a
    Xg                     @   s  d dl Z d dlZd dlZd dlZd dlmZ d dlmZm	Z	 d dl
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$eg d%d&Ze D ]Zejd'd( qvejd)ej d* ej d+  d, ejjd-e e! d.G d/d0 d0Z"G d1d2 d2Z#G d3d4 d4e#Z$G d5d6 d6e#Z%G d7d8 d8e#Z&d9Z'e(ej d+ Z)e)d:d; e'D 7 Z)G d<d= d=Z*G d>d? d?Z+G d@dA dAZ,ejdBeejdCejej-geg dDfejg dEej.dFdGfeg dDdGfejejdCgejej-ggej/dFed'dGgd'dGggfgdHdI Z0dJdK Z1dS )L    N)normalize_axis_tuple)	_nan_mask_replace_nan)assert_assert_equalassert_almost_equalassert_raises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$j%j&de ' e!ddd	 Z(d
d Z)dS )TestSignatureMatchc                 C   s   g | ]
}|j qS  __name__).0kr   r   o/var/www/html/cobodadashboardai.evdpl.com/venv/lib/python3.9/site-packages/numpy/lib/tests/test_nanfunctions.py
<listcomp>9       zTestSignatureMatch.<listcomp>...c                 C   sT   g }t | }|j D ]0}|jt jju r6|| q||j|d qt 	|S )z?Construct a signature and replace all default parameter-values.)default)
inspect	signature
parametersvaluesr%   	Parameteremptyappendreplace	Signature)funcr%   Zprm_listr'   Zprmr   r   r!   get_signature;   s    
z TestSignatureMatch.get_signatureznan_func,funcZidsc                 C   s&   |  |}|  |}tj|| d S N)r0   nptestingr   )selfZnan_funcr/   r'   Znan_signaturer   r   r!   test_signature_matchG   s    

z'TestSignatureMatch.test_signature_matchc                 C   s"   t jt| jtt jjj dS )z4Validate that all nan functions are actually tested.N)r3   r4   r   setIDSlibZnanfunctions__all__r5   r   r   r!   test_exhaustivenessP   s    z&TestSignatureMatch.test_exhaustivenessN)r$   )*r   
__module____qualname__r3   nanminZaminnanmaxZamax	nanargminargmin	nanargmaxargmaxnansumsumnanprodprod	nancumsumcumsum
nancumprodcumprodnanmeanmean	nanmedianmediannanpercentile
percentilenanquantilequantilenanvarvarnanstdstdZNANFUNCSr8   staticmethodr0   pytestmarkparametrizeitemsr6   r<   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   s*   t  }| jD ]}|| t|t  qd S r2   _ndatcopynanfuncsr   r5   ndatfr   r   r!   test_mutation\   s    
z%TestNanFunctions_MinMax.test_mutationc                 C   s\   t d}t| j| jD ]>\}}dD ]0}|||dd}|||dd}t|j|jk q$qd S N   Nr      Taxiskeepdimsr3   eyeziprb   stdfuncsr   ndimr5   matnfrfrl   tgtresr   r   r!   test_keepdimsc   s    
z%TestNanFunctions_MinMax.test_keepdimsc                 C   s^   t d}t| j| jD ]@\}}t d}||dd}||d|d}t|| t|| qd S Nrh   rj   rl   rl   outr3   ro   rp   rb   rq   zerosr   r5   rt   ru   rv   resoutrw   rx   r   r   r!   test_outk   s    


z TestNanFunctions_MinMax.test_outc                 C   s   d}t | j| jD ]x\}}|D ]j}tjd|d}||ddjj}||ddjj}t||u  ||d djj}||d djj}t||u  qqd S )NefdgFDGrh   dtyperj   r{   rp   rb   rq   r3   ro   r   typer   r5   codesru   rv   crt   rw   rx   r   r   r!   test_dtype_from_inputt   s    z-TestNanFunctions_MinMax.test_dtype_from_inputc                    sD   t | j| jD ]0\}  fddtD }|tdd}t|| qd S )Nc                    s   g | ]} |qS r   r   r   drv   r   r!   r"      r#   z>TestNanFunctions_MinMax.test_result_values.<locals>.<listcomp>rj   r{   rp   rb   rq   _rdatr`   r   r5   ru   rw   rx   r   r   r!   test_result_values   s    z*TestNanFunctions_MinMax.test_result_valuesrl   ri   r   AllFloatarrayrh   rh   0d2dr1   c              	   C   s   |d ur|j dkrtd ||}d}| jD ]`}tjt|d |||d}W d    n1 sd0    Y  t|	 sJ |j
|j
ks0J q0d S Nr   *`axis != None` not supported for 0d arraysAll-NaN slice encounteredmatchr{   )rr   rZ   skipastyperb   warnsRuntimeWarningr3   isnanallr   r5   rl   r   r   r   r/   r}   r   r   r!   test_allnans   s    


