o
    tBh                     @   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mZ ddlm	Z	 ddlm
Z
 ddlmZ ddlmZ ddlZddlZddlmZ ddlZdd	lmZ dd
lmZmZ ddlmZ 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" ddl#m$Z$ ddl%m&Z& zddl'Z'W n e(y   dZ'Y nw zddl)m*Z* W n e(y   dZ*Y nw zddl+Z+W n e(y   dZ+Y nw ddl,m-Z- ddl,m.Z. ddl,m/Z/ ddl,m0Z0 ddl,m1Z1 ddl,m2Z2 ddl3m4Z4m5Z5 ddl3m6Z6m7Z7 ddl3m8Z8m9Z9 ddl3m:Z:m;Z;m<Z<m=Z= ddl>m?Z? ddl>m@Z@ dgeAe;B  ZCeCdd  e;D 7 ZCd!d"gZDeDd#g ZEeFe:d$r9eCGe:Hd% e;e< ZId&d' ZJd(d) ZKd*d+ ZLG d,d- d-eMZNd%d/d0ZOd1d2 ZPd&d3d4ZQd5d6 ZRd7d8 ZSd9d: ZTd;d< ZUejVjd=d>d?e8d?d@fdAgg dBdCedDdE ZWedFeCedGg dHedIg dJdKdL ZXedFeCdMdN ZYdOdP ZZeedQg dRdSdT Z[eedFg dUdVdW Z\dXdY Z]edZe;ed[e;d\d] Z^d^d_ Z_d`da Z`dbdc ZaedGg dddedf ZbedFeEdgdh Zcedidj ZdedFeEdkdl ZeeedFeEdmdn ZfeedFeDdodp Zgdqdr ZhedFe;edsdg dtfdug dvfgdwdx ZieedFeEdydz Zjd{d| ZkeedFeDd}d~ Zldd Zmdd Zndd ZoeedFeEejVjpdddd ZqG dd de-Zrdd ZsedFeCdd Ztdd Zudd Zvdd ZweEdd Zxexydd  ezdD  eedFexdd Z{G dd de-Z|dd Z}dd Z~dd Zdd ZG dd dejj1Ze6de eedFg ddd ZeedGg dedFeEdd Zdd ZeedeEedeEdd Zedd Zdd Zdd Zedg ddd Zedg ddd Zedd ZeeedFeDddÄ ZdZeedFeDddƄ ZdZdZdZdZeedFeDe:du rbg nd%g edeeegedg d͢ddτ ZdjejejejdэZeddӄ ZdjejejejdэZeddք Zdd؄ Zddڄ ZeeedFeDdd܄ Zddބ Zeedd Zdd ZedFeCedGg ddd ZeeedFeDdd ZedFg ddd ZeedFeDdd Zdd Zdd Zdd Zdd Zdd Zd'ddZeedFd"d#gdd Zee e+du dddd Zd(ddZedFd"d#gd d Zdd ZedFdd"ge e*du dddd Ze e+dudddd	 Zd
d Zdd Zdd Zdd Zdd ZeeedGg ddd Zeeedg dedGdd?gdd ZeedGdd?gedg ddd ZeeedFd!d#e/ e. gd d! ZeedGg d"d#d$ ZdS ()  z
Test the parallel module.
