   r   r!   r!   r!   r&   rl   Y   s2    	

+
rl   c                	   @   s   e Zd ZejejgZdd Zdd Ze	j
dg de	j
dejd e	j
jd	eejed
ejgddgddd Zdd Zdd Zdd Ze	j
dejd dd Ze	j
dejd dd ZdS )TestNanFunctions_ArgminArgmaxc                 C   rm   r:   rn   rr   r!   r!   r&   ru     rv   z+TestNanFunctions_ArgminArgmax.test_mutationc              
   C   s   t | jtjtjgD ]K\}}tD ]D}t 7}|td ||}|| }t	t
|  t	|||   t	t||d |    W d    n1 sOw   Y  qq
d S )Nzinvalid value encountered in)r   rq   r;   greaterlessro   r   filterr   r   r   r   equal)r=   rt   fcmprowsupindvalr!   r!   r&   r     s    z0TestNanFunctions_ArgminArgmax.test_result_valuesr}   rz   r   r   r   r   r   r   r8   c              	   C   sp   |d ur|j dkrtd ||}| jD ]}tjtdd |||d W d    n1 s0w   Y  qd S r   )r   rh   r   r   rq   raises
ValueError)r=   r}   r   r   r4   r!   r!   r&   r   !  s   


z*TestNanFunctions_ArgminArgmax.test_allnansc              	   C   s\   t d}| jD ]#}dD ]}ttd|||d qdD ]}|||d}t|t d qqd S )Nr   ry   r   Nz*attempt to get argm.. of an empty sequencer   r{   r   )r;   r   rq   r   r
  r	   )r=   r   rt   r}   r   r!   r!   r&   
test_empty0  s   

z(TestNanFunctions_ArgminArgmax.test_emptyc                 C   r   r   r   r   r!   r!   r&   r   <  r   z)TestNanFunctions_ArgminArgmax.test_scalarc                 C   s   G dd dt j}t d|}| jD ]5}||dd}tt|| t|jdk ||dd}tt|| t|jdk ||}t|jdk qd S )	Nc                   @   r   )z>TestNanFunctions_ArgminArgmax.test_subclass.<locals>.MyNDArrayNr   r!   r!   r!   r&   r   A  r   r   ry   r   r   r   r{   r!   )r;   r   r   r   rq   r   r   r   )r=   r   r   rt   r   r!   r!   r&   r   @  s   
z+TestNanFunctions_ArgminArgmax.test_subclassc                 C   sh   t d|}t j|d d< | jD ]}|t ju rdnd}||dd}|j|jks+J ||ks1J qd S )Nr   r   r   T)r~   )r;   r   r   r   rq   rN   r   r=   r   r   rt   r   retr!   r!   r&   r   Q  s   
z+TestNanFunctions_ArgminArgmax.test_keepdimsc                 C   st   t d|}t j|d d< | jD ]%}t jdt jd}|t ju r#dnd}|||d}||u s1J ||ks7J qd S )Nr   r   r!   r   r   r   )r;   r   r   r   rq   r   intprN   )r=   r   r   rt   r   r   r  r!   r!   r&   r   \  s   
z&TestNanFunctions_ArgminArgmax.test_outN)r#   rH   rI   r;   rN   rP   rq   ru   r   rh   ri   rj   r   r   r   r   r   r  r   r   r   r   r!   r!   r!   r&   r   	  s(    
	

r   r   )   '   ]   W   .   )r   1dF)writer   
AllIntegerr   Or   r8   c                   @   s*  e Zd Zejejejejejej	ej
ejejejejejejejejejejejejejejejejejiZdd eD Zejj de! edej"dddd Z#ejj dej$ej%fej&ej'fgd	d
gddd Z(ejj dejejfejejfgddgddd Z)ej dejejgdd Z*dS )TestNanFunctions_NumberTypesc                 C   r    r!   r"   r$   ir!   r!   r&   r'     r(   z'TestNanFunctions_NumberTypes.<listcomp>znanfunc,funcr8   ignore)overc                 C   sX   | |}||}||}t|| |dkr"t|t|u s J d S |j|jks*J d S )Nr  r   r
   r   r   r=   r   r   nanfuncr4   r   r   r!   r!   r&   test_nanfunc  s   

z)TestNanFunctions_NumberTypes.test_nanfuncr`   r^   c                 C   s   | |}|jjdkrtt||dd tt||dd d S ||dd}||dd}t|| |dkr>t|t|u s<J d S |j|jksFJ d S )Nr   r{   )qr  )r   r   kindr   	TypeErrorr
   r   r"  r!   r!   r&   test_nanfunc_q  s   