*z$TestNanFunctions_MinMax.test_allnansc                 C   sj   t jt}|j }t jfD ]F}||dd}|tdd}t|| t|j| tt 	|
   qd S )Nrj   r{   )r3   maZfix_invalidr`   Z_maskra   r?   r   r   isinfany)r5   rt   Zmskre   rx   rw   r   r   r!   test_masked   s    

z#TestNanFunctions_MinMax.test_maskedc                 C   s    | j D ]}t|ddk qd S Nr   rb   r   r5   re   r   r   r!   test_scalar   s    
z#TestNanFunctions_MinMax.test_scalarc              	   C   sB  G dd dt j}t d|}| jD ]j}||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
Z}t	d ||dd}tt|| tt t |  tt|dk W d    n1 s0    Y  t	j
d	d
}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 s0    Y  t	j
d	d
N}t	d ||}t|jdk t|t jk tt|dk W d    q1 s20    Y  qd S )Nc                   @   s   e Zd ZdS )z8TestNanFunctions_MinMax.test_subclass.<locals>.MyNDArrayNr   r=   r>   r   r   r   r!   	MyNDArray   s   r   rh   r   r{   rh   rj   r   Trecordalways   no warning raised)r3   ndarrayro   viewrb   r   
isinstanceshapenanwarningscatch_warningssimplefilterr   r   len
issubclasscategoryr   )r5   r   minere   rx   wr   r   r!   test_subclass   sD    


0
$4
z%TestNanFunctions_MinMax.test_subclassc                 C   s   t jddgt jdgt jt jggtd}tt |d tt j|ddddg tjdd`}td	 tt	t j|d
dddt jg t
t|d
kd t
t|d jt W d    n1 s0    Y  d S )Nr   g       @      @r   r   r{   Tr   r   rj   r   )r3   r   r   objectr   r?   r   r   r   listr   r   r   r   r   )r5   arrr   r   r   r!   test_object_array   s    &
 z)TestNanFunctions_MinMax.test_object_arrayc                 C   s   G dd dt j}t d|}t j|d d< | jD ]h}|t ju rHdnd}|||d}|j|ksfJ ||ksrJ ||||d}|j|ksJ ||ks6J q6d S )Nc                   @   s   e Zd ZdS )z7TestNanFunctions_MinMax.test_initial.<locals>.MyNDArrayNr   r   r   r   r!   r      s   r   	      d   r   initial)	r3   r   aranger   r   rb   r@   r   r   )r5   r   r   arre   r   ret1ret2r   r   r!   test_initial   s    
z$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 ]l}|t j	u rtdnd	}|||d
d}|j
|ksJ ||ksJ ||||d
d}|j
|ksJ ||ksbJ qbd S )Nc                   @   s   e Zd ZdS )z5TestNanFunctions_MinMax.test_where.<locals>.MyNDArrayNr   r   r   r   r!   r      s   r   r   rh   r   r   F      r   wherer   )r3   r   r   reshaper   r   	ones_likebool_rb   r?   r   r   )	r5   r   r   r   r   re   	referencer   r   r   r   r!   
test_where   s    
z"TestNanFunctions_MinMax.test_whereN)r   r=   r>   r3   r?   r@   rb   minmaxrq   rf   ry   r   r   r   rZ   r[   r\   	typecodesr   r   fullr   r   r   r   r   r   r   r   r   r   r!   r^   W   s0   	

