o
    rh                     @   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$ Z6d%d& Z7d'd( Z8g fd)d*Z9d+d, Z:e&e(d-dd.gd/d0 Z;e&d1d2 Z<d3d4 Z=d5d6 Z>d7d8 Z?d9d: Z@e(d;d<gd=d.fg d>dfgd?d@ ZAdAdB ZBdCdD ZCejD(dEddgdFdG ZEdHdI ZFdJdK ZGdLdM ZHdNdO ZIdPdQ ZJdRdS ZKdTdU ZLdVdW ZMdXdY ZNdZd[ ZOd\d]d^d_d`ZPdaeQdbeRdceRfdddeZSdfdg ZTdhdi ZUddjdkZVdldm ZWdndo ZXdpdq ZYdrds ZZdtdu Z[dvdw Z\dxdy Z]ddzd{Z^e%d|d} Z_e%d~d Z`dd ZaG dd deZbG dd deZce(dded ee gdd Zfdd Zgdd Zhdd Zidd Zjdd Zkdd Zldd Zmdd Zndd ZodddZpejD(ddddd.dddidgdd Zqdd ZrG dd dZsG dd dZte&e(ddeudeudv gdd ZwdS )z
Test the memory module.
    N)FileSystemStoreBackendStoreBackendBase)hash)_FUNCTION_HASHES_STORE_BACKENDSJobLibCollisionWarningMemorizedFuncMemorizedResultMemoryNotMemorizedFuncNotMemorizedResult_build_func_identifier_store_backend_factoryexpires_afterregister_store_backend)Paralleldelayed)npwith_multiprocessing
with_numpy)parametrizeraiseswarns   c                 C   s   | d | S )z-A module-level function for testing purposes.    xyr   r   U/var/www/html/alpaca_bot/venv/lib/python3.10/site-packages/joblib/test/test_memory.pyf/   s   r    c                 C   sZ   t |dd}|| } tdD ]}tdD ]}| ||ksJ t||d ks)J qqdS )zGiven a function and an accumulator (a list that grows every
    time the function is called), check that the function can be
    decorated by memory to be a lazy identity.
    r   locationverbose   r   r   N)r
   cacherangelen)funcaccumulatorr"   memoryi_r   r   r   check_identity_lazy6   s   
r-   c                 C   sV   | j  \}tj|jd}t|d}|d W d    d S 1 s$w   Y  d S )N
output.pklwgarbage)store_backend	get_itemsospathjoinopenwrite)r*   single_cache_itemoutput_filenamer    r   r   r   corrupt_single_cache_itemE   s
   "r:   c                    s"   g   fdd}| | d|  S )Nc                    s     |  d S Nappend)itemrecordedr   r   append_to_recordS   s   z6monkeypatch_cached_func_warn.<locals>.append_to_recordwarn)setattr)r(   monkeypatch_fixturerA   r   r?   r   monkeypatch_cached_func_warnL   s   rE   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)rB   __main__r   r!   N)listr-   strpathr
   shutilrmtreer%   clearr'   eval
__module__)tmpdirr    rO   rN   r*   gcurrent_accumulatoroutr   rJ   r   test_memory_integration\   s.   

r^   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    rR   r   r   r!   joblibzipython-inputr$   r   n_jobsc                 3       | ]	}t  |V  qd S r;   r   .0r+   cached_fr   r   	<genexpr>       zHtest_parallel_call_cached_function_defined_in_jupyter.<locals>.<genexpr>)r   r   c                 3   rf   r;   rg   rh   rj   r   r   rl      rm      皙?   )formatr`   compiletextwrapdedentrY   __code__co_filenamer
   rT   r%   r'   r3   listdirr   r&   timesleep)rZ   r_   
session_noipython_cell_sourceipython_cell_id	my_localsr    r*   f_cache_relative_directoryf_cache_directoryr,   r   rj   r   5test_parallel_call_cached_function_defined_in_jupyter   sT   