z+TestNanFunctions_NumberTypes.test_nanfunc_qrb   rd   c                 C   s`   | |}||dd}||dd}t|| |dkr&t|t|u s$J d S |j|jks.J d S )N      ?ddofr  r!  r"  r!   r!   r&   test_nanfunc_ddof  s   

z.TestNanFunctions_NumberTypes.test_nanfunc_ddofr#  c                 C   s   | |}t||dd||dd d}tt| ||ddd W d    n1 s+w   Y  tt| ||ddd W d    d S 1 sHw   Y  d S )Nr)  )
correctionr*  z5ddof and correction can't be provided simultaneously.)r+  r-  r{   r   )r   r
   r   r
  )r=   r   r   r#  err_msgr!   r!   r&   test_nanfunc_correction  s   
"z4TestNanFunctions_NumberTypes.test_nanfunc_correctionN)+r#   rH   rI   r;   rJ   r   rL   r   rN   rO   rP   rQ   rR   rS   rT   rU   rV   rW   rX   rY   rZ   r[   r\   r]   rb   rc   rd   re   rq   nanfunc_idsrh   ri   rj   rk   errstater$  r`   ra   r^   r_   r(  r,  r/  r!   r!   r!   r&   r  r  sD    


r  c                   @   sT   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd ZdS )SharedNanFunctionsTestsMixinc                 C   rm   r:   rn   rr   r!   r!   r&   ru     rv   z*SharedNanFunctionsTestsMixin.test_mutationc                 C   rw   rx   r   r   r!   r!   r&   r     r   z*SharedNanFunctionsTestsMixin.test_keepdimsc                 C   r   r   r   r   r!   r!   r&   r     r   z%SharedNanFunctionsTestsMixin.test_outc           	   
   C   s   t d}d}t| j| jD ]i\}}|D ]b}t U}|t jt jhv r+|dv r+|t	 ||t 
|ddj
j}||t 
|ddj
j}t||u  ||t 
|d dj
j}||t 
|d dj
j}t||u  W d    n1 sqw   Y  qqd S Nry   r   FDGr{   )r   r}   r;   r   r   rq   r   r   rd   rb   r  r   r   r   r   	r=   r   r   r   r   r   r  r   r   r!   r!   r&   test_dtype_from_dtype  s"   

z2SharedNanFunctionsTestsMixin.test_dtype_from_dtypec           	   
   C   s   t d}d}t| j| jD ]]\}}|D ]V}t I}|t jt jhv r+|dv r+|t	 |||ddj
j}|||ddj
j}t||u  |||d dj
j}|||d dj
j}t||u  W d    n1 sew   Y  qqd S r3  r5  r6  r!   r!   r&   test_dtype_from_char  s"   

z1SharedNanFunctionsTestsMixin.test_dtype_from_charc                 C   s   d}t | j| jD ]A\}}|D ]:}tjd|d}||ddjj}||ddjj}t||u d||f  ||d djj}||d djj}t||u  qq	d S )Nr   ry   r   r{   r   zres %s, tgt %sr   r   r!   r!   r&   r     s   z2SharedNanFunctionsTestsMixin.test_dtype_from_inputc                    r   )Nc                    r   r!   r!   r   r   r!   r&   r'     r   zCSharedNanFunctionsTestsMixin.test_result_values.<locals>.<listcomp>r{   r   r   r   r!   r   r&   r     r   z/SharedNanFunctionsTestsMixin.test_result_valuesc                 C   r   r   r   r   r!   r!   r&   r     r   z(SharedNanFunctionsTestsMixin.test_scalarc                 C   s   G dd dt j}t d}||}| jD ]O}||ddj}||dd}tt|| t|j|k ||ddj}||dd}tt|| t|j|k ||j}||}tt|| t|j|k qd S )Nc                   @   r   )z=SharedNanFunctionsTestsMixin.test_subclass.<locals>.MyNDArrayNr   r!   r!   r!   r&   r     r   r   ry   r   r   r{   )r;   r   r   r   rq   r   r   r   )r=   r   r   r   rt   expected_shaper   r!   r!   r&   r     s"   



