U
    sVc                     @   s\  d dl Z d dl mZ d dlZd dlmZ d dlZd dlZd dlm	Z	 d dl
m  mZ d dlZd dlmZmZmZmZmZmZ d dlmZmZmZ ejjZejddd	 Zd
d Z dd Z!dd Z"dd Z#dd Z$dd Z%dd Z&dd Z'dd Z(dd Z)ej*ddd d!gd"d# Z+d$d% Z,ej-d&d' Z.d(d) Z/d*d+ Z0d,d- Z1d.d/ Z2d0d1 Z3dS )2    N)	timedelta)catch_warnings)	Timestamp)	DataFrameSeries_testingconcat
date_rangeread_hdf)_maybe_removeensure_clean_pathensure_clean_storez7ignore:object name:tables.exceptions.NaturalNameWarningc                 C   sp  t | \}tddD t }t|d |d|d d  |d|dd   t|d | t|d |jd|d d dd |d|dd   t|d | t|d |d	|d d  |d	|dd   t|d | t|d
 |d
|d d  |d
|dd   t|d | tddgddgddgddggd}d|d< t	j
|jd< t|d |d| t|d | ttt	jjddddt	jdtt	jjddddt	jdtt	jjddddt	jdtdddddgt	jddt	dd }t|d! |d!| t|d! | t|d! |jd!|d"d#d$gd% t|d! | W 5 Q R X W 5 Q R X d S )&NTrecorddf1
   df2tableformatdf3z/df3z/df3 foozdf3 foo      r   )dataZtestingmixed_column)r   r   df      )highsizedtypei  i   @l           l          @l            l            l            )u08u16u32Zu64indexZuintsr"   r#   r$   data_columns)r   r   tmmakeTimeDataFramer   appendassert_frame_equalputr   npnanlocr   randomrandintZuint8Zuint16Zuint32Zuint64arange)
setup_pathstorer   Z	uint_data r6   H/tmp/pip-unpacked-wheel-xj8nt62q/pandas/tests/io/pytables/test_append.pytest_append   sf    



"
   

r8   c           	   	   C   s  t | }t }t }ttd}|d| |d }t|| |j	d ksXt
|d| |d }t|| |j	d kst
d|_	|d| |d }t|| |j	|j	kst
||dk }|dd}t|| ||dk|jd	k @  }|dd
}t|| ttjdddgd}tt||d< d|d< d|jdddf< |jddgdd | }|jd|_|d| t|d | W 5 Q R X d S )Nd   sstsfoons<   zfoo>60F   Z   zfoo>70 and index<90r   r   AcolumnsBCbar   TZinplacer   mi)r   r)   ZmakeStringSeriesZmakeTimeSeriesr   r.   r3   r+   assert_series_equalnameAssertionErrorselectr&   r   r1   randnlenr0   	set_indexstackZ	droplevel)	r4   r5   r:   r;   r=   resultexpectedrI   sr6   r6   r7   test_append_seriesd   s@    rU   c                 C   s  t | }tttjddtjdtjdddtdtdddd	d	d
t	dd}t
|d tj|jd	dddddgf< |d|d d  |d|dd   t|d | | }tj|d< t
|d |d|d d  |d|dd   t|d | | }tj|d< t
|d |d|d d  |d|dd   t|d | | }tj|d< t
|d |d|d d  |d|dd   t|d | W 5 Q R X d S )N   Zint32r<   rF   20010101  r   r   r   )rA   A1A2rD   rE   DEr%   r      rY   rD   r[   r\   r   rZ   r   r   )r   r   r   r.   r1   rN   astyper   datetimer3   r   r/   r0   r+   r)   r,   copy)r4   r5   r   r   r   r   r6   r6   r7   test_append_some_nans   sF    