	r   c                     s^   t    fdd} tddd}|| }tdD ]}t }|d t |d ks,J qdS )z*Test memory with location=None: no memoizec                    rF   rG   r<   rH   rJ   r   r   ff   rK   ztest_no_memory.<locals>.ffNr   r!   rp   r   )rS   r
   r%   r&   r'   )r   r*   ggr,   r\   r   rJ   r   test_no_memory   s   
r   c                    sR   t   d
 fdd	}t| | j t| jdd}||}|ddd	dks'J dS )z3Test memory with a function with keyword arguments.Nr   c                    rF   rG   r<   arg1arg2rJ   r   r   r[     rK   ztest_memory_kwarg.<locals>.gr   r!      r   r   rG   )rS   r-   rT   r
   r%   )rZ   r[   r*   r   rJ   r   test_memory_kwarg  s   
r   c                    s,   t    fddtfdd | j dS )z*Test memory with a function with a lambda.c                    rF   z*A helper function to define l as a lambda.r   r<   r   rJ   r   r   helper     
z"test_memory_lambda.<locals>.helperc                    s    | S r;   r   r   )r   r   r   <lambda>      z$test_memory_lambda.<locals>.<lambda>N)rS   r-   rT   )rZ   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
   rT   r%   r   r   r'   strmessage)rZ   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   r;   r   r   r   r   r   r   =      z7test_memory_warning_lambda_collisions.<locals>.<lambda>c                 S      | d S rG   r   r   r   r   r   r   >  r   r   r   rp   )r
   rT   r%   r   r   r'   )rZ   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
   rT   rX   r%   r   r   r'   r   r   lower)rZ   r*   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 r   r<   r   rJ   r   r   r(   `  r   z!test_memory_partial.<locals>.funcr   Nr   )rS   	functoolspartialr-   rT   )rZ   r(   r   functionr   rJ   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
   rT   rX   r%   )rZ   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   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
   rT   r%   r   )rZ   r*   r(   r   r   r   test_argument_change  s   
r   rN   rL   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                    rF   rG   r<   rH   rJ   r   r   n  rK   ztest_memory_numpy.<locals>.nr   r"   rN   r#   r$   )rM   rM   r   r;   )rS   r
   rT   r%   r   randomRandomStater&   random_sampleallr'   )	rZ   rN   r   r*   cached_nrndr+   r   r,   r   rJ   r   test_memory_numpy  s   