z*SharedNanFunctionsTestsMixin.test_subclassN)r#   rH   rI   ru   r   r   r7  r8  r   r   r   r   r!   r!   r!   r&   r2    s    	r2  c                	   @   s   e Zd ZejejgZejejgZ	e
jdg de
jdejd e
jjdeejedejgddgd	d
d Zdd Ze
jdejd dd Ze
jdejd dd ZdS )TestNanFunctions_SumProdr}   rz   r   r   r   r   r   r   r8   c                 C   sr   |d ur|j dkrtd ||}t| jddgD ]\}}|||d}t||ks.J |j|jks6J qd S )Nr   r   r{   r   	r   rh   r   r   r   rq   r;   r   r   r=   r}   r   r   r4   identityr   r!   r!   r&   r   :  s   

z%TestNanFunctions_SumProd.test_allnansc                 C   s   t tjtjgddgD ]3\}}td}|gd }||dd}t|| g }||dd}t|| |}||d d}t|| qd S )Nr   r{   r  ry   r   )r   r;   rR   rT   r   r	   r=   rt   	tgt_valuer   r   r   r!   r!   r&   r  J  s   



z#TestNanFunctions_SumProd.test_emptyc                 C   sf   t d|}t j|d d< | jD ]}|t ju rdnd}||dd}|j|ks*J ||ks0J qd S )Nr   r      i   r   r   )r;   r   r   r   rq   rR   r   r  r!   r!   r&   r   W  s   
z%TestNanFunctions_SumProd.test_initialc                 C   s   t ddd|}t j|dd d f< t j|t jd}d|d d df< | jD ]}|t ju r1dnd}|||dd	}|j	|ksAJ ||ksGJ q(d S )
Nr   ry   r   r   F   i  r   r   )
r;   r   r   r   r   r   r   rq   rR   r   )r=   r   r   r   rt   r   r  r!   r!   r&   r   b  s   
z#TestNanFunctions_SumProd.test_whereN)r#   rH   rI   r;   rR   rT   rq   rS   rU   r   rh   ri   rj   r   r   r   r   r   r  r   r   r!   r!   r!   r&   r:  5  s"    



r:  c                	   @   s   e Zd ZejejgZejejgZ	e
jdg de
jdejd e
jjdeejedejgddgd	d
d Zdd Zdd Zdd Zdd ZdS )TestNanFunctions_CumSumProdr}   rz   r   r   r   r   r   r   r8   c                 C   sn   |d ur|j dkrtd ||}t| jddgD ]\}}||}t||ks,J |j|jks4J qd S )Nr   r   r{   r;  r<  r!   r!   r&   r   u  s   

z(TestNanFunctions_CumSumProd.test_allnansc                 C   s   t | jddgD ]8\}}td}|td }||dd}t|| |}||dd}t|| td}||d d}t|| qd S )Nr   r{   r  r   )r   rq   r;   r   onesr	   r>  r!   r!   r&   r    s   



z&TestNanFunctions_CumSumProd.test_emptyc           	      C   s   t | j| jD ]$\}}td}dD ]}|||d d}|||d d}t|j|jk qq| jD ]8}td}tj	d}tj
||j|j dk < ||d d}t|jd td	D ]}|||d}t|jd qXq/d S )
Nry   rz   r   ry   r         r   r)  r   )i  r   )r   rq   r   r;   r   r   r   rC  randomRandomStater   randr   r	   r   )	r=   rt   gr   r}   r   r   r   rsr!   r!   r&   r     s$   


z)TestNanFunctions_CumSumProd.test_keepdimsc                 C   sZ   dD ](}t jt|d}t jt|d}t|| t jt|d}t jt|d}t|| qd S )N)r   r{   Nr   )	r;   rY   
_ndat_onesrX   ro   r
   rW   _ndat_zerosrV   )r=   r}   r   r   r!   r!   r&   r     s   
z.TestNanFunctions_CumSumProd.test_result_valuesc                 C   sh   t d}t| j| jD ]%\}}t d}dD ]}|||d}||||d}t|| t|| qqd S )Nry   )rL  rM  r   r{   r   r   )r;   r   r   rq   r   r
   )r=   r   r   r   r   r}   r   r   r!   r!   r&   r     s   


z$TestNanFunctions_CumSumProd.test_outN)r#   rH   rI   r;   rV   rX   rq   rW   rY   r   rh   ri   rj   r   r   r   r   r   r  r   r   r   r!   r!   r!   r&   rB  p  s     

	rB  c                	   @   s   e Zd ZejejejgZejej	ej
gZdd Zdd Zdd Zdd Zejd	g d
ejdejd ejjdeejedejgddgddd Zdd Zejdejd dd Zdd ZdS )TestNanFunctions_MeanVarStdc              	   C   s8   | j D ]}tjtjtjfD ]}tt|td|d qqd S )Nr{   )r}   r   )rq   r;   r   int_object_r   r'  ro   )r=   rt   r   r!   r!   r&   test_dtype_error  s
   
