o
    ^Zh                     @   s   d Z ddlZddlZddlZddlZddlZddlZddlZddlZddl	Z	ddl
Z
ddlZddlZddlZddlmZmZ ddlmZ ddlmZmZmZmZmZmZmZmZmZmZmZmZ ddl m!Z!m"Z" ddl#m$Z$m%Z%m&Z& ddl'm(Z(m)Z)m*Z* dd
dZ+dd Z,dd Z-dd Z.dd Z/e(dddgdd Z0dd Z1dd Z2dd Z3dd  Z4d!d" Z5d#d$ Z6d%d& Z7d'd( Z8g fd)d*Z9d+d, Z:e&e(d-dd.gd/d0 Z;e&d1d2 Z<d3d4 Z=d5d6 Z>d7d8 Z?d9d: Z@e(d;d<gd=d.fg d>dfgd?d@ ZAdAdB ZBdCdD ZCejD(dEddgdFdG ZEdHdI ZFdJdK ZGdLdM ZHdNdO ZIdPdQ ZJdRdS ZKdTdU ZLdVdW ZMdXdY ZNdZd[ ZOd\d]d^d_d`ZPdaeQdbeRdceRfdddeZSdfdg ZTdhdi ZUddjdkZVdldm ZWdndo ZXdpdq ZYdrds ZZdtdu Z[dvdw Z\dxdy Z]ddzd{Z^e%d|d} Z_e%d~d Z`dd ZaG dd deZbG dd deZce(dded ee gdd Zfdd Zgdd Zhdd Zidd Zjdd Zkdd Zldd Zmdd Zndd ZodddZpejD(ddddd.dddidgdd Zqdd ZrG dd dZsG dd dZte&e(ddeudeudv gdd ZwdS )z
Test the memory module.
    N)FileSystemStoreBackendStoreBackendBase)hash)_FUNCTION_HASHES_STORE_BACKENDSJobLibCollisionWarningMemorizedFuncMemorizedResultMemoryNotMemorizedFuncNotMemorizedResult_build_func_identifier_store_backend_factoryexpires_afterregister_store_backend)Paralleldelayed)npwith_multiprocessing
with_numpy)parametrizeraiseswarns   c                 C   s   | d | S )z-A module-level function for testing purposes.    xyr   r   F/var/www/auris/lib/python3.10/site-packages/joblib/test/test_memory.pyf/   s   r    c                 C   sZ   t |dd}|| } tdD ]}tdD ]}| ||ksJ t||d ks)J qqdS )zGiven a function and an accumulator (a list that grows every
    time the function is called), check that the function can be
    decorated by memory to be a lazy identity.
    r   locationverbose   r   r   N)r
   cacherangelen)funcaccumulatorr"   memoryi_r   r   r   check_identity_lazy6   s   
r-   c                 C   sV   | j  \}tj|jd}t|d}|d W d    d S 1 s$w   Y  d S )N
output.pklwgarbage)store_backend	get_itemsospathjoinopenwrite)r*   Zsingle_cache_itemZoutput_filenamer    r   r   r   corrupt_single_cache_itemE   s
   "r8   c                    s"   g   fdd}| | d|  S )Nc                    s     |  d S Nappend)itemZrecordedr   r   append_to_recordS   s   z6monkeypatch_cached_func_warn.<locals>.append_to_recordwarn)setattr)r(   Zmonkeypatch_fixturer>   r   r=   r   monkeypatch_cached_func_warnL   s   rA   c                    s   t    fdd}t| | j dD ]M}dD ]*}t| jd||d}tj| jdd ||}|d	 |jd
d t }|d	}qt |d	 ksKJ |	|d	|ksUJ t |d	 ks_J qd|_
t| jdd}||d	 dS )z&Simple test of memory lazy evaluation.c                         d | S Nr   r:   argr)   r   r   r    c      
z"test_memory_integration.<locals>.f)FT)rN
   )r"   r#   	mmap_modecompressTignore_errorsr   F)r?   __main__r   r!   N)listr-   strpathr
   shutilrmtreer%   clearr'   eval
__module__)tmpdirr    rK   rJ   r*   gcurrent_accumulatoroutr   rF   r   test_memory_integration\   s.   

rZ   call_before_reducingTFc                    s  dD ]}d}d |}i }ttt||ddd | |d }d|_|ddks*J |jj|ks2J t| j	d	d
}|
| tt| d dksKJ t| d d	 }d|v sZJ | d | }	|d	krt|	dgksnJ t|	d g ksyJ |r d tt|	d dksJ tdd fdddD  n8tdd fdddD  tdD ]}
tt|	d dkr ntd qtt|	d dksJ  d tt|	d dksJ qtt|	d dksJ  d tt|	d dksJ qd S )N)r   r   z0
        def f(x):
            return x
        z<ipython-input-{}-000000000000>exec)filenamemoder    rN   r   r   r!   joblibzipython-inputr$   r   Zn_jobsc                 3       | ]	}t  |V  qd S r9   r   .0r+   Zcached_fr   r   	<genexpr>       zHtest_parallel_call_cached_function_defined_in_jupyter.<locals>.<genexpr>)r   r   c                 3   ra   r9   rb   rc   re   r   r   rf      rg      皙?   )formatr\   compiletextwrapdedentrU   __code__co_filenamer
   rP   r%   r'   r3   listdirr   r&   timesleep)rV   r[   Z
session_noZipython_cell_sourceZipython_cell_idZ	my_localsr    r*   Zf_cache_relative_directoryZf_cache_directoryr,   r   re   r   5test_parallel_call_cached_function_defined_in_jupyter   sT   