	






ra   c                 C   sz  t | f}ttjdtjddtdd}tj|jddd d f< t|d |j	d|d d dd	 |j	d|dd  dd	 t
|d |d
d   t|d |j	d|d d dd	 |j	d|dd  dd	 t
|d | tddH t|d |	d|d d  |	d|dd   t
|d | W 5 Q R X tdd t|d |	d|d d  |	d|dd   t
|d |d
d   ttjdtjddddtdd}tj|jddd d f< t|d |j	d|d d dd	 |j	d|dd  dd	 t
|d | t|d |j	d|d d dd	 |j	d|dd  dd	 t
|d | ttjdtjdddtdtddddddtdd}tj|jddd d f< t|d |j	d|d d dd	 |j	d|dd  dd	 t
|d | t|d |j	d|d d dd	 |j	d|dd  dd	 t
|d | W 5 Q R X W 5 Q R X d S )NrV   )rY   rZ   r%   r   r]   r   r   T)dropnar   Fio.hdf.dropna_tabler   Zdf4r<   rF   )rY   rZ   rD   rE   rW   rX   r   r   )rY   rZ   rD   rE   r[   r\   )r   r   r.   r1   rN   r3   r/   r0   r   r+   r)   r,   pdoption_contextr   r_   r4   r5   r   r6   r6   r7   test_append_all_nans   sx    












rh   c              
   C   s  t |  }t }|jd |_t|d |jd|jd d d df dgd |d|jd d dd f  t|d | |	dd}|j
dgd}t|| |	dd}|j
dg|jd	d
 d}t|| td}tjt|d |	dd W 5 Q R X W 5 Q R X d S )Nr   r   rC   )Zaxes	columns=ArA   rB   )ri   zindex=df.index[0:4]r      )rC   r&   zOpassing a filterable condition to a non-table indexer [Filter: Not Initialized]matchzcolumns=A and index>df.index[4])r   r)   r*   r&   Z
_with_freqr   r+   ilocr,   rM   reindexreescapepytestraises	TypeError)r4   r5   r   rR   rS   msgr6   r6   r7   !test_append_frame_column_oriented  s$    
$ru   c              
   C   s  t | }tdD ]}ttjddtdd}td|d< |d  |d 7  < tdgt| dd|d< tdgt| d	d|d	< |d d
kr|d= tdgt| dd|d< |d d
kr|	d}||d< |j
ddd |d| qW 5 Q R X t | }ttjddtddd}tdgt| dd|d< tdgt| d	d|d	< |d| tdgt| d	d|d< td}tjt|d |d| W 5 Q R X tdgt| dd|d< td}tjt|d |d| W 5 Q R X W 5 Q R X d S )Nr   r   ZABrB   r&   r   Zint64r    Zint16r   rG   rA   TrH   r   Zfloat64)rC   r!   Zint16_2zCcannot match existing table structure for [int16] on appending datark         ?Zfloat_3zAcannot match existing table structure for [A,B] on appending data)r   ranger   r.   r1   rN   listr   rO   poprP   r+   ro   rp   rq   rr   
ValueError)r4   r5   ir   art   r6   r6   r7   )test_append_with_different_block_ordering5  s@    


r}   c                    s  t |  tdd  fdd}tddgddgg} d	| t d	| |d	d
d tddgddgg} d	| t||g}t d	| |d	d
d tddgddgg} jd|ddid t d| |dd
d  d| tddgddgg}d}tj	t
|d  d| W 5 Q R X t d} jd|d ddid t d|d   jd|d dddid t d|d   jd |d!dd"id# |  jd$d%d} d | t d t||g  jd&|d d!dd"id#  d&|d  t d&t|d |d g t d' t }d(|d)< tj|j|jd*d d)f< d+|d,< tj|j|jdd- d,f< d.|d/< tj|j|jd*d  d/f<  d'|  d'}t|| W 5 Q R X W 5 Q R X t |   fd0d}td(d+d1td2d3}t d'  jd'|d4d5id |d'd4d5  d'jd4gksjtt d'  jd'|dgd4d5id |d'd4d5  d'jdd4gkstt d'  jd'|dgdd5id |d'dd5 |d'd6d5  d'jdgkstt d'  jd'|d d7 d5d  jd'|d7d  d5d t d' | td(d(d(d8d8d8gd4gd9}t d' td:}tj	t
|d  jd'|d;d;d<d W 5 Q R X W 5 Q R X d S )=NTr   c                    s"   t  | jj|j|kstd S Ngetattr
get_storerr   descriptionitemsizerL   keyrK   r   r5   r6   r7   	check_coll  s    z+test_append_with_strings.<locals>.check_col{   Z	asdqwertyiY  ZdggnhebbsdfbdfbZdf_bigvalues_block_1r]   |   ZasdqyiZ  ZdggnhefbdfbZdf_big2values2   min_itemsizedf_newZ
abcdefqhijZabcdefghijklmnopqrtsuvwxyzzTrying to store a string with len \[26\] in \[values_block_1\] column but\nthis column has a limit of \[15\]!\nConsider using min_itemsize to preset the sizes on these columnsrk   rE   r:   rD   r&   rj   Zss2r(   r   Zss3r      )r   r   Zlonger)rE   Zss4r   r<   stringr   rF   string2   ZbahZstring3c                    s"   t  | jj|jst|d S r~   r   r   r   r6   r7   r     s    rA   rD   r   r%   rA      Zvalues_block_0r   ZbarhrB   zBmin_itemsize has the key [foo] which is not an axis or data_columnrV   )r<   Zfoobar)r   r   r   r+   r)   r,   rM   r   rq   rr   rz   ZmakeMixedDataFramerP   rJ   r-   r`   Zreset_indexZassignr   r*   r.   r/   r0   r&   rw   r   r(   rL   ro   rp   )r4   r   r   r   rS   r   rt   rR   r6   r   r7   test_append_with_stringsg  s    "