z,TestNanFunctions_MeanVarStd.test_dtype_errorc              	   C   sL   | j D ] }tjtjtjfD ]}tjtjd |d}tt	|td|d qqd S )Nr   r   r{   r   )
rq   r;   r   rQ  rR  r0   ro   r   r   r'  )r=   rt   r   r   r!   r!   r&   test_out_dtype_error  s   
z0TestNanFunctions_MeanVarStd.test_out_dtype_errorc                    sf   t jt jg}t jt jg}t||D ]\}dD ]  fddtD }|td d}t|| qqd S )Nr   r{   c                    s   g | ]}| d qS )r*  r!   r   r+  r   r!   r&   r'         z9TestNanFunctions_MeanVarStd.test_ddof.<locals>.<listcomp>r{   r}   r+  )	r;   rb   rd   rc   re   r   r   ro   r
   )r=   rq   r   r   r   r   r!   rV  r&   	test_ddof  s   z%TestNanFunctions_MeanVarStd.test_ddofc           	   
      s   t jt jg}t jt jg}dd tD }t||D ]W\}}tdD ]N t A}|	t
 |t  fdd|D }|td d}tt || t|rVtt|jdk n	tt|jdk W d    n1 siw   Y  q qd S )Nc                 S   s   g | ]}t |qS r!   )r   r   r!   r!   r&   r'     r   zATestNanFunctions_MeanVarStd.test_ddof_too_big.<locals>.<listcomp>r   c                    s   g | ]} |kqS r!   r!   r   r*  r!   r&   r'     r   r{   rX  r   )r;   rb   rd   rc   re   r   r   ranger   r   r   r  r   ro   r	   r   r   r   r   log)	r=   rq   r   dsizer   r   r  r   r   r!   r*  r&   test_ddof_too_big  s&   

z-TestNanFunctions_MeanVarStd.test_ddof_too_bigr}   rz   r   r   r   r   r   r   r8   c              	   C   s   |d ur|j dkrtd ||}d}| jD ]A}tjt|d |||d}W d    n1 s2w   Y  t|	 s@J |tj
u rN|j|jksMJ q|jt|jksYJ qd S )Nr   r   z:(Degrees of freedom <= 0 for slice.)|(Mean of empty slice)r   r   )r   rh   r   r   rq   r   r   r;   r   r   rZ   r   absr   r!   r!   r&   r     s   



z(TestNanFunctions_MeanVarStd.test_allnansc              
   C   s   t d}| jD ]u}dD ]<}tjdd,}td tt |||d  tt	|dk tt
|d jt W d    n1 sCw   Y  qd	D ]1}tjdd!}td t|||dt g  tt	|dk W d    n1 sww   Y  qKqd S 
Nr  r  Tr   r   r   r{   r   r  )r;   r   rq   r   r   r   r   r   r   r   r   r   r   r	   )r=   r   rt   r}   r   r!   r!   r&   r    s&   



z&TestNanFunctions_MeanVarStd.test_emptyc           	      C   s   t ddd|}t j|dd d f< t j|t jd}d|d d df< t| j| j	D ]-\}}||| dd  }|t j
u rA|n|jj}|||d}|j|ksRJ t j|| q,d S )Nr   ry   r   r   Fr   )r   )r;   r   r   r   r   r   r   r   rq   r   rZ   realr   r<   assert_allclose)	r=   r   r   r   rt   f_stdr   dtype_referencer  r!   r!   r&   r   
  s   z&TestNanFunctions_MeanVarStd.test_wherec                 C   s   t jd}|dddd }t j|d d dd d f< t d}t d}t j||ddd	}||u s4J t j||dd|d
}||u sDJ |j|jksLJ |jdksSJ t j|ddd}|j|jkscJ t	|| d S )Ni  
      r   r)  )rd  r{   r   r{   T)r   r}   r~   )r   r}   r~   r[   r|   )
r;   rG  rH  randnr   r   rZ   rd   r   r
   )r=   rngAmean_outstd_outr[   re   std_oldr!   r!   r&   test_nanstd_with_mean_keyword  s.   