+
r^   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   s*   t  }| jD ]}|| t|t  qd S r2   r_   rc   r   r   r!   rf     s    
z+TestNanFunctions_ArgminArgmax.test_mutationc              
   C   s   t | jtjtjgD ]\}}tD ]}t n}|td ||}|| }t	t
|  t	|||   t	t||d |    W d    q 1 s0    Y  q qd S )Nzinvalid value encountered in)rp   rb   r3   Zgreaterlessr`   r
   filterr   r   r   r   equal)r5   re   Zfcmprowsupindvalr   r   r!   r     s    z0TestNanFunctions_ArgminArgmax.test_result_valuesrl   ri   r   r   r   r   r   r   r1   c              	   C   sp   |d ur|j dkrtd ||}| jD ]>}tjtdd |||d W d    q,1 s`0    Y  q,d S r   )rr   rZ   r   r   rb   Zraises
ValueError)r5   rl   r   r   r/   r   r   r!   r     s    


z*TestNanFunctions_ArgminArgmax.test_allnansc                 C   sZ   t d}| jD ]D}dD ]}tt|||d qdD ] }|||d}t|t d q2qd S )Nr   rh   r   Nr{   rj   r   )r3   r   rb   r   r   r   )r5   rt   re   rl   rx   r   r   r!   
test_empty.  s    

z(TestNanFunctions_ArgminArgmax.test_emptyc                 C   s    | j D ]}t|ddk qd S r   r   r   r   r   r!   r   7  s    
z)TestNanFunctions_ArgminArgmax.test_scalarc                 C   s   G dd dt j}t d|}| jD ]j}||dd}tt|| t|jdk ||dd}tt|| t|jdk ||}t|jdk q(d S )	Nc                   @   s   e Zd ZdS )z>TestNanFunctions_ArgminArgmax.test_subclass.<locals>.MyNDArrayNr   r   r   r   r!   r   <  s   r   rh   r   r{   r   rj   r   )r3   r   ro   r   rb   r   r   r   )r5   r   r   re   rx   r   r   r!   r   ;  s    
z+TestNanFunctions_ArgminArgmax.test_subclassc                 C   sh   t d|}t j|d d< | jD ]>}|t ju r6dnd}||dd}|j|jksVJ ||ks$J q$d S )Nr   r   r   T)rm   )r3   r   r   r   rb   rA   rr   r5   r   r   re   r   retr   r   r!   ry   L  s    
z+TestNanFunctions_ArgminArgmax.test_keepdimsc                 C   st   t d|}t j|d d< | jD ]J}t jdt jd}|t ju rFdnd}|||d}||u sbJ ||ks$J q$d S )Nr   r   r   r   r   r}   )r3   r   r   r   rb   r   intprA   )r5   r   r   re   r}   r   r   r   r   r!   r   W  s    
z&TestNanFunctions_ArgminArgmax.test_outN)r   r=   r>   r3   rA   rC   rb   rf   r   rZ   r[   r\   r   r   r   r   r   r   r   r   ry   r   r   r   r   r!   r     s&   
		

r   r   )   '   ]   W   .   )r   Z1dF)writer   Z
AllIntegerr   Ort   r1   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$ej%fej&ej'fgd	d
gddd Z(ejj dejejfejejfgddgddd Z)dS )TestNanFunctions_NumberTypesc                 C   s   g | ]
}|j qS r   r   r   ir   r   r!   r"     r#   z'TestNanFunctions_NumberTypes.<listcomp>znanfunc,funcr1   ignore)Zoverc                 C   sV   | |}||}||}t|| |dkrBt|t|u sRJ n|j|jksRJ d S )Nr   r   r   r   r   r5   rt   r   Znanfuncr/   rw   r}   r   r   r!   test_nanfunc  s    

z)TestNanFunctions_NumberTypes.test_nanfuncrS   rQ   c                 C   s   | |}|jjdkr8tt||dd tt||dd nP||dd}||dd}t|| |dkrxt|t|u sJ n|j|jksJ d S )Nr   rj   qr   )r   r   kindr   	TypeErrorr   r   r   r   r   r!   test_nanfunc_q  s    

z+TestNanFunctions_NumberTypes.test_nanfunc_qrU   rW   c                 C   s^   | |}||dd}||dd}t|| |dkrJt|t|u sZJ n|j|jksZJ d S )N      ?ddofr   r   r   r   r   r!   test_nanfunc_ddof  s    

z.TestNanFunctions_NumberTypes.test_nanfunc_ddofN)*r   r=   r>   r3   r?   r   r@   r   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   rO   rP   rU   rV   rW   rX   rb   Znanfunc_idsrZ   r[   r\   r]   Zerrstater   rS   rT   rQ   rR   r  r  r   r   r   r!   r   m  s:   

r   c                   @   sT   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd ZdS )SharedNanFunctionsTestsMixinc                 C   s*   t  }| jD ]}|| t|t  qd S r2   r_   rc   r   r   r!   rf     s    
z*SharedNanFunctionsTestsMixin.test_mutationc                 C   s\   t d}t| j| jD ]>\}}dD ]0}|||dd}|||dd}t|j|jk q$qd S rg   rn   rs   r   r   r!   ry     s    
z*SharedNanFunctionsTestsMixin.test_keepdimsc                 C   s^   t d}t| j| jD ]@\}}t d}||dd}||d|d}t|| t|| qd S rz   r~   r   r   r   r!   r     s    