 




r   c              
   C   s|   t | j}tddddddddgi}|jd	|d d
 ddid |jd	|d
d  ddid t|d	| W 5 Q R X d S )Nxr|   bcdef r   r   r   )r   r   r+   r)   r,   rM   rg   r6   r6   r7   test_append_with_empty_string  s
    
r   c           	   	      sZ  t |  t }d|jd|jdf< t d  jd|d d dgd  d|dd   t d |  j	j
jjjjjdkst j	j
jjjjjdkst dd}||jdk }t||  dd	}|j|jd
d  d}||jdk }t|| | }d|d< tj|j|jdd
 df< d|j|jdd df< t d  jd|dgd  dd}||jdk }t||  fdd}W 5 Q R X t |  t d  jd|dgddid |ddd t d  jd|dgdd |ddd t d  jd|dgddid |ddd W 5 Q R X t | j d|d< d|d< d|d< t d  jd|ddgdddd d |ddd |ddd |dd!d W 5 Q R X t | H | }d|jd|jd"f< d#|jd|jdf< d|d< |jd}tj|jdd
|f< d|jdd|f< d|d< |jd}tj|jdd|f< d|jd$d%|f< t d  jd|d"dddgd  dd&}||jdk|jdk@ |jdk@ |jdk @  }tj||d'd(  dd)}||jdk|jd*k@  }t|| W 5 Q R X t |  | }d|d< tj|j|jd
d df< d|j|jd$d+ df< d*|d< td,|d-< |jdd.}tj|j|jd/d d"dd-gf< t d0  jd0|dd1ddd-gd  d0d}||jdk }t||  d0d2d3d4g}||jdk|jdk@ |jdk@  }tj||d'd( W 5 Q R X t |  tjd5 t d6d%d7}t!tj"d%d/|d"dd1gd8}d|d< tj|j|jd
d df< d|j|jd$d+ df< |dd1g # |dd1g< d*|d<  jd0|dd1ddgd  d0d}||jdk }t||  d0d2d3d9g}||jdk|jdk@ |jdk@  }t|| W 5 Q R X d S ):Nrv   r   rD   r   r   r'   TB>0zB>0 and index>df.index[3]rj   r%   r<   r   r   rF   r   r   zstring='foo'c                    s"   t  | jj|j|kstd S r~   r   r   r   r6   r7   r     s    z0test_append_with_data_columns.<locals>.check_col   r   r   Z	foobarbahr   Z
foobarbah1Zstring_block1Z
foobarbah2Zstring_block2(   r   )r   r   r   r   rA   g         r   z.string='foo' and string2='foo' and A>0 and B<0F)Z
check_freqzstring='foo' and string2='cool'Zcool	   Z20010102r_   )r_   rG   df_dcrE   zB > 0zC > 0zstring == fooi  z1/1/2000)Zperiods)r&   rC   zstring == "foo")$r   r)   r*   rm   rC   Zget_locr   r+   r,   _handlerootr   r   colsr&   Z
is_indexedrL   rD   rM   rn   r`   r.   r/   r0   r   r   rA   r   _convertrE   r1   seedr	   r   rN   abs)	r4   r   rR   rS   r   r   slr   r&   r6   r   r7   test_append_with_data_columns  s    