	rt   c                     s^   t    fdd} tddd}|| }tdD ]}t }|d t |d ks,J qdS )z*Test memory with location=None: no memoizec                    rB   rC   r:   rD   rF   r   r   ff   rG   ztest_no_memory.<locals>.ffNr   r!   rj   r   )rO   r
   r%   r&   r'   )ru   r*   Zggr,   rX   r   rF   r   test_no_memory   s   
rv   c                    sR   t   d
 fdd	}t| | j t| jdd}||}|ddd	dks'J dS )z3Test memory with a function with keyword arguments.Nr   c                    rB   rC   r:   Zarg1Zarg2rF   r   r   rW     rG   ztest_memory_kwarg.<locals>.gr   r!      r   rw   rC   )rO   r-   rP   r
   r%   )rV   rW   r*   r   rF   r   test_memory_kwarg  s   
ry   c                    s,   t    fddtfdd | j dS )z*Test memory with a function with a lambda.c                    rB   z*A helper function to define l as a lambda.r   r:   r   rF   r   r   helper     
z"test_memory_lambda.<locals>.helperc                    s    | S r9   r   r{   )r|   r   r   <lambda>      z$test_memory_lambda.<locals>.<lambda>N)rO   r-   rP   )rV   r   )r)   r|   r   test_memory_lambda  s   r   c                 C   s   t | jdd}|jdd }|}|jdd }|}tt}|d |d W d   n1 s0w   Y  t|dks=J dt|d jv sHJ dS )	z=Check that name collisions with functions will raise warningsr   r!   c                 S      | S )z&A first function called name_collisionr   r{   r   r   r   name_collision$     z2test_memory_name_collision.<locals>.name_collisionc                 S   r   )z'A second function called name_collisionr   r{   r   r   r   r   +  r   r   N	collision)r
   rP   r%   r   r   r'   strmessage)rV   r*   r   abwarninfor   r   r   test_memory_name_collision   s   



r   c                 C   s   t | jdd}|dd }|dd }tt }|ddks"J |ddks*J |ddks2J W d    n1 s<w   Y  t|dksIJ d S )	Nr   r!   c                 S   r   r9   r   r{   r   r   r   r~   =      z7test_memory_warning_lambda_collisions.<locals>.<lambda>c                 S      | d S rC   r   r{   r   r   r   r~   >  r   r   r   rj   )r
   rP   r%   r   r   r'   )rV   r*   r   r   r   r   r   r   %test_memory_warning_lambda_collisions:  s   
r   c                 C   s   t | jdd}td}||}td}||}tt}|d |d |d W d    n1 s4w   Y  t|dksAJ dt|d j	 v sNJ d S )Nr   r!   lambda x: xzlambda x: x+1r   r   zcannot detect)
r
   rP   rT   r%   r   r   r'   r   r   lower)rV   r*   Za1b1r   r   r   r   'test_memory_warning_collision_detectionJ  s   



r   c                    s8   t    fdd}ddl}||d}t| | j dS )z#Test memory with functools.partial.c                    s     d |S rz   r:   r   rF   r   r   r(   `  r}   z!test_memory_partial.<locals>.funcr   Nr   )rO   	functoolspartialr-   rP   )rV   r(   r   functionr   rF   r   test_memory_partial\  s
   r   c                 C   s4   t | jdd}td}||}|ddksJ dS )zESmoke test memory with a function with a function defined in an eval.r   r!   r   r   N)r
   rP   rT   r%   )rV   r*   mmmr   r   r   test_memory_evall  s   
r   c                 C   s   t | }| d |S )zsA function with a side effect in its arguments.

    Return the length of its argument and append one element.
    N)r'   r;   )r   Zlen_xr   r   r   count_and_appendv  s   
r   c                 C   s8   t | jdd}|t}| dksJ | dksJ dS )zsCheck that if a function has a side effect in its arguments, it
    should use the hash of changing arguments.
    r   r!   r   N)r
   rP   r%   r   )rV   r*   r(   r   r   r   test_argument_change  s   
r   rJ   rH   c           	         s   t   d	 fdd	}t| j|dd}||}tjd}tdD ]#}|d}tdD ]}t	|||ks9J t
 |d ksCJ q,q!dS )
z.Test memory with a function with numpy arrays.Nc                    rB   rC   r:   rD   rF   r   r   n  rG   ztest_memory_numpy.<locals>.nr   r"   rJ   r#   r$   )rI   rI   r   r9   )rO   r
   rP   r%   r   randomZRandomStater&   Zrandom_sampleallr'   )	rV   rJ   r   r*   Zcached_nZrndr+   r   r,   r   rF   r   test_memory_numpy  s   