z%SharedNanFunctionsTestsMixin.test_outc           	   
   C   s   t d}d}t| j| jD ]\}}|D ]}t }|t jt jhv rX|dv rX|t j	 ||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    q(1 s0    Y  q(qd S Nrh   r   ZFDGrj   )r   rl   r3   ro   rp   rb   rq   r
   rW   rU   r   ComplexWarningr   r   r   	r5   rt   r   ru   rv   r   r   rw   rx   r   r   r!   test_dtype_from_dtype  s    
z2SharedNanFunctionsTestsMixin.test_dtype_from_dtypec           	   
   C   s   t d}d}t| j| jD ]\}}|D ]}t }|t jt jhv rX|dv rX|t j	 |||ddj
j}|||ddj
j}t||u  |||d dj
j}|||d dj
j}t||u  W d    q(1 s0    Y  q(qd S r  r	  r  r   r   r!   test_dtype_from_char  s    
z1SharedNanFunctionsTestsMixin.test_dtype_from_charc                 C   s   d}t | j| jD ]\}}|D ]t}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   rh   r   rj   r{   zres %s, tgt %sr   r   r   r   r!   r     s    z2SharedNanFunctionsTestsMixin.test_dtype_from_inputc                    sD   t | j| jD ]0\}  fddtD }|tdd}t|| qd S )Nc                    s   g | ]} |qS r   r   r   r   r   r!   r"     r#   zCSharedNanFunctionsTestsMixin.test_result_values.<locals>.<listcomp>rj   r{   r   r   r   r   r!   r     s    z/SharedNanFunctionsTestsMixin.test_result_valuesc                 C   s    | j D ]}t|ddk qd S r   r   r   r   r   r!   r     s    
z(SharedNanFunctionsTestsMixin.test_scalarc                 C   s   G dd dt j}t d}||}| jD ]}||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                   @   s   e Zd ZdS )z=SharedNanFunctionsTestsMixin.test_subclass.<locals>.MyNDArrayNr   r   r   r   r!   r   
  s   r   rh   r   r{   rj   )r3   r   ro   r   rb   r   r   r   )r5   r   r   r   re   Zexpected_shaperx   r   r   r!   r   	  s     



z*SharedNanFunctionsTestsMixin.test_subclassN)r   r=   r>   rf   ry   r   r  r  r   r   r   r   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	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_SumProdrl   ri   r   r   r   r   r   r   r1   c                 C   sr   |d ur|j dkrtd ||}t| jddgD ]6\}}|||d}t||ks\J |j|jks6J q6d S )Nr   r   rj   r{   	rr   rZ   r   r   rp   rb   r3   r   r   r5   rl   r   r   r/   identityr}   r   r   r!   r   %  s    

z%TestNanFunctions_SumProd.test_allnansc                 C   s   t tjtjgddgD ]f\}}td}|gd }||dd}t|| g }||dd}t|| |}||d d}t|| qd S )Nr   rj   r   rh   r{   )rp   r3   rE   rG   r   r   r5   re   Z	tgt_valuert   rw   rx   r   r   r!   r   5  s    



z#TestNanFunctions_SumProd.test_emptyc                 C   sf   t d|}t j|d d< | jD ]<}|t ju r6dnd}||dd}|j|ksTJ ||ks$J q$d S )Nr   r      i   r   r   )r3   r   r   r   rb   rE   r   r   r   r   r!   r   B  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 rbdnd}|||dd	}|j	|ksJ ||ksPJ qPd S )
Nr   rh   r   r   F   i  r   r   )
r3   r   r   r   r   r   r   rb   rE   r   )r5   r   r   r   re   r   r   r   r   r!   r   M  s    
z#TestNanFunctions_SumProd.test_whereN)r   r=   r>   r3   rE   rG   rb   rF   rH   rq   rZ   r[   r\   r   r   r   r   r   r   r   r   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	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_CumSumProdrl   ri   r   r   r   r   r   r   r1   c                 C   sn   |d ur|j dkrtd ||}t| jddgD ]2\}}||}t||ksXJ |j|jks6J q6d S )Nr   r   rj   r  r  r   r   r!   r   `  s    