r   c           
      C   s   t | jddd}| dd }td}||}||}t|tjs%J |jdks,J t|tjs4J |jdks;J ~~t	  t
| t||}||}t|dksVJ d}	|	|d v s`J t|tjshJ |jdksoJ d	S )
z8Check that mmap_mode is respected even at the first callrL   r   r   c                 S   s   | d S Nr   r   r   r   r   r   twice     z0test_memory_numpy_check_mmap_mode.<locals>.twicer$   r   Exception while loading resultsN)r
   rT   r%   r   ones
isinstancememmaprb   gccollectr:   rE   r'   )
rZ   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__rY   __qualname__r   r   r   r   MyException      r   c                    s   | r d S r;   r   )excr   r   r   h  s   z test_memory_exception.<locals>.hr$   r   N)r   )r
   rT   	Exceptionr%   r&   r   )rZ   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 rG   r<   r   rJ   r   r   z     ztest_memory_ignore.<locals>.zr   r   Nr   r
   rT   rS   r%   r   r'   )rZ   r*   r   r   rJ   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 r;   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   rG   r<   r   rJ   r   r   r     s   z'test_memory_ignore_decorated.<locals>.zr   r   Nr   r   )rZ   r*   r   r   r   rJ   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   rG   r   r   r   r   r   plus_one  r   z,test_memory_args_as_kwargs.<locals>.plus_oner   r   r   r$   N)r
   rT   r%   )rZ   r*   r   r   r   r   test_memory_args_as_kwargs  s   
r   zignore, verbose, mmap_moder   d   rM   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#   rN   c                 S      d S r;   r   r   r   r   r   r   '     z"test_partial_decoration.<locals>.zN)r
   rT   r%   r   _verboserN   )rZ   r   r#   rN   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    rc   zfunc_code.pyr   r.   )r
   rT   r   splitr=   r5   r%   r    r   r3   r4   r1   r"   existsdirnamer   rW   _check_previous_func_code_get_args_idfunc_idremove)	rZ   r*   r4   r[   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
   rT   r%   r    pickleloadsdumpsr   r3   r4   r5   r1   r"   r   r   	load_item)	rZ   r*   r[   outputr   r   r   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 r;   r   r,   r   r   r   r   k  r   z*test_check_call_in_cache.<locals>.<lambda>cache_validation_callbackr   r!   c                    r   r;   r   r   r   r   r   r   n  r   r      )
r   r    rT   r
   r%   check_call_in_cacher   boolrW   r   )rZ   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    rT   r   r
   r%   r	   r   call_and_shelver   getrW   r   KeyError)rZ   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.test_access      ?z>filesystem does not support fine-grained access time attributer   r!   r   r.   r   r   N)r5   r7   r3   statrT   st_atimerx   ry   readpytestskipr
   r%   r    r   r4   r1   r"   r   r  r   r	   r  )	rZ   test_access_time_filetest_access_timer*   r(   r   result_path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    rT   r   r5   r  r6   r   dumploadr  r3   r   )rZ   r(   ra   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    rT   r  r  reprr   rx   )rZ   r(   r  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$w   Y  || dd l}t	|jdd}|
|j}	|	d |	d |	d t|d}|d	|  W d    n1 sbw   Y  |	d |	d t| t | d
}t|d}|| W d    n1 sw   Y  |	d |	d tjd tjd dd l}|
|j}	|	d |	d |  \}
}|
dksJ d S )N
tmp_importztmp_joblib_.pyz$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
)mkdirrT   r3   r4   r5   r6   r7   syspath_prependr%  r
   r%   r    rU   rV   sysstdoutmodulespop
readouterr)capsysrZ   r   dir_namera   contentmodule_filetmpr*   r    r]   errr   r   r   test_memory_file_modification  sD   


r3  c                 C   r   r;   r   r   r   r   r   r   _function_to_cache  r   r5  c                 C      | | S r;   r   r4  r   r   r   _sum#     r7  c                 C   s   | | S r;   r   r4  r   r   r   _product'  r8  r9  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$   )	r7  ru   r5  r
   rT   r%   r   r   r9  )rZ   r*   r    r   r   r   *test_memory_in_memory_function_code_change+  s   

"r:  c                  C   s   t d d} |   d S )Nr  )r
   rW   )r*   r   r   r   $test_clear_memory_with_none_location;  s   
r;  kw1kw2r<  r=  c                C   s   | |||fS r;   r   )r   r   r<  r=  r   r   r   func_with_kwonly_args@  s   r?  r   r   returnc                 C   r6  r;   r   r4  r   r   r   func_with_signatureD  r8  rA  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=  rp   )r=  z?Keyword-only parameter 'kw1' was passed as positional parameterr>  r=  r   )r   r   r$   rp   ignored)r
   rT   r%   r?  r   
ValueErrormatch)rZ   r*   func_cachedexcinfor   r   r   !test_memory_func_with_kwonly_argsH  s   