r   c           
      C   s   t | jddd}| dd }td}||}||}t|tjs%J |jdks,J t|tjs4J |jdks;J ~~t	  t
| t||}||}t|dksVJ d}	|	|d v s`J t|tjshJ |jdksoJ d	S )
z8Check that mmap_mode is respected even at the first callrH   r   r   c                 S   s   | d S Nr   r   r   r   r   r   twice     z0test_memory_numpy_check_mmap_mode.<locals>.twicer$   r   Exception while loading resultsN)r
   rP   r%   r   Zones
isinstanceZmemmapr^   gcZcollectr8   rA   r'   )
rV   monkeypatchr*   r   r   r   crecorded_warningsdexception_msgr   r   r   !test_memory_numpy_check_mmap_mode  s*   


r   c              	      sz   t | jdd}G dd dt |jd
 fdd	}|  tdD ]}t  |d W d	   n1 s5w   Y  q d	S )z+Smoketest the exception handling of Memory.r   r!   c                   @      e Zd ZdS )z*test_memory_exception.<locals>.MyExceptionN__name__rU   __qualname__r   r   r   r   MyException      r   c                    s   | r d S r9   r   )excr   r   r   h  s   z test_memory_exception.<locals>.hr$   r   N)r   )r
   rP   	Exceptionr%   r&   r   )rV   r*   r   r,   r   r   r   test_memory_exception  s   

r   c                    s   t | jdd}t  |jdgdd fdd	}|jdgks J |ddd t dks.J |ddd t dks<J |dd	d t dksJJ d
S )z!Test the ignore feature of memoryr   r!   r   ignorer   c                         d d S rC   r:   r   rF   r   r   z     ztest_memory_ignore.<locals>.zr   r   Nr   r
   rP   rO   r%   r   r'   )rV   r*   r   r   rF   r   test_memory_ignore  s   r   c                    s   t | jdd}t  dd }|jdgd|d fdd		}|jdgks&J |ddd
 t dks4J |ddd
 t dksBJ |ddd
 t dksPJ dS )z9Test the ignore feature of memory on a decorated functionr   r!   c                    s   t   fdd}|S )Nc                     s    | i |S r9   r   )argskwargsr    r   r   wrapped  r   z?test_memory_ignore_decorated.<locals>.decorate.<locals>.wrapped)r   wraps)r    r   r   r   r   decorate  s   z.test_memory_ignore_decorated.<locals>.decorater   r   r   c                    r   rC   r:   r   rF   r   r   r     s   z'test_memory_ignore_decorated.<locals>.zr   r   Nr   r   )rV   r*   r   r   r   rF   r   test_memory_ignore_decorated  s   r   c                 C   sT   t | jdd}|jdd }|ddksJ |dddksJ |dddks(J d	S )
z_Non-regression test against 0.12.0 changes.

    https://github.com/joblib/joblib/pull/751
    r   r!   c                 S   r   rC   r   r   r   r   r   plus_one  r   z,test_memory_args_as_kwargs.<locals>.plus_oner   r   r   r$   N)r
   rP   r%   )rV   r*   r   r   r   r   test_memory_args_as_kwargs  s   
r   zignore, verbose, mmap_moder   d   rI   c                 C   sT   t | jdd}|j|||ddd }|j|ksJ |j|ks!J |j|ks(J dS )z7Check cache may be called with kwargs before decoratingr   r!   )r   r#   rJ   c                 S      d S r9   r   r{   r   r   r   r   '     z"test_partial_decoration.<locals>.zN)r
   rP   r%   r   Z_verboserJ   )rV   r   r#   rJ   r*   r   r   r   r   test_partial_decoration"  s   
r   c           	      C   s*  t | jdd}td}|d | jdg|R  j}|t}tt}t	j
|jj|}||ks3J t	j
|s;J |jt	j
|jjksHJ t  | rRJ t	j
t	j
|ds_J | seJ |d}t	j
|jj|j|}|d}t	j
|sJ t	t	j
|d ||dksJ d S )	Nr   r!   .r    r_   zfunc_code.pyr   r.   )r
   rP   r   splitr;   r5   r%   r    r   r3   r4   r1   r"   existsdirnamer   rS   _check_previous_func_code_get_args_idfunc_idremove)	rV   r*   r4   rW   r   r"   args_id
output_dirr   r   r   r   test_func_dir0  s(   



r   c           	      C   s   t | jdd}|t}|d}tt|}|d}tj	
|jj|j|}tj	|s0J ||j|j|gks=J tt|}|jj|jjksOJ t d dd}tt| |t}tt|}|d d S )Nr   r!   r   )r
   rP   r%   r    pickleloadsdumpsr   r3   r4   r5   r1   r"   r   r   Z	load_item)	rV   r*   rW   outputr   r   r   Zmemory2gpr   r   r   test_persistenceP  s   