z(TestNanFunctions_CumSumProd.test_allnansc                 C   s   t | jddgD ]p\}}td}|td }||dd}t|| |}||dd}t|| td}||d d}t|| qd S )Nr   rj   r   r{   )rp   rb   r3   r   onesr   r  r   r   r!   r   p  s    



z&TestNanFunctions_CumSumProd.test_emptyc           	      C   s   t | j| jD ]H\}}td}dD ]0}|||d d}|||d d}t|j|jk q$q| jD ]p}td}tj	d}tj
||j|j dk < ||d d}t|jd td	D ]}|||d}t|jd qq^d S )
Nrh   ri   r|   rh   r         r   r  r{   )i  r   )rp   rb   rq   r3   ro   r   rr   r  randomZRandomStater   randr   r   r   )	r5   re   grt   rl   rw   rx   r   rsr   r   r!   ry   }  s    


z)TestNanFunctions_CumSumProd.test_keepdimsc                 C   sZ   dD ]P}t jt|d}t jt|d}t|| t jt|d}t jt|d}t|| qd S )N)r   rj   Nr{   )	r3   rL   
_ndat_onesrK   r`   r   rJ   _ndat_zerosrI   )r5   rl   rw   rx   r   r   r!   r     s    
z.TestNanFunctions_CumSumProd.test_result_valuesc                 C   sh   t d}t| j| jD ]J\}}t d}dD ]2}|||d}||||d}t|| t|| q.qd S )Nrh   )r  r  r   rj   r{   r|   )r3   ro   rp   rb   rq   r   )r5   rt   ru   rv   r   rl   rw   rx   r   r   r!   r     s    


z$TestNanFunctions_CumSumProd.test_outN)r   r=   r>   r3   rI   rK   rb   rJ   rL   rq   rZ   r[   r\   r   r   r   r   r   r   ry   r   r   r   r   r   r!   r  [  s   

	r  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S )TestNanFunctions_MeanVarStdc              	   C   s8   | j D ],}tjtjtjfD ]}tt|td|d qqd S )Nrj   )rl   r   )rb   r3   r   int_object_r   r  r`   )r5   re   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   rj   r|   )
rb   r3   r   r#  r$  r+   r`   r   r   r  )r5   re   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 ]0  fddtD }|td d}t|| q.q"d S )Nr   rj   c                    s   g | ]}| d qS )r  r   r   r  rv   r   r!   r"     r#   z9TestNanFunctions_MeanVarStd.test_ddof.<locals>.<listcomp>rj   rl   r  )	r3   rU   rW   rV   rX   rp   r   r`   r   )r5   rb   rq   ru   rw   rx   r   r(  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 ]\}}tdD ] t }|	t
 |t j  fdd|D }|td d}tt || t|rtt|jdk ntt|jdk W d    q@1 s0    Y  q@q0d 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#   rj   r)  r   )r3   rU   rW   rV   rX   r   rp   ranger
   r   r   r   r
  r`   r   r   r   r   r   log)	r5   rb   rq   Zdsizeru   rv   r   rw   rx   r   r  r!   test_ddof_too_big  s    
z-TestNanFunctions_MeanVarStd.test_ddof_too_bigrl   ri   r   r   r   r   r   r   r1   c              	   C   s   |d ur|j dkrtd ||}d}| jD ]}tjt|d |||d}W d    n1 sd0    Y  t|	 sJ |tj
u r|j|jksJ q0|jt|jks0J q0d S )Nr   r   z:(Degrees of freedom <= 0 for slice.)|(Mean of empty slice)r   r{   )rr   rZ   r   r   rb   r   r   r3   r   r   rM   r   absr   r   r   r!   r     s    


*
z(TestNanFunctions_MeanVarStd.test_allnansc              
   C   s   t d}| jD ]}dD ]x}tjddX}td tt |||d  tt	|dk tt
|d jt W d    q1 s0    Y  qd	D ]b}tjddB}td t|||dt g  tt	|dk W d    q1 s0    Y  qqd S 
Nr   r   Tr   r   r{   rj   r   r   )r3   r   rb   r   r   r   r   r   r   r   r   r   r   r   )r5   rt   re   rl   r   r   r   r!   r     s    