z9TestNanFunctions_MeanVarStd.test_nanstd_with_mean_keywordN)r#   rH   rI   r;   rZ   rb   rd   rq   r[   rc   re   r   rS  rT  rY  r]  rh   ri   rj   r   r   r   r   r   r  r   rl  r!   r!   r!   r&   rP    s(    	

rP  )YMWDhmsmsusnspsfsasc                 C   s   g | ]}d | dqS )zm8[]r!   )r$   unitr!   r!   r&   r'   C  rW  r'   c                   @   s   e Zd Zdd Zdd Zejjdg ddejdd	d
 Z	dd Z
dd Zdd Zejdg dejdedd Zdd Zdd Zdd Zdd ZdS )TestNanFunctions_Medianc                 C   s    t  }t| t|t  d S r:   )ro   rp   r;   r\   r	   r=   rs   r!   r!   r&   ru   H  s   
z%TestNanFunctions_Median.test_mutationc                 C   sn  t d}dD ]}t j||d dd}t j||d dd}t|j|jk qt d}t jdt |j	d d d f  }|
t j}t j|t|< t b}|t t j|d dd}t|j	d	 t j|d
dd}t|j	d t j|ddd}t|j	d t j|ddd}t|j	d t j|ddd}t|j	d	 t j|ddd}t|j	d W d    d S 1 sw   Y  d S )Nry   rz   Fr}   r   overwrite_inputrD  r      Tr|   r{   r{   r{   r{   rU  r{   r{   rE  rF  r  r{   r   rE  r{   r  ry   r{   rE  rF  r   r{   r   ry   r   r{   ry   r{   r{   rE  r{   )r;   r   r]   r\   r   r   rC  rG  r   r   r   r  r   tupler   r  r   r	   r=   r   r}   r   r   r   r   r  r!   r!   r&   r   N  s0   

$
"z%TestNanFunctions_Median.test_keepdimsr}   Nr{   r  rU  )rM  argnames	argvalues#ignore:All-NaN slice:RuntimeWarningc                    s   t dt jdt jd d d f  }|t j}t jt|< |d u r.dj	 }nt
|j	 t fddtj	D }t |}t j|d|d}||u sWJ t|j| d S )NrD  r  r  c                 3   &    | ]}| v r
d nj | V  qdS r{   Nr   r  	axis_normr   r!   r&   	<genexpr>~      
z<TestNanFunctions_Median.test_keepdims_out.<locals>.<genexpr>Tr}   r~   r   )r;   rC  rG  r   r   r   r  r   r  r   r   rZ  r0   r\   r	   )r=   r}   r   	shape_outr   resultr!   r  r&   test_keepdims_outi  s   
$
z)TestNanFunctions_Median.test_keepdims_outc                 C   s   t jdd}t j|ddgt jdd}t d}t j|dd}t j|d|d}t|| t|| t d}t j|d d}t j|d |d}t|| t|| t j|d|d}t|| t|| d S )	Nry   r   r   r{   r   r   r!   rU  )	r;   rG  rI  insertr   r   r]   r\   r
   )r=   r   nan_matr   r   r   r!   r!   r&   r     s   






z TestNanFunctions_Median.test_outc                 C   s   dD ]J}t jd|}t jjd|j|jd d}t j| |< d|d d df< g }|D ]}t t | |}|	t j
|dd q+tt j|d	d
| qd S )N)r   re  3   r  i  r   r   r   sizer   T)r  rM  r   )r;   rG  rf  randintr  r   ravelcompressr   r1   r]   r   r\   )r=   rs  r   r   r   xnonanr!   r!   r&   test_small_large  s   z(TestNanFunctions_Median.test_small_largec                 C   s*   dd t D }tjtdd}t|| d S )Nc                 S   s   g | ]}t |qS r!   )r;   r]   r   r!   r!   r&   r'     s    z>TestNanFunctions_Median.test_result_values.<locals>.<listcomp>r{   r   )r   r;   r\   ro   r
   )r=   r   r   r!   r!   r&   r     s   z*TestNanFunctions_Median.test_result_valuesrz   r   c                 C   s$  t dt j|}t {}|t t j||d}|j|jks"J t 	|
 s+J |d u r9tt|jdk n	tt|jdk t t j|d }t |}|j|jksZJ t 	|saJ |d u rott|jdk ntt|jdk W d    d S W d    d S 1 sw   Y  d S )Nr   r   r{   ry   r!   r   r   )r;   r   r   r   r   r   r   r\   r   r   r   r   r   r[  r   )r=   r   r}   r   r  outputscalaroutput_scalarr!   r!   r&   r     s&   