r   consider_cache_validc                    s   t t| j fdddt| jddjt fdddfD ]0}|d}t|ts*J |r.J |ddks6J |d}t|tsBJ | ksHJ |  qt	t}|drXJ d S )	Nc                        S r9   r   r,   r   r   r   r~   k  r   z*test_check_call_in_cache.<locals>.<lambda>cache_validation_callbackr   r!   c                    r   r9   r   r   r   r   r   r~   n  r   r      )
r   r    rP   r
   r%   Zcheck_call_in_cacher   boolrS   r   )rV   r   r(   resultr   r   r   test_check_call_in_cacheg  s"   


r   c              	   C   s   t tt| jttt| jddttd dtfttttfD ]@\}}|ddks-J |	d}t
||s9J | dksAJ |  tt |  W d    n1 sXw   Y  |  q!d S )Nr   r!   r"   r   r   )zipr   r    rP   r   r
   r%   r	   r   call_and_shelver   getrS   r   KeyError)rV   r(   Resultr   r   r   r   test_call_and_shelve~  s$   

	



r   c           	      C   s  |  d}|d t|jj}td | dksJ |t|jjkr,t	
d t| jdd}|t}|d}tj |jj|j|d}|ddksQJ t|j}td	 |d}t|tshJ t|j|ksrJ td	 | dksJ t|j|ksJ d
S )z6Check call_and_shelve only load stored data if needed.Ztest_access      ?z>filesystem does not support fine-grained access time attributer   r!   r   r.   r   r   N)r5   r7   r3   statrP   st_atimerr   rs   readpytestskipr
   r%   r    r   r4   r1   r"   r   r   r   r	   r   )	rV   Ztest_access_time_fileZtest_access_timer*   r(   r   result_pathZfirst_access_timer   r   r   r   .test_call_and_shelve_lazily_load_stored_result  s,   








r   c              	   C   s   t t| jttfD ]Q}| dj}|d}t|d}t|| W d    n1 s-w   Y  t|d}t	|}W d    n1 sGw   Y  |
 |
 ksVJ t| q
d S )Nzpickling_test.datr   wbrb)r   r    rP   r   r5   r   r6   r   dumploadr   r3   r   )rV   r(   r]   r   fpresult2r   r   r   test_memorized_pickling  s   
r   c                 C   s
  t t| j}|d}t t| j}|d}| | ks J t|t|ks*J tt}t| t|d t t| jdt d}|d}|  t t| jdd}|d}|  t t| jdt d}|d}|  t t| jdd}|d}|  d S )Nr      )r#   	timestamp)r#   r   )r   r    rP   r   r   reprr   rr   )rV   r(   r   Zfunc2r   r   r   r   test_memorized_repr  s*   





r  c                 C   s  | dj}tj|d}d}t|d}|| W d    n1 s$w   Y  || dd l}t	|jdd}|
|j}	|	d |	d |	d t|d}|d	|  W d    n1 sbw   Y  |	d |	d t| t | d
}t|d}|| W d    n1 sw   Y  |	d |	d tjd tjd dd l}|
|j}	|	d |	d |  \}
}|
dksJ d S )NZ
tmp_importztmp_joblib_.pyz$def f(x):
    print(x)
    return x
r/   r   r!   r   r   z

z-def f(x):
    print("x=%s" % x)
    return x
z
Reloading
tmp_joblib_z1
2
Reloading
x=1
)mkdirrP   r3   r4   r5   r6   r7   Zsyspath_prependr  r
   r%   r    rQ   rR   sysstdoutmodulespop
readouterr)ZcapsysrV   r   dir_namer]   contentZmodule_filetmpr*   r    rY   errr   r   r   test_memory_file_modification  sD   


r  c                 C   r   r9   r   r   r   r   r   r   _function_to_cache  r   r  c                 C      | | S r9   r   r  r   r   r   _sum#     r  c                 C   s   | | S r9   r   r  r   r   r   _product'  r  r  c                 C   s   t jt_t| jdd}|t}|dddksJ |dddks"J tt tjt_|dddks4J |dddks=J W d    d S 1 sHw   Y  d S )Nr   r!   r   r   r$   )	r  ro   r  r
   rP   r%   r   r   r  )rV   r*   r    r   r   r   *test_memory_in_memory_function_code_change+  s   