4
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 ]Z\}}||| dd  }|t j
u r|n|jj}|||d}|j|ksJ t j|| qXd S )Nr   rh   r   r   Fr   )r   )r3   r   r   r   r   r   r   rp   rb   rq   rM   realr   r4   Zassert_allclose)	r5   r   r   r   re   Zf_stdr   Zdtype_referencer   r   r   r!   r     s    z&TestNanFunctions_MeanVarStd.test_whereN)r   r=   r>   r3   rM   rU   rW   rb   rN   rV   rX   rq   r%  r&  r*  r-  rZ   r[   r\   r   r   r   r   r   r   r   r   r   r   r!   r"    s$   	
r"  )YMWDhmsmsusnsZpsfsasc                 C   s   g | ]}d | dqS )zm8[]r   )r   unitr   r   r!   r"     r#   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 r2   )r`   ra   r3   rO   r   r5   rd   r   r   r!   rf     s    
z%TestNanFunctions_Median.test_mutationc                 C   sn  t d}dD ]8}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 }|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    n1 s`0    Y  d S )Nrh   ri   Frl   r}   overwrite_inputr  r      Trk   rj   rj   rj   rj   r'  rj   rj   r  r  r   rj   r   r  rj   r   rh   rj   r  r  r   rj   r   rh   r   rj   rh   rj   rj   r  rj   )r3   ro   rP   rO   r   rr   r  r  r   r   r   r   r   tupler
   r   r   r   r5   rt   rl   rw   rx   r   r   r   r   r   r!   ry     s.    

$
z%TestNanFunctions_Median.test_keepdimsrl   Nrj   r   r'  )r  argnamesZ	argvalues#ignore:All-NaN slice:RuntimeWarningc                    s   t dt jdt jd d d f  }|t j}t jt|< |d u r\dj	 }n*t
|j	 t fddtj	D }t |}t j|d|d}||u sJ t|j| d S )Nr  rC  r   c                 3   s$   | ]}| v rd nj | V  qdS rj   Nr   r   Z	axis_normr   r   r!   	<genexpr>F  s   z<TestNanFunctions_Median.test_keepdims_out.<locals>.<genexpr>Trl   rm   r}   )r3   r  r  r   r   r   r   r   rL  rr   r   r+  r+   rO   r   )r5   rl   r   	shape_outr}   resultr   rU  r!   test_keepdims_out1  s    
$
z)TestNanFunctions_Median.test_keepdims_outc                 C   s   t jdd}t j|ddgt jdd}t d}t j|dd}t j|d|d}t|| t|| t d}t j|d d}t j|d |d}t|| t|| t j|d|d}t|| t|| d S )	Nrh   r   r   rj   r{   r|   r   r'  )	r3   r  r  insertr   r   rP   rO   r   r5   rt   nan_matr   rw   rx   r   r   r!   r   M  s    






z TestNanFunctions_Median.test_outc                 C   s   dD ]}t jd|}t jjd|j|jd d}t j| |< d|d d df< g }|D ],}t t | |}|	t j
|dd qVtt j|d	d
| qd S )N)r      3   rD  i  r   r   r   )sizer   T)rB  r  r{   )r3   r  Zrandnrandintr`  r   Zravelcompressr   r,   rP   r	   rO   )r5   r7  r   r   rw   xZnonanr   r   r!   test_small_large_  s    z(TestNanFunctions_Median.test_small_largec                 C   s*   dd t D }tjtdd}t|| d S )Nc                 S   s   g | ]}t |qS r   )r3   rP   r   r   r   r!   r"   p  r#   z>TestNanFunctions_Median.test_result_values.<locals>.<listcomp>rj   r{   )r   r3   rO   r`   r   r5   rw   rx   r   r   r!   r   o  s    z*TestNanFunctions_Median.test_result_valuesri   r   c                 C   s  t dt j|}t }|t t j||d}|j|jksDJ t 	|
 sVJ |d u rrtt|jdk ntt|jdk t t j|d }t |}|j|jksJ t 	|sJ |d u rtt|jdk ntt|jdk W d    n1 s0    Y  d S )Nr   r{   rj   rh   r   r   r   )r3   r   r   r   r
   r   r   rO   r   r   r   r   r   r,  r   )r5   r   rl   rt   r   outputZscalarZoutput_scalarr   r   r!   r   t  s     

z$TestNanFunctions_Median.test_allnansc              	   C   s   t d}dD ]z}tjddZ}td tt t j||d  tt	|dk tt
|d jt W d    q1 s~0    Y  qd	D ]d}tjddD}td tt j||dt g  tt	|dk W d    q1 s0    Y  qd S r/  )r3   r   r   r   r   r   r   rO   r   r   r   r   r   r   r5   rt   rl   r   r   r   r!   r     s    