"z$TestNanFunctions_Median.test_allnansc              	   C   s   t d}dD ]=}tjdd-}td tt t j||d  tt	|dk tt
|d jt W d    n1 s?w   Y  qd	D ]2}tjdd"}td tt j||dt g  tt	|dk W d    n1 stw   Y  qGd S r_  )r;   r   r   r   r   r   r   r\   r   r   r   r   r   r	   r=   r   r}   r   r!   r!   r&   r    s"   


z"TestNanFunctions_Median.test_emptyc                 C   s   t tddk d S r   )r   r;   r\   rF   r!   r!   r&   r     s   z#TestNanFunctions_Median.test_scalarc                 C   sh   t d}ttt j|dd ttt j|dd ttt j|dd ttt j|dd ttt j|dd d S )NrD  r   r   r  r   r   r   r{   r{   )r;   rC  r   r   r\   r
  r=   r   r!   r!   r&   test_extended_axis_invalid  s   
z2TestNanFunctions_Median.test_extended_axis_invalidc              	   C   s  t  l}|t tjtj fD ]U}t|tjgtjtjgg}ttj|dd|tjg ttj|dd|tjg tt|| ttjtj|gtjtj|gg}tt|| ttj|ddtjtj|g ttj|dd| t||g||gg}ttj|dd| tj|d| dgdtjtjdgdtjtj|ggtj	d	}|dkrttj|ddd
d| dg tt|d nttj|dddd| dg tt|d ttj|dddd|g t
ddD ]z}t
ddD ]r}ttjg| |g|  gd }tt|| ttj|dd| ttj|ddtjg| |g|   ttjg| | g|  gd }tt||  ttj|dd|  ttj|ddtjg| | g|   qqqW d    d S 1 stw   Y  d S )Nr   r   r{   rE  iir   r   r   r   g      @      @g      @g      $g      "g      rM  g      rd  r   )r   r  r   r;   infr   r   r	   r\   float32rZ  )r=   r  r  ar  jr!   r!   r&   test_float_special  sZ   

"$$z*TestNanFunctions_Median.test_float_specialN)r#   rH   rI   ru   r   rh   ri   rj   filterwarningsr  r   r  r   _TYPE_CODESr   r  r   r  r  r!   r!   r!   r&   r|  F  s&    

r|  c                	   @   sV  e Zd Zdd Zdd Zejddddggejjdg d	d
ejddd Z	ejdddgdd Z
dd Zejdddgejdddgdd Zejdg dejdejd ejjdeejedejgddgdd d! Zd"d# Zd$d% Zd&d' Zd(d) Zejd*g d+d,d- Zejdg d.d/d0 Zd1S )2TestNanFunctions_Percentilec                 C   s"   t  }t|d t|t  d S )N   )ro   rp   r;   r^   r	   r}  r!   r!   r&   ru     s   z)TestNanFunctions_Percentile.test_mutationc                 C   s~  t d}dD ]}t j|d|d dd}t j|d|d dd}t|j|jk qt d}t jdt |j	d d d f  }|
t j}t j|t|< t h}|t t j|dd d	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d W d    d S 1 sw   Y  d S )Nry   rz   F   Fr~  rD  r  Z   Tr|   r  rU  r  r  r  r  r  r  r  r  )r;   r   r_   r^   r   r   rC  rG  r   r   r   r  r   r  r   r  r   r	   r  r!   r!   r&   r     s8   

$
"z)TestNanFunctions_Percentile.test_keepdimsr%  rE  r{   r}   r  r  r  c                    s   t dt jdt jd d d f  }|t j}t jt|< |d u r.dj	 }nt
|j	 t fddtj	D }t || }t |}t j||d|d}||u s_J t|j| d S )NrD  r  r  c                 3   r  r  r  r  r  r!   r&   r  J  r  z@TestNanFunctions_Percentile.test_keepdims_out.<locals>.<genexpr>Tr  )r;   rC  rG  r   r   r   r  r   r  r   r   rZ  r0   r^   r	   )r=   r%  r}   r   r  r   r  r!   r  r&   r  4  s   
$
z-TestNanFunctions_Percentile.test_keepdims_outweightedFTc           	      C   s*  t jdd}t j|ddgt jdd}t d}|r+t |dd}t |dd}nt }t }t j|dfd	di|}t j	|dfd|d
|}t
|| t
|| t d}t j|dfd	d i|}t j	|dfd |d
|}t
|| t
|| t j	|dfd|d
|}t
|| t
|| d S )Nry   r   r   r{   r   inverted_cdfweightsmethod*   r}   r   r!   rU  )r;   rG  rI  r  r   r   r   dictr_   r^   r
   )	r=   r  r   r  r   w_args
nan_w_argsr   r   r!   r!   r&   r   S  sB   