"r  c                  C   s   t d d} |   d S )Nr   )r
   rS   )r*   r   r   r   $test_clear_memory_with_none_location;  s   
r  kw1kw2r  r  c                C   s   | |||fS r9   r   )r   r   r  r  r   r   r   func_with_kwonly_args@  s   r  r   r   returnc                 C   r  r9   r   r  r   r   r   func_with_signatureD  r  r  c                 C   s  t | jdd}|t}|dddddksJ tt}|ddddd	 W d    n1 s.w   Y  |d
 |ddddd tt}|ddddd	 W d    n1 sWw   Y  |d
 |jtdgd}|ddddddksuJ |ddddddksJ d S )Nr   r!   r   r   r$   )r  )r   r   r$   r  rj   )r  z?Keyword-only parameter 'kw1' was passed as positional parameterr  r  r   )r   r   r$   rj   Zignored)r
   rP   r%   r  r   
ValueErrormatch)rV   r*   func_cachedexcinfor   r   r   !test_memory_func_with_kwonly_argsH  s   




r!  c                 C   s.   t | jdd}|t}|dddksJ d S )Nr   r!   r   g       @g      @)r
   rP   r%   r  )rV   r*   r  r   r   r   test_memory_func_with_signatureb  s   
r"  c                    st   t | jdd}| dd tt|}|D ]}| qt fdd|D } fdd|D }||fS )Nr   r!   c                 S      dS )N  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaar   rD   r   r   r   get_1000_bytesl  r   z(_setup_toy_cache.<locals>.get_1000_bytesc                    s   g | ]}  |qS r   )r   )rd   rE   )r%  r   r   
<listcomp>u      z$_setup_toy_cache.<locals>.<listcomp>c                    s    g | ]}t jjj |qS r   )r3   r4   r5   r1   r"   )rd   r   r   r%  r   r   r&  w  s    )r
   rP   r%   rO   r&   r   )rV   
num_inputsr*   ZinputsrE   Zhash_dirnamesZfull_hashdirsr   r(  r   _setup_toy_cachei  s   


r*  c                    s   t | \}}}|j }dd |D }t|t|ksJ dd   fdd|D }dd |D }||ks7J dd |D }dd |D }	d	d |D }
|
|	ksRJ d S )
Nc                 S      g | ]}|j qS r   )r4   rd   cir   r   r   r&        z#test__get_items.<locals>.<listcomp>c                    s*    fddt  D }tdd |D S )Nc                    s   g | ]	}t j |qS r   r3   r4   r5   rd   fn	directoryr   r   r&        z;test__get_items.<locals>.get_files_size.<locals>.<listcomp>c                 s   s    | ]	}t j|V  qd S r9   )r3   r4   getsize)rd   r   r   r   r   rf     rg   z:test__get_items.<locals>.get_files_size.<locals>.<genexpr>)r3   rq   sum)r3  Z
full_pathsr   r2  r   get_files_size  s   z'test__get_items.<locals>.get_files_sizec                    s   g | ]} |qS r   r   rd   Zhash_dirr7  r   r   r&    s    c                 S   r+  r   )sizer,  r   r   r   r&    r.  c                 S   s   g | ]	}t j|d qS )r.   r/  r8  r   r   r   r&    r4  c                 S   s    g | ]}t j tj|qS r   )datetimefromtimestampr3   r4   getatimer0  r   r   r   r&    s    c                 S   r+  r   Zlast_accessr,  r   r   r   r&    r.  )r*  r1   r2   set)rV   r*   Zexpected_hash_dirsr,   itemsZ	hash_dirsZexpected_hash_cache_sizesZhash_cache_sizesZoutput_filenamesZexpected_last_accessesZlast_accessesr   r9  r   test__get_items~  s   
rA  c                 C   s$  t | dd\}}}|jd}|g ksJ t | \}}}|j }|jd}t|}tt|t|s7J t||d ksAJ |jd}t|t|ksQJ |jd}|g ks]J d}	|j|	}
t|
soJ t||jd	}t||}t	d
d |D t
d
d |D ksJ d S )Nr   )r)  Z1KZ2Kr   i   1M  ip  c                 s   s    | ]}|j V  qd S r9   r>  r,  r   r   r   rf     s    z,test__get_items_to_delete.<locals>.<genexpr>)r*  r1   Z_get_items_to_deleter2   r'   r?  issubsetsorted
differencemaxmin)rV   r*   r,   Zitems_to_deleteZexpected_hash_cachedirsr@  Z	nb_hashesZitems_to_delete_2048bZitems_to_delete_emptybytes_limit_too_smallZitems_to_delete_500bZitems_to_delete_6000bZsurviving_itemsr   r   r   test__get_items_to_delete  s.   
rJ  c                 C   s   t | \}}}|j }|  |j }t|t|ksJ |jdd |j }t|t|ks4J |jdd |j }tt|t|sKJ t|dksSJ d}|j|d |j }|g ksfJ d S )NrB  )Zbytes_limitZ3Kr   rC  r*  r1   r2   reduce_sizerE  r?  rD  r'   )rV   r*   r,   ref_cache_itemscache_itemsrI  r   r   r   #test_memory_reduce_size_bytes_limit  s    




rO  c                 C   s   t | \}}}|j }|  |j }t|t|ksJ |jdd |j }t|t|ks4J |jdd |j }tt|t|sKJ t|dksSJ |jdd |j }|g ksdJ d S )NrI   )Zitems_limitr   r   rK  )rV   r*   r,   rM  rN  r   r   r   #test_memory_reduce_size_items_limit  s   