4
z"TestNanFunctions_Median.test_emptyc                 C   s   t tddk d S r   )r   r3   rO   r;   r   r   r!   r     s    z#TestNanFunctions_Median.test_scalarc                 C   sp   t d}tt jt j|dd tt jt j|dd tt jt j|dd tt jt j|dd ttt j|dd d S )Nr  r{   r   rh  r   r   r   rj   rj   )r3   r  r   	AxisErrorrO   r   r5   r   r   r   r!   test_extended_axis_invalid  s    
z2TestNanFunctions_Median.test_extended_axis_invalidc              	   C   s  t  }|t tjtj fD ]}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 ]}t
ddD ]}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|   qqq"W d    n1 s0    Y  d S )Nr   r{   rj   r  iir   r   r   r   g      @      @g      @g      $g      "g      r  g      
   r   )r
   r   r   r3   infr   r   r   rO   float32r+  )r5   r   rq  ar   jr   r   r!   test_float_special  sR    


"$z*TestNanFunctions_Median.test_float_specialN)r   r=   r>   rf   ry   rZ   r[   r\   filterwarningsrZ  r   rd  r   _TYPE_CODESr   r   r   rn  ru  r   r   r   r!   r?    s$   

r?  c                	   @   s   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	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$d% Zd&S )'TestNanFunctions_Percentilec                 C   s"   t  }t|d t|t  d S )N   )r`   ra   r3   rQ   r   r@  r   r   r!   rf     s    z)TestNanFunctions_Percentile.test_mutationc                 C   s~  t d}dD ]<}t j|d|d dd}t j|d|d dd}t|j|jk qt d}t jdt |j	d d d f  }|
t j}t j|t|< t }|t t j|dd d	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d t j|ddd	d
}t|j	d W d    n1 sp0    Y  d S )Nrh   ri   F   FrA  r  rC  Z   Trk   rE  r'  rF  r   rG  r   rH  rI  rJ  rK  )r3   ro   rR   rQ   r   rr   r  r  r   r   r   r   r   rL  r
   r   r   r   rM  r   r   r!   ry     s6    

$
z)TestNanFunctions_Percentile.test_keepdimsr   r  rj   rl   rN  rP  rR  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 sJ t|j| d S )Nr  rC  r   c                 3   s$   | ]}| v rd nj | V  qdS rS  rT  r   rU  r   r!   rV    s   z@TestNanFunctions_Percentile.test_keepdims_out.<locals>.<genexpr>TrW  )r3   r  r  r   r   r   r   r   rL  rr   r   r+  r+   rQ   r   )r5   r   rl   r   rX  r}   rY  r   rU  r!   rZ    s    
$
z-TestNanFunctions_Percentile.test_keepdims_outc                 C   s   t jdd}t j|ddgt jdd}t d}t j|ddd}t j|dd|d}t|| t|| t d}t j|dd d}t j|dd |d}t|| t|| t j|dd	|d}t|| t|| d S )
Nrh   r   r   rj   r{   *   r|   r   r'  )	r3   r  r  r[  r   r   rR   rQ   r   r\  r   r   r!   r     s    






z$TestNanFunctions_Percentile.test_outc                 C   sj   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  r4  F)r3   r   r   r  rQ   r5   Zarr_cr   r   r!   test_complex-  s    z(TestNanFunctions_Percentile.test_complexc                 C   sZ   dd t D }tjtddd}t|| tdd t D }tjtddd}t|| d S )Nc                 S   s   g | ]}t |d qS )r  r3   rR   r   r   r   r!   r"   6  r#   zBTestNanFunctions_Percentile.test_result_values.<locals>.<listcomp>r  rj   r{   c                 S   s   g | ]}t |d qS )r  b   r  r   r   r   r!   r"   :  r#   r  )r   r3   rQ   r`   r   Z	transposere  r   r   r!   r   5  s    
z.TestNanFunctions_Percentile.test_result_valuesri   r   Floatr   r   r   r   r1   c                 C   s   |d ur|j dkrtd ||}tjtdd  tj|d|d}W d    n1 sZ0    Y  t|	 svJ |j
|j
ksJ d S )Nr   r   r   r   <   r{   )rr   rZ   r   r   r   r   r3   rQ   r   r   r   r5   rl   r   r   r}   r   r   r!   r   >  s    