 
  ""r   c              	   C   s   |}d |j _t| V}|d| |d}t|| |jdddgd}|jddgd}t|| W 5 Q R X tdD}|j	|ddd t
|dddgd}|jddgd}t|| W 5 Q R X d S )	NrI   rA   rD   rB   ztest.hdfr   r   r   )rC   rK   r   r+   rM   r)   r,   rn   r   Zto_hdfr
   )r4   Z multiindex_dataframe_random_datar   r5   rR   rS   pathr6   r6   r7   test_append_hierarchical  s    


r   c              	   C   sl   t | Z}t }|jd|dd |d}t|| |jd|dd |d}t|| W 5 Q R X d S )Nr   r   	chunksizer   r   )Zexpectedrows)r   r)   makeDataFramer+   rM   r,   )r4   r5   r   rR   r6   r6   r7   test_append_misc  s    


r   r   r   r   i  c              	   C   s   t  }d|d< d|d< |d d|d< |d dk|d< td|d	< td
|d< t| dd,}|jd||d |d}t || W 5 Q R X d S )Nr<   r   rv   Zfloat322Zfloat32r   bool20130101Ztime1Z20130102Ztime2w)modeobjr   )r)   r   r^   r   r   r+   rM   r,   )r4   r   r   r5   rR   r6   r6   r7   test_append_misc_chunksize  s    
r   c              
   C   s   t | }ttdd}|d| tjtdd |d W 5 Q R X ttj	
ddtdd}|d| t|d| |d| t|d| ttdd}|d| t|d| W 5 Q R X d S )	NABCrB   r   z 'No object named df in the file'rk   r   rG   r   )r   r   rx   r+   rq   rr   KeyErrorrM   r.   r1   Zrandr)   r,   r-   )r4   r5   Zdf_emptyr   r6   r6   r7   test_append_misc_empty_frame  s    
r   c              
   C   sX  t | D}t }dggt| |d< |jd tjks<tt	d}t
jt|d |d| W 5 Q R X dggt| |d< dggt| |d< t
jt|d |d| W 5 Q R X t }ttdd	d
|jd}|t}tj|dd< ||d< |jd tjkstd}t
jt|d |d| W 5 Q R X d}t
jt|d |dtd W 5 Q R X t	d}t
jt|d |dttd W 5 Q R X t }|d| d|d< t	d}t
jt|d |d| W 5 Q R X t|d td|d< |d| d|d< t	d}t
jt|d |d| W 5 Q R X W 5 Q R X d S )Nr|   invalidziCannot serialize the column [invalid]
because its data contents are not [string] but [mixed] object dtyperk   r   Zinvalid2Zinvalid3rX   r   r   r%   r   r   z>too many timezones in this block, create separate data columnsz(value must be None, Series, or DataFramer   z]cannot properly create the storer for: [group->df,value-><class 'pandas.core.series.Series'>]r<   zinvalid combination of [non_index_axes] on appending data [(1, ['A', 'B', 'C', 'D', 'foo'])] vs current table [(1, ['A', 'B', 'C', 'D'])]r   rF   zinvalid combination of [values_axes] on appending data [name->values_block_1,cname->values_block_1,dtype->bytes24,kind->string,shape->(1, 30)] vs current table [name->values_block_1,cname->values_block_1,dtype->datetime64,kind->datetime64,shape->None])r   r)   r   rO   Zdtypesr.   Zobject_rL   ro   rp   rq   rr   rs   r+   r   r_   r&   r^   objectr/   r3   rz   r   r   )r4   r5   r   rt   rT   r6   r6   r7   test_append_raise  s^    
 