rP  c                 C   sZ  dd l }dd l}t| \}}}|j }|  |j }t|t|ks'J |j|jddd |j }t|t|ks@J |d |d |d |j|jddd |j }t	
t	|t	|rhJ t|dkspJ tjtd	d
 |j|jddd W d    n1 sw   Y  |d |j|jddd |j }|g ksJ d S )Nr   r   )days)Z	age_limitsecondsr   zhas to be a positiver  gMbP?)r;  rr   r*  r1   r2   rL  rE  	timedeltars   r?  rD  r'   r   r   r  )rV   r;  rr   r*   r,   Z	put_cacherM  rN  r   r   r   !test_memory_reduce_size_age_limit  s0   






rX  c                 C   s@   t | \}}}|  t|jjg ksJ |jddrJ d S )Nrj   )
stacklevel)r*  rS   r3   rq   r1   r"   r   )rV   r*   r,   rW   r   r   r   test_memory_clear  s   rZ  c                  C   s   dgd } | S )Nr$  i  r   )complex_objr   r   r   fast_func_with_complex_output#  rG   r\  c                 C   s"   dd t tdD }| r|S dS )Nc                 S   s   i | ]}t ||qS r   )r   rc   r   r   r   
<dictcomp>)  r'  z=fast_func_with_conditional_complex_output.<locals>.<dictcomp>g     j@zsimple output)r&   int)Zcomplex_outputr[  r   r   r   )fast_func_with_conditional_complex_output(  s   r_  c                    b   t | jd}|t tdd fddtdD  | \}}d}||vs)J ||vs/J d S )Nr   r   r`   c                 3   s    | ]}t   V  qd S r9   rb   rc   r  r   r   rf   5  s    zMtest_cached_function_race_condition_when_persisting_output.<locals>.<genexpr>r$   r   )r
   rP   r%   r\  r   r&   r	  rV   Zcapfdr*   r  stderrr   r   ra  r   :test_cached_function_race_condition_when_persisting_output-  s   
 rd  c                    r`  )Nr   r   r`   c                 3   s,    | ]}t  |d  dkrdndV  qdS )r   r   TFNrb   rc   ra  r   r   rf   K  s    
zOtest_cached_function_race_condition_when_persisting_output_2.<locals>.<genexpr>r$   r   )r
   rP   r%   r_  r   r&   r	  rb  r   ra  r   <test_cached_function_race_condition_when_persisting_output_2A  s   
re  c              
   C   s   t | jd}dd }||}d}||\}}||ksJ t| t||}||\}	}
t|dks4J d}||d v s>J |	|ksDJ |
|ksJJ t| ||}z|  td t	yy } zd	}|t
|jv snJ W Y d }~d S d }~ww )
Nr   c                 S   s   t d | t   fS )Ng{Gz?rr   rs   rD   r   r   r   r(   \  s   
zItest_memory_recomputes_after_an_error_while_loading_results.<locals>.funcrE   r   r   r   z<It normally not possible to load a corrupted MemorizedResultzis corrupted)r
   rP   r%   r8   rA   r'   r   r   AssertionErrorr   r   r   )rV   r   r*   r(   Zcached_funcZ	input_argrE   r   r   Zrecomputed_argZrecomputed_timestampr   	referenceer   r   r   r   ;test_memory_recomputes_after_an_error_while_loading_resultsY  s4   


 rj  c                   @   s   e Zd ZdZdS )IncompleteStoreBackendzAThis backend cannot be instantiated and should raise a TypeError.N)r   rU   r   __doc__r   r   r   r   rk    s    rk  c                   @   sP   e Zd 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S )DummyStoreBackendz(A dummy store backend that does nothing.c                 O   r#  )zOpen an item on store.Nr   )selfr   r   r   r   r   
_open_item  r   zDummyStoreBackend._open_itemc                 C   r#  )z!Check if an item location exists.Nr   rn  r"   r   r   r   _item_exists  r   zDummyStoreBackend._item_existsc                 C   r#  )z&Move an item from src to dst in store.Nr   )rn  srcdstr   r   r   
_move_item  r   zDummyStoreBackend._move_itemc                 C   r#  )zCreate location on store.Nr   rp  r   r   r   create_location  r   z!DummyStoreBackend.create_locationc                 C   r#  )z&Check if an object exists in the storeFr   rn  objr   r   r   r     r   zDummyStoreBackend.existsc                 C   r#  )zClear object on storeNr   rv  r   r   r   clear_location  r   z DummyStoreBackend.clear_locationc                 C   s   g S )z3Returns the whole list of items available in cache.r   )rn  r   r   r   r2     r   zDummyStoreBackend.get_itemsc                 O   r#  )zConfigure the storeNr   )rn  r"   r   r   r   r   r   	configure  r   zDummyStoreBackend.configureN)r   rU   r   rl  ro  rq  rt  ru  r   rx  r2   ry  r   r   r   r   rm    s    rm  invalid_prefixc                 C   s@   t t}t| d  W d    n1 sw   Y  |d d S )Nz&Store backend name should be a string*r   r  r   r  )rz  r   r   r   r   (test_register_invalid_store_backends_key     
r|  c                  C   s@   t t} tdd  W d    n1 sw   Y  | d d S )Nfsz.Store backend should inherit StoreBackendBase*r{  r   r   r   r   +test_register_invalid_store_backends_object  r}  r  c                  C   sB   t t} tddd W d    n1 sw   Y  | d d S )Nz/tmp/joblibunknown)r"   backendzUnknown location*)r   	TypeErrorr
   r  r  r   r   r   !test_memory_default_store_backend  s   
r  c                  C   sf   G dd d} |  }t t}td|d W d    n1 sw   Y  d}|t|d jv s1J d S )Nc                   @   r   )zHtest_warning_on_unknown_location_type.<locals>.NonSupportedLocationClassNr   r   r   r   r   NonSupportedLocationClass  r   r  localr   zbInstantiating a backend using a NonSupportedLocationClass as a location is not supported by joblibr   )r   UserWarningr   r   r   )r  Zunsupported_locationr   Zexpected_mesager   r   r   %test_warning_on_unknown_location_type  s   
r  c                  C   sb   d} t | t | tft v sJ tt}t| d W d    n1 s%w   Y  |d d S )NZisbZfake_locationznCan't instantiate abstract class IncompleteStoreBackend (without an implementation for|with) abstract methods*)r   rk  r   r@  r   r  r   r  )backend_namer   r   r   r   )test_instanciate_incomplete_store_backend  s   