.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    q1 s0    Y  qd
D ]f}tjddF}td tt j|d|dt g  tt	|d	k W d    q1 s0    Y  qd S )Nr   r   Tr   r   (   r{   rj   r   r   )r3   r   r   r   r   r   r   rQ   r   r   r   r   r   r   rg  r   r   r!   r   N  s    

4
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   r3   rQ   r   r   Zisscalar)r5   rs  rr   r   r!   r   \  s
    

z'TestNanFunctions_Percentile.test_scalarc                 C   sz   t d}tt jt j|ddd tt jt j|ddd tt jt j|ddd tt jt j|ddd ttt j|ddd d S )	Nr  r   rh  r   rl   ri  r   rj  rk  )r3   r  r   rl  rQ   r   rm  r   r   r!   rn  c  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 ]}d
D ]}t |}|td t j||||d}t j||||d}	t|	j	|j	 t j||||d}t j||||d}	t|	| W d    qp1 s0    Y  qpqht d}
tt j|
|ddj	d d S )Nr  r   )r   rh   )rh   r   r   r   r   r   rh   ri   )FTr   rk   )rh   r   r   r  )rj   r   r{   )r   rh   r  )
r3   r  r   r
   r   r   rR   rQ   r   r   )r5   percrt   r]  Z	large_matrl   Zkeepdimr   r   Znan_valZmegamatr   r   r!   test_multiple_percentilesk  s0    


"


,
z5TestNanFunctions_Percentile.test_multiple_percentilesN)r   r=   r>   rf   ry   rZ   r[   r\   rv  rZ  r   r  r   r3   r   r   r   r   r   r   r   rn  r  r   r   r   r!   rx    s2   

	

rx  c                	   @   s   e Z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S )TestNanFunctions_Quantilec                 C   s   t ddddt}t j|d d< tt j|ddt j|d	d tt j|ddd
t j|d	dd
 tt j|ddd
t j|d	dd
 tt j|dgdd
t j|d	gdd
 tt j|g ddd
t j|g ddd
 d S )N   r   rh   r   r   rj   r  r   r  r  )      ?r        ?)   r  K   )	r3   r   r   r   floatr   r   rS   rQ   )r5   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   rj   g      @g      ?)r3   r   r   rS   )r5   rc  r   r   r!   
test_basic  s    z$TestNanFunctions_Quantile.test_basicc                 C   sj   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 r}  )r3   r   r   r  rS   r  r   r   r!   r    s    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@Zmidpoint)method)r3   r   ra   rS   r   r	   tolist)r5   p0pr   r   r!   test_no_p_overwrite  s    
z-TestNanFunctions_Quantile.test_no_p_overwriterl   ri   r   r  r   r   r   r   r1   c                 C   s   |d ur|j dkrtd ||}tjtdd  tj|d|d}W d    n1 sZ0    Y  t|	 svJ |j
|j
ksJ d S )Nr   r   r   r   rj   r{   )rr   rZ   r   r   r   r   r3   rS   r   r   r   r  r   r   r!   r     s    

.z&TestNanFunctions_Quantile.test_allnansN)r   r=   r>   r  r  r  r  rZ   r[   r\   r3   r   r   r   r   r   r   r   r   r!   r    s   
r  zarr, expectedro  )FTFT)rj   r   r  r   r   Tc                 C   sP   d t j| jt jdfD ]4}t| |d}t|| t|t jur|du sJ qd S )Nr   r   T)r3   r+   r   r   r   r   r   r   )r   expectedr}   actualr   r   r!   test__nan_mask  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 ]} t jddg| d}t|d\}}|dk sJ ||usJ t	|| t jddt j
g| d}t|d\}}t	|t g d ||usJ t	|t g d t |d	 sZJ qZdS )
z] Test that _replace_nan returns the original array if there are no
    NaNs, not a copy.
    r   rj   r   Nr   F)FFT)r   rj   r   r  )r3   r   Zint32int64r   r   rr  Zfloat64r   r   r   r   )r   r   rY  maskZarr_nanZ
result_nanZmask_nanr   r   r!   test__replace_nan  s"    
r  )2r   rZ   r&   numpyr3   Znumpy.core.numericr   Znumpy.lib.nanfunctionsr   r   Znumpy.testingr   r   r   r   r	   r
   r   r   r`   r   r   r!  r   r^   r   Z_TEST_ARRAYSr)   _vZsetflagsr[   r\   r   keysr   r  r  r  r"  Z_TIME_UNITSr   rw  r?  rx  r  rq  r  Z	complex64r  r  r   r   r   r!   <module>   s    

/ 1_Ei;Ia J 0;