z$TestNanFunctions_Percentile.test_outc                 C   j   t jg ddd}ttt j|d t jg ddd}ttt j|d t jg ddd}ttt j|d d S N)y      ?      @y @      ?y?ffffff@Gr   r)  rp  F)r;   r   r   r'  r^   r=   arr_cr!   r!   r&   test_complexr     z(TestNanFunctions_Percentile.test_complexuse_outc                    s   |rt tjddt tjdd}dd  n
tjtj}dd   fddtD }|r0t|nd }|tdd	 t|d
}t|| t fddtD }|rVt|nd }|tdd	 t|d
}t|| d S )Nr  r  c                 S   s
   t | S r:   )r;   r   r   r!   r!   r&   gen_weights  s   
zCTestNanFunctions_Percentile.test_result_values.<locals>.gen_weightsc                 S   s   d S r:   r!   r  r!   r!   r&   r    s   c                       g | ]}|d  |dqS )r@  r  r!   r   r  r_   r!   r&   r'     s    zBTestNanFunctions_Percentile.test_result_values.<locals>.<listcomp>r@  r{   )r}   r  r   c                    r  )r@  b   r  r!   r   r  r!   r&   r'     s    r  )	r   r;   r_   r^   r   
empty_likero   r
   	transpose)r=   r  r  r^   r   r   r   r!   r  r&   r   z  s*   

z.TestNanFunctions_Percentile.test_result_valuesrz   r   Floatr   r   r   r   r8   c                 C      |d ur|j dkrtd ||}tjtdd tj|d|d}W d    n1 s-w   Y  t|	 s;J |j
|j
ksCJ d S )Nr   r   r   r   <   r   )r   rh   r   r   r   r   r;   r^   r   r   r   r=   r}   r   r   r   r!   r!   r&   r        

z(TestNanFunctions_Percentile.test_allnansc              
   C   s   t d}dD ]>}tjdd.}td tt t j|d|d  tt	|dk tt
|d	 jt W d    n1 s@w   Y  qd
D ]3}tjdd#}td tt j|d|dt g  tt	|d	k W d    n1 svw   Y  qHd S )Nr  r  Tr   r   (   r   r{   r   r  )r;   r   r   r   r   r   r   r^   r   r   r   r   r   r	   r  r!   r!   r&   r    s"   


z&TestNanFunctions_Percentile.test_emptyc                 C   sH   t tddd td}tj|ddd}t |d tt| d S )Nr   r      2   r   r   g      @)r	   r;   r^   r   r   isscalar)r=   r  rr!   r!   r&   r     s
   

z'TestNanFunctions_Percentile.test_scalarc                 C   sr   t d}ttt j|ddd ttt j|ddd ttt j|ddd ttt j|ddd ttt j|ddd d S )	NrD  r   r  r%  r}   r  r   r  r  )r;   rC  r   r   r^   r
  r  r!   r!   r&   r    s   
z6TestNanFunctions_Percentile.test_extended_axis_invalidc              
   C   s0  ddg}t d}t j| }t d}d|d d dddd d f< |d d d d dd f  d9  < d	D ]P}d
D ]K}t >}|td t j||||d}t j||||d}	t|	j	|j	 t j||||d}t j||||d}	t|	| W d    n1 s~w   Y  q8q4t d}
tt j|
|ddj	d d S )Nr  r   )r   ry   )ry   r   r   r   r   r   ry   rz   )FTr   r|   )ry   r   r   r  )r{   r   r   )r   ry   r  )
r;   rC  r   r   r  r   r_   r^   r	   r   )r=   percr   r  	large_matr}   keepdimr  r  nan_valmegamatr!   r!   r&   test_multiple_percentiles  s:   