r  c                  C   s>   d} t | t | tft v sJ t| d}t|tsJ d S )NZdsbZdummy_location)r   rm  r   r@  r   r   )r  backend_objr   r   r   test_dummy_store_backend  s
   

r  c               
   C   sH   t d} td| }z|jdksJ W tjddd d S tjddd w )NZsome_folderr  TrL   )pathlibPathr   r"   rQ   rR   )r4   r  r   r   r   0test_instanciate_store_backend_with_pathlib_path  s
   

"r  c                 C   sj   d}t  }|jd u sJ t| t||jd dksJ || j t||j| jdks/J t| d S )Nz-FileSystemStoreBackend(location="{location}")r   )r   r"   r  r   rk   ry  rP   )rV   Zrepr_patternr  r   r   r   "test_filesystem_store_backend_repr  s   r  c                 C   s   dd }t | jdd}||}d}t||j||jjdks!J |dd}d}t||j|jj|j|j	d	ks;J t|d
j|jjdksIJ d S )Nc                 S   r  r9   r   r  r   r   r   my_func  r  z)test_memory_objects_repr.<locals>.my_funcr   r!   z/MemorizedFunc(func={func}, location={location}))r(   r"   *   zJMemorizedResult(location="{location}", func="{func}", args_id="{args_id}"))r"   r(   r   zMemory(location={location})r   )
r
   rP   r%   r   rk   r1   r"   r   r   r   )rV   r  r*   Zmemorized_funcZmemorized_func_reprmemorized_resultZmemorized_result_reprr   r   r   test_memory_objects_repr  s$   



r  c                 C   s   t | jd}|jdd }|d}t|}t|}|jj|jjks&J |j	|j	ks.J |j
|j
ks6J t|t|ks@J d S )Nr   c                 S      | d S r   r   r{   r   r   r   rW   6  r   z'test_memorized_result_pickle.<locals>.grj   )r
   rP   r%   r   r   r   r   r1   r"   r(   r   r   )rV   r*   rW   r  Zmemorized_result_pickleZmemorized_result_loadsr   r   r   test_memorized_result_pickle/  s   



r  c                 C   sh   |d u rg }t | }t |}t| t| ksJ | D ]}||v r'q || || ks1J q d S r9   )varsr?  keys)leftrightignored_attrsZ	left_varsZ
right_varsattrr   r   r   compareG  s   r  memory_kwargsr$   r   )rK   r#   r   Z	parameterZunused)rJ   r#   Zbackend_optionsc                 C   s  t dd| ji|}tt|}t|j|j t||tg dd t|t|ks.J |	t
}tt|}t|j|j t||tg dd t|t|ksWJ |d}tt|}t|j|j t||tg dd t|t|ksJ d S )Nr"   )r1   r   Z_func_code_id)r  r   r   )r
   rP   r   r   r   r  r1   r?  r   r%   r    r   )rV   r  r*   Zmemory_reloadedr  Zfunc_cached_reloadedr  Zmemorized_result_reloadedr   r   r   test_memory_pickle_dump_loadT  s6   




r  c                 C   s   | tj d}t| jdd}|jdd }||}d|jv s!J |  t| jdd}|jdd }||}d|jvs>J |  d S )	Nr$      r!   c                 S   r  r   r   r{   r   r   r   r      r   ztest_info_log.<locals>.fZQueryingr   c                 S   r  r   r   r{   r   r   r   r      r   )Z	set_levelloggingINFOr
   rP   r%   textrS   )rV   Zcaplogr   r*   r    r,   r   r   r   test_info_log  s   