r   c              	   C   s~  t tddd tdD d}|d |d  |d< tj|jd	d
df< t| "}t|d |jd|dd |	d}t
|| |j	ddd}t
|| |j	ddd}t
||jd	d   |	dd}t
||jd	d   |	dd}|jdgd}t
||jdd   |	dd}|jdd  }t
||jdd   t|d |d| |	d}t
|| W 5 Q R X d S )Nr   c                 S   s    g | ]}t d t|dd qS )r   r   )daysseconds)r   r   ).0r{   r6   r6   r7   
<listcomp>!  s    z.test_append_with_timedelta.<locals>.<listcomp>r   r   rA   rD   rE   rG   r   r   Tr'   zC<100000)wherezC<pd.Timedelta('-3D')zC<'-3D'zC<'-500000s')Zsubsetr   z	C<'-3.5D'r   rj   r   )r   r   rw   r.   r/   r0   r   r   r+   rM   r)   r,   rm   rb   r-   )r4   r   r5   rR   r6   r6   r7   test_append_with_timedelta  s<    



r   c              
   C   s4  t  }t  jdjd}d|d< t||gdd}t| }d}tjt|d  |j	d	d
gd d|dd W 5 Q R X tjt|d |j	d d d|dd W 5 Q R X d}tjt|d |	d|d W 5 Q R X |j	d	d
gd d|dd |j
ddgddgdd}||jdk|jdk@  }t || W 5 Q R X d S )N{}_2rB   rF   r<   r   Zaxisz=append_to_multiple requires a selector that is in passed dictrk   rA   rD   r   r   r   )selectorzQappend_to_multiple must have a dictionary specified as the way to split the valuer   r   zA>0r   )r   r   r   )r)   r*   renamer   r   r   rq   rr   rz   append_to_multipleselect_as_multiplerA   rD   r,   )r4   r   r   r   r5   rt   rR   rS   r6   r6   r7   test_append_to_multipleK  s4    
     r   c              	   C   s   t  }t  jdjd}tj|jd|jddgf< t	||gdd}t
| `}|jddgd d|dd	d
 |ddg}| }t || t |dj|dj W 5 Q R X d S )Nr   rB   r   rA   rD   r   r   r   Tr   rb   r   )r)   r*   r   r   r.   r/   rm   rC   get_indexerr   r   r   r   rb   r,   Zassert_index_equalrM   r&   )r4   r   r   r   r5   rR   rS   r6   r6   r7   test_append_to_multiple_dropnam  s    
   r   c                 C   s   t  }t  jdjd}tj|jd|jddgf< t	||gdd}t
| }tddl |jddgd d	|d
dd d}tjt|d |d
dg W 5 Q R X |d
j|djrtW 5 Q R X W 5 Q R X d S )Nr   rB   r   rA   rD   r   rd   T)df1adf2ar   Fr   z,all tables must have exactly the same nrows!rk   r   )r)   r*   r   r   r.   r/   rm   rC   r   r   r   re   rf   r   rq   rr   rz   r   rM   r&   equalsrL   )r4   r   r   r   r5   rt   r6   r6   r7   $test_append_to_multiple_dropna_false  s$        r   c              	   C   s   t tddtddtddd dd tdD dd tdD d}|jd	g }t| V}|jd
gddgddgd|jd	g dddddd |dddg}t	|| W 5 Q R X d S )Nr      X   c                 S   s   g | ]}d qS )r|   r6   r   _r6   r6   r7   r     s     z8test_append_to_multiple_min_itemsize.<locals>.<listcomp>rV   c                 S   s   g | ]}d qS )Zabcder6   r   r6   r6   r7   r     s     )IXNumBigNumStrLongStrr   r   r   r   r   r   )r&   numsstrsr&   r   r9   r   )r   r   r   r   r   r   )
r   r.   r3   rw   rm   r   r   r   r)   r,   )r4   r   rS   r5   rR   r6   r6   r7   $test_append_to_multiple_min_itemsize  s*    

	



r   )4r_   r   ro   warningsr   Znumpyr.   rq   Zpandas._libs.tslibsr   Zpandas.util._test_decoratorsutilZ_test_decoratorstdZpandasre   r   r   r   r)   r   r	   r
   Zpandas.tests.io.pytables.commonr   r   r   markZ
single_cpuZ
pytestmarkfilterwarningsr8   rU   ra   rh   ru   r}   r   r   r   r   r   Zparametrizer   r   Z&skip_array_manager_not_yet_implementedr   r   r   r   r   r   r6   r6   r6   r7   <module>   sD    

E//U2y 

M1"