rG  c                 C   s.   t | jdd}|t}|dddksJ d S )Nr   r!   r   g       @g      @)r
   rT   r%   rA  )rZ   r*   rE  r   r   r   test_memory_func_with_signatureb  s   
rH  c                    st   t | jdd}| dd tt|}|D ]}| qt fdd|D } fdd|D }||fS )Nr   r!   c                 S      dS )N  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaar   rH   r   r   r   get_1000_bytesl  r   z(_setup_toy_cache.<locals>.get_1000_bytesc                    s   g | ]}  |qS r   )r   )ri   rI   )rK  r   r   
<listcomp>u      z$_setup_toy_cache.<locals>.<listcomp>c                    s    g | ]}t jjj |qS r   )r3   r4   r5   r1   r"   )ri   r   r   rK  r   r   rL  w  s    )r
   rT   r%   rS   r&   r   )rZ   
num_inputsr*   inputsrI   hash_dirnamesfull_hashdirsr   rN  r   _setup_toy_cachei  s   


rS  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   ri   cir   r   r   rL        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   ri   fn	directoryr   r   rL        z;test__get_items.<locals>.get_files_size.<locals>.<listcomp>c                 s   s    | ]	}t j|V  qd S r;   )r3   r4   getsize)ri   r  r   r   r   rl     rm   z:test__get_items.<locals>.get_files_size.<locals>.<genexpr>)r3   rw   sum)r\  
full_pathsr   r[  r   get_files_size  s   z'test__get_items.<locals>.get_files_sizec                    s   g | ]} |qS r   r   ri   hash_dirra  r   r   rL    s    c                 S   rT  r   )sizerU  r   r   r   rL    rW  c                 S   s   g | ]	}t j|d qS )r.   rX  rb  r   r   r   rL    r]  c                 S   s    g | ]}t j tj|qS r   )datetimefromtimestampr3   r4   getatimerY  r   r   r   rL    s    c                 S   rT  r   last_accessrU  r   r   r   rL    rW  )rS  r1   r2   set)rZ   r*   expected_hash_dirsr,   items	hash_dirsexpected_hash_cache_sizeshash_cache_sizesoutput_filenamesexpected_last_accesseslast_accessesr   rd  r   test__get_items~  s   
rt  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   )rO  1K2Kr   i   1M  ip  c                 s   s    | ]}|j V  qd S r;   ri  rU  r   r   r   rl     s    z,test__get_items_to_delete.<locals>.<genexpr>)rS  r1   _get_items_to_deleter2   r'   rk  issubsetsorted
differencemaxmin)rZ   r*   r,   items_to_deleteexpected_hash_cachedirsrm  	nb_hashesitems_to_delete_2048bitems_to_delete_emptybytes_limit_too_smallitems_to_delete_500bitems_to_delete_6000bsurviving_itemsr   r   r   test__get_items_to_delete  s.   
r  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 )Nrw  )bytes_limit3Kr   rx  rS  r1   r2   reduce_sizer{  rk  rz  r'   )rZ   r*   r,   ref_cache_itemscache_itemsr  r   r   r   #test_memory_reduce_size_bytes_limit  s    




r  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 )NrM   )items_limitr   r   r  )rZ   r*   r,   r  r  r   r   r   #test_memory_reduce_size_items_limit  s   




r  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)	age_limitsecondsr   zhas to be a positiverD  gMbP?)rf  rx   rS  r1   r2   r  r{  	timedeltary   rk  rz  r'   r  r   rC  )rZ   rf  rx   r*   r,   	put_cacher  r  r   r   r   !test_memory_reduce_size_age_limit  s0   