r  c                   @   sL   e Zd ZdZdddZdd Zejddd	gd
d Z	dd Z
dd ZdS )TestCacheValidationCallbackz.Tests on parameter `cache_validation_callback`Nc                 C   s"   d|d< |d urt | |d S )NTrunr   rf  )rn  r   r   delayr   r   r   foo  s   
zTestCacheValidationCallback.fooc                 C   sD   d}t jt|d |jdd W d   dS 1 sw   Y  dS )z2Test invalid values for `cache_validation_callbackz9cache_validation_callback needs to be callable. Got True.rV  Tr   N)r   r   r  r%   )rn  r*   r  r   r   r   &test_invalid_cache_validation_callback  s   "zBTestCacheValidationCallback.test_invalid_cache_validation_callbackr   TFc                    sr   |j | j fdddgd}ddiddi}}|d|dks J |d|dks)J |d s/J |d  ks7J d	S )
zTest expiry of old resultsc                    r   r9   r   r   r   r   r   r~     r   zUTestCacheValidationCallback.test_constant_cache_validation_callback.<locals>.<lambda>r   r   r   r  Fr   rj   Nr%   r  )rn  r*   r   r    d1d2r   r   r   'test_constant_cache_validation_callback  s   
zCTestCacheValidationCallback.test_constant_cache_validation_callbackc                 C   s   dd }|j | j|dgd}ddiddi}}|d|dd	d
ks"J |d|dd	d
ks-J |d s3J |d s9J ddiddi}}|d|dd	d
ksMJ |d|dd	d
ksXJ |d s^J |d rdJ dS )z*Test cache validity based on run duration.c                 S   s   | d }|dkr
dS d S )Ndurationg?Tr   )metadatar  r   r   r   r     s   z^TestCacheValidationCallback.test_memory_only_cache_long_run.<locals>.cache_validation_callbackr   r  r  Fr   r   )r  rj   ri   Nr  )rn  r*   r   r    r  r  r   r   r   test_memory_only_cache_long_run  s   
z;TestCacheValidationCallback.test_memory_only_cache_long_runc                 C   s   |j | jtdddgd}ddiddiddi}}}|d|dks$J |d|dks-J td	 |d|dks;J |d sAJ |d rGJ |d sMJ d
S )z!Test expiry of old cached resultsg333333?rT  r   r  r  Fr   rj   r   N)r%   r  r   rr   rs   )rn  r*   r    r  r  Zd3r   r   r   test_memory_expires_after  s   
z5TestCacheValidationCallback.test_memory_expires_afterr9   )r   rU   r   rl  r  r  r   markr   r  r  r  r   r   r   r   r    s    

r  c                   @   s,   e Zd ZdZedd Zdd Zdd ZdS )	TestMemorizedFuncz8Tests for the MemorizedFunc and NotMemorizedFunc classesc                 C   s   | | dd || < ||  S )Nr   r   )r   )r   counterr   r   r   r      s   zTestMemorizedFunc.fc                 C   sp   |j | jdgd}i }|d|dksJ |d|dksJ |d|\}}|dks-J dt|ts6J ddS )Test calling the functionr  r   r   r   f has not been called properly0Metadata are not returned by MemorizedFunc.call.N)r%   r    callr   dictrn  r*   r    r  r   metar   r   r   test_call_method_memorized  s   z,TestMemorizedFunc.test_call_method_memorizedc                 C   sh   t | j}i }|d|dksJ |d|dksJ |d|\}}|dks)J dt|ts2J ddS )r  r   r   r$   r  r  N)r   r    r  r   r  r  r   r   r   test_call_method_not_memorized  s   
z0TestMemorizedFunc.test_call_method_not_memorizedN)r   rU   r   rl  staticmethodr    r  r  r   r   r   r   r    s    
r  r"   Ztest_cache_dirc              
   C   s   t | }tg dg dg}|tj}|| t| } z9tj	| d}d}t
|}|| ks5J W d   n1 s?w   Y  W tj| dd dS W tj| dd dS tj| dd w )zoTest that using the memory object automatically creates a `.gitignore` file
    within the new cache directory.)r   r   r$   )rj   r      z
.gitignorez%# Created by joblib automatically.
*
NTrL   )r
   r   Zasarrayr%   Zsquarer  r  r3   r4   r5   r6   r   rQ   rR   )r"   ZmemZarrZcostly_operationZpath_to_gitignore_fileZgitignore_file_contentr    r   r   r   test_memory_creates_gitignore  s   

"r  r   )rI   )Tr9   )xrl  r;  r   r   r  r3   Zos.pathr  r   rQ   r  rm   rr   r   Zjoblib._store_backendsr   r   Zjoblib.hashingr   Zjoblib.memoryr   r   r   r   r	   r
   r   r   r   r   r   r   Zjoblib.parallelr   r   Zjoblib.test.commonr   r   r   Zjoblib.testingr   r   r   r    r-   r8   rA   rZ   rt   rv   ry   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^  floatr  r!  r"  r*  rA  rJ  rO  rP  rX  rZ  r\  r_  rd  re  rj  rk  rm  r  rO   r|  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  resolver  r   r   r   r   <module>   s    8
.
i


'
 
$ 9
(%



-$

 

(K'