"



z5TestNanFunctions_Percentile.test_multiple_percentiles
nan_weight)r   r{   r   ry   Zbtic                 C   s^   dt jddg}t d}t j|ddd}t|| d|ddg}t j|d|dd	}t|| d S )
Nr{   r   ry   r   r  r  r  r   r  )r;   r   float64r^   r	   )r=   r  r  r  q_unweightedr   
q_weightedr!   r!   r&   test_nan_value_with_weight  s   

z6TestNanFunctions_Percentile.test_nan_value_with_weightr   r{   r   c                 C   s  t jd t jjdd}| }t j|t dt ddf< t g dg dg}t |}d|t |< t j	||||dd	}t j
|||dd
}t|| d|t |< t j
||||dd	}t|| t |}	t j
|||||	dd}
|
|	u szJ t|	| d S )Nr{   )r   c   r   r  r  r   )g      4@g      I@r  )r  !   P   r  )r}   r  r  )r}   r  r  )r}   r  r   r  )r;   rG  seedrp   r   r   r   r   r   r_   r^   r	   r  )r=   r}   x_no_nanr  pr  
p_expectedp_unweighted
p_weightedr   r   r!   r!   r&   test_nan_value_with_weight_ndim  s2   





z;TestNanFunctions_Percentile.test_nan_value_with_weight_ndimN)r#   rH   rI   ru   r   rh   ri   rj   r  r  r   r  r   r;   r   r   r   r   r   r  r   r  r  r  r  r!   r!   r!   r&   r    sB    





r  c                	   @   s   e Zd Zejdddgdd Zdd Zdd	 Zd
d Z	ejdg dejde
jd ejjde
e
je
de
jgddgddd ZdS )TestNanFunctions_Quantiler  FTc                 C   sJ  t ddddt}t j|d d< |rt |dd}nt }tt j	|fd	d
i|t j
|fd	di| tt j	|fd
dd|t j
|fddd| tt j	|fd
dd|t j
|fddd| tt j	|fd
gdd|t j
|fdgdd| tt j	|fg ddd|t j
|fg ddd| d S )N   r   ry   r   r   r{   r  r  r%  r)  r  r  )      ?r)        ?)   r  K   )r;   r   r   r   floatr   r   r  r	   r`   r^   )r=   r  r   r  r!   r!   r&   test_regression  s(   z)TestNanFunctions_Quantile.test_regressionc                 C   sH   t dd }tt |dd tt |dd tt |dd d S )Nr   r)  r   r   r{   g      @g      ?)r;   r   r	   r`   )r=   r  r!   r!   r&   
test_basic-  s   z$TestNanFunctions_Quantile.test_basicc                 C   r  r  )r;   r   r   r'  r`   r  r!   r!   r&   r  3  r  z&TestNanFunctions_Quantile.test_complexc                 C   sj   t g d}| }t jt d|dd t|| | }| }t jt d|dd t|| d S )N)r   r  r  r)  r   g      Y@midpointr  )r;   r   rp   r`   r   r   tolist)r=   p0r  r!   r!   r&   test_no_p_overwrite;  s   
z-TestNanFunctions_Quantile.test_no_p_overwriter}   rz   r   r  r   r   r   r   r8   c                 C   r  )Nr   r   r   r   r{   r   )r   rh   r   r   r   r   r;   r`   r   r   r   r  r!   r!   r&   r   G  r  z&TestNanFunctions_Quantile.test_allnansN)r#   rH   rI   rh   ri   rj   r  r  r  r  r;   r   r   r   r   r   r!   r!   r!   r&   r    s    

r  zarr, expectedr  )FTFT)r{   r   rE  r   r   Tc                 C   sP   d t j| jt jdfD ]}t| |d}t|| t|t jur%|du s%J qd S )Nr   r  T)r;   r0   r   r   r   r	   r   r   )r   expectedr   actualr!   r!   r&   test__nan_maskW  s   
r
  c                  C   s  t jt jt jfD ]} t jddg| d}t|d\}}|du s J ||u s&J qt jt jfD ]Z} t jddg| d}t|d\}}|dk sGJ ||usMJ t	|| t jddt j
g| d}t|d\}}t	|t g d ||ustJ t	|t g d t |d	 sJ q-dS )
z] Test that _replace_nan returns the original array if there are no
    NaNs, not a copy.
    r   r{   r   Nr   F)FFTr  rM  )r;   r   int32int64r   r   r  r  r   r	   r   r   )r   r   r  maskarr_nan
result_nanmask_nanr!   r!   r&   test__replace_nanr  s$   
r  )8r   rh   r+   	functoolsr   numpyr;   numpy._core.numericr   numpy.exceptionsr   r   numpy.lib._nanfunctions_implr   r   numpy.testingr   r	   r
   r   r   r   r   r   r   ro   r   rN  rO  r   rl   r   _TEST_ARRAYSr.   _vsetflagsri   rj   r   keysr  r2  r:  rB  rP  _TIME_UNITSr   r  r|  r  r  r  r  	complex64r
  r  r!   r!   r!   r&   <module>   s    $

/ 1bUi;I  J  	A