r  c                 C   s@   t | \}}}|  t|jjg ksJ |jddrJ d S )Nrp   )
stacklevel)rS  rW   r3   rw   r1   r"   r   )rZ   r*   r,   r[   r   r   r   test_memory_clear  s   r  c                  C   s   dgd } | S )NrJ  i  r   )complex_objr   r   r   fast_func_with_complex_output#  rK   r  c                 C   s"   dd t tdD }| r|S dS )Nc                 S   s   i | ]}t ||qS r   )r   rh   r   r   r   
<dictcomp>)  rM  z=fast_func_with_conditional_complex_output.<locals>.<dictcomp>g     j@zsimple output)r&   int)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   rd   c                 3   s    | ]}t   V  qd S r;   rg   rh   rE  r   r   rl   5  s    zMtest_cached_function_race_condition_when_persisting_output.<locals>.<genexpr>r$   r   )r
   rT   r%   r  r   r&   r,  rZ   capfdr*   r)  stderrr   r   r  r   :test_cached_function_race_condition_when_persisting_output-  s   
 r  c                    r  )Nr  r   rd   c                 3   s,    | ]}t  |d  dkrdndV  qdS )r   r   TFNrg   rh   r  r   r   rl   K  s    
zOtest_cached_function_race_condition_when_persisting_output_2.<locals>.<genexpr>r$   r   )r
   rT   r%   r  r   r&   r,  r  r   r  r   <test_cached_function_race_condition_when_persisting_output_2A  s   
r  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?rx   ry   rH   r   r   r   r(   \  s   
zItest_memory_recomputes_after_an_error_while_loading_results.<locals>.funcrI   r   r   r   z<It normally not possible to load a corrupted MemorizedResultzis corrupted)r
   rT   r%   r:   rE   r'   r  r  AssertionErrorr	  r   r   )rZ   r   r*   r(   cached_func	input_argrI   r   r   recomputed_argrecomputed_timestampr   	referenceer   r   r   r   ;test_memory_recomputes_after_an_error_while_loading_resultsY  s4   


 r  c                   @   s   e Zd ZdZdS )IncompleteStoreBackendzAThis backend cannot be instantiated and should raise a TypeError.N)r   rY   r   __doc__r   r   r   r   r    s    r  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   rI  )zOpen an item on store.Nr   )selfr   r   r   r   r   
_open_item  r   zDummyStoreBackend._open_itemc                 C   rI  )z!Check if an item location exists.Nr   r  r"   r   r   r   _item_exists  r   zDummyStoreBackend._item_existsc                 C   rI  )z&Move an item from src to dst in store.Nr   )r  srcdstr   r   r   
_move_item  r   zDummyStoreBackend._move_itemc                 C   rI  )zCreate location on store.Nr   r  r   r   r   create_location  r   z!DummyStoreBackend.create_locationc                 C   rI  )z&Check if an object exists in the storeFr   r  objr   r   r   r     r   zDummyStoreBackend.existsc                 C   rI  )zClear object on storeNr   r  r   r   r   clear_location  r   z DummyStoreBackend.clear_locationc                 C   s   g S )z3Returns the whole list of items available in cache.r   )r  r   r   r   r2     r   zDummyStoreBackend.get_itemsc                 O   rI  )zConfigure the storeNr   )r  r"   r   r   r   r   r   	configure  r   zDummyStoreBackend.configureN)r   rY   r   r  r  r  r  r  r   r  r2   r  r   r   r   r   r    s    r  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   rC  r   rD  )r  rF  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  rF  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
   rD  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  unsupported_locationr   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 )Nisbfake_locationznCan't instantiate abstract class IncompleteStoreBackend (without an implementation for|with) abstract methods*)r   r  r   rm  r   r  r   rD  )backend_namerF  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 )Ndsbdummy_location)r   r  r   rm  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 )Nsome_folderr  TrP   )pathlibPathr   r"   rU   rV   )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   rq   r  rT   )rZ   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   r6  r;   r   r4  r   r   r   my_func  r8  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
   rT   r%   r   rq   r1   r"   r  r   r   )rZ   r  r*   memorized_funcmemorized_func_reprmemorized_result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   r[   6  r   z'test_memorized_result_pickle.<locals>.grp   )r
   rT   r%   r  r   r   r   r1   r"   r(   r   r   )rZ   r*   r[   r  memorized_result_pickle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 r;   )varsrk  keys)leftrightignored_attrs	left_vars
right_varsattrr   r   r   compareG  s   r  memory_kwargsr$   r   )rO   r#   r   	parameterunused)rN   r#   backend_optionsc                 C   s  t dd| ji|}tt|}t|j|j t||tg dd t|t|ks.J |	t
}tt|}t|j|j t||tg dd t|t|ksWJ |d}tt|}t|j|j t||tg dd t|t|ksJ d S )Nr"   )r1   r   _func_code_id)r  r   r   )r
   rT   r   r   r   r  r1   rk  r   r%   r    r  )rZ   r  r*   memory_reloadedrE  func_cached_reloadedr  memorized_result_reloadedr   r   r   test_memory_pickle_dump_loadT  s6   




r  c                 C   s   | tj d}t| jdd}|jdd }||}d|jv s!J |  t| jdd}|jdd }||}d|jvs>J |  d S )	Nr$      r!   c                 S   r  r   r   r   r   r   r   r      r   ztest_info_log.<locals>.fQueryingr   c                 S   r  r   r   r   r   r   r   r      r   )	set_levelloggingINFOr
   rT   r%   textrW   )rZ   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   r  )r  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.r  Tr   N)r  r   rC  r%   )r  r*   rD  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   r;   r   r   r   r   r   r     r   zUTestCacheValidationCallback.test_constant_cache_validation_callback.<locals>.<lambda>r   r   r   r  Fr   rp   Nr%   r
  )r  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	  rp   ro   Nr  )r  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$J |d|dks-J td	 |d|dks;J |d sAJ |d rGJ |d sMJ d
S )z!Test expiry of old cached resultsg333333?r  r   r  r  Fr   rp   r  N)r%   r
  r   rx   ry   )r  r*   r    r  r  d3r   r   r   test_memory_expires_after  s   
z5TestCacheValidationCallback.test_memory_expires_afterr;   )r   rY   r   r  r
  r  r  markr   r  r  r  r   r   r   r   r    s    

r  c                   @   s,   e Zd ZdZedd Zdd Zdd ZdS )	TestMemorizedFuncz8Tests for the MemorizedFunc and NotMemorizedFunc classesc                 C   s   | | dd || < ||  S )Nr   r   )r  )r   counterr   r   r   r      s   zTestMemorizedFunc.fc                 C   sp   |j | jdgd}i }|d|dksJ |d|dksJ |d|\}}|dks-J dt|ts6J ddS )Test calling the functionr  r   r   r   f has not been called properly0Metadata are not returned by MemorizedFunc.call.N)r%   r    callr   dictr  r*   r    r  r   metar   r   r   test_call_method_memorized  s   z,TestMemorizedFunc.test_call_method_memorizedc                 C   sh   t | j}i }|d|dksJ |d|dksJ |d|\}}|dks)J dt|ts2J ddS )r  r   r   r$   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   rY   r   r  staticmethodr    r   r!  r   r   r   r   r    s    
r  r"   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$   )rp   r      z
.gitignorez%# Created by joblib automatically.
*
NTrP   )r
   r   asarrayr%   squarer  r  r3   r4   r5   r6   r  rU   rV   )r"   memarrcostly_operationpath_to_gitignore_filegitignore_file_contentr    r   r   r   test_memory_creates_gitignore  s   

"r,  r   )rM   )Tr;   )xr  rf  r   r   r  r3   os.pathr  r   rU   r(  rs   rx   r  joblib._store_backendsr   r   joblib.hashingr   joblib.memoryr   r   r   r   r	   r
   r   r   r   r   r   r   joblib.parallelr   r   joblib.test.commonr   r   r   joblib.testingr   r   r   r    r-   r:   rE   r^   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r  r  r  r#  r3  r5  r7  r9  r:  r;  r?  r  floatrA  rG  rH  rS  rt  r  r  r  r  r  r  r  r  r  r  r  r  r  rS   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  resolver,  r   r   r   r   <module>   s    8
.
i


'
 
$ 9
(%

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