    N)format_exceptionsqrt)sleep)PicklingErrorTimeoutError)reloadparallel)dumpload)get_reusable_executor)np
with_numpy)with_multiprocessing)parametrizeraisescheck_subprocess_callskipifSkipTestwarns)TerminatedWorkerError)Queue   )parallel_sum)SequentialBackend)ThreadingBackend)MultiprocessingBackend)ParallelBackendBase)LokyBackend)SafeFunction)Paralleldelayed)register_parallel_backendparallel_backend)effective_n_jobs	cpu_count)mpBACKENDSDEFAULT_BACKENDEXTERNAL_BACKENDS)JoblibException)WorkerInterruptc                 C   s   g | ]}t |  qS  )r)   ).0backend_strr.   r.   p/var/www/html/riverr-enterprise-integrations-main/venv/lib/python3.10/site-packages/joblib/test/test_parallel.py
<listcomp>G   s    r2   multiprocessingloky	threadingget_contextspawnc                 C   s   t | dt | dd S )N_pool_workers)getattrbackendr.   r.   r1   get_workersR   s   r=   c                 C   s   | | S Nr.   )xyr.   r.   r1   divisionV      rA   c                 C      | d S N   r.   r?   r.   r.   r1   squareZ   rB   rG   c                   @   s   e Zd ZdZdd ZdS )MyExceptionWithFinickyInitz1An exception class with non trivial __init__
    c                 C      d S r>   r.   )selfabcdr.   r.   r1   __init__a      z#MyExceptionWithFinickyInit.__init__N__name__
__module____qualname____doc__rO   r.   r.   r.   r1   rH   ^   s    rH   Fc                 C   s"   | dkr|rt ddddt| S )N   rK   rL   rM   rN   )rH   
ValueError)r?   custom_exceptionr.   r.   r1   exception_raisere   s   rY   c                 C   s   t d t)Ng?)timer   KeyboardInterruptrF   r.   r.   r1   interrupt_raiserl   s   
r\   c                 C   s   | d | | S )zO A module-level function so that it can be spawn with
    multiprocessing.
    rE   r.   )r?   r@   zr.   r.   r1   fq   s   r^   c                   C   s   t t d S Nr   )typer   get_active_backendr.   r.   r.   r1   _active_backend_typex   s   rb   c                 C   s   t | |ddd tdD S )Nn_jobsr<   c                 s       | ]	}t t|V  qd S r>   r#   rG   r/   ir.   r.   r1   	<genexpr>}       
z parallel_func.<locals>.<genexpr>   r"   range)inner_n_jobsr<   r.   r.   r1   parallel_func|   s   ro   c                   C      t  dksJ d S r_   )r'   r.   r.   r.   r1   test_cpu_count      rq   c                   C   rp   r_   )r&   r.   r.   r.   r1   test_effective_n_jobs   rr   rs   zbackend_n_jobs, expected_n_jobs)rk   rk   rd   Nr   )zpositive-intznegative-intNone)idsc                 C   sT   t d| d td d|ksJ W d    n1 sw   Y  td ddks(J d S )Nr5   ru   r   )r%   r&   )backend_n_jobsexpected_n_jobsr.   r.   r1   test_effective_n_jobs_None   s   	r{   r<   rd   )r   rE   rt   verbose)rE      d   c                 C   s:   dd t dD t|| |ddd t dD ksJ d S )Nc                 S      g | ]}t |qS r.   rG   r/   r?   r.   r.   r1   r2          z(test_simple_parallel.<locals>.<listcomp>   )rd   r<   r}   c                 s   re   r>   rf   r   r.   r.   r1   ri      rj   z'test_simple_parallel.<locals>.<genexpr>rm   r"   )r<   rd   r}   r.   r.   r1   test_simple_parallel   s   r   c                 C   s   |j t ddd td }td| ddd tdD }|g d	ks&J W d    n1 s0w   Y  d
d |D }t|dksDJ d S )Nname!some_new_name_for_the_main_thread)targetr   valuerE   rc   c                 s   re   r>   rf   r   r.   r.   r1   ri      rj   z6test_main_thread_renamed_no_warning.<locals>.<genexpr>rk   )r   r      c                 S   s   g | ]}d t |jvr|qS )zworker timeout)strmessage)r/   wr.   r.   r1   r2          z7test_main_thread_renamed_no_warning.<locals>.<listcomp>r   )setattrr5   current_threadr   r"   rm   len)r<   monkeypatchwarninforesultsr.   r.   r1   #test_main_thread_renamed_no_warning   s   
r   c                 C   sp   t d }t| |d W d    n1 sw   Y  |r.t|dkr,d|d jjd v S dS t|dks6J dS )N)r<   rn   r   zbacked parallel loops cannotFT)r   ro   r   r   args)r<   rn   expectedrecordsr.   r.   r1   _assert_warning_nested   s   
r   z%parent_backend,child_backend,expected))r4   r3   T)r4   r4   F)r3   r3   T)r3   r4   T)r5   r3   T)r5   r4   Tc                    sn   t d| d fddtdD  t d| d fddtdD }| dkr/t|s-J d S t|s5J d S )NrE   rc   c                 3   s"    | ]}t t d ddV  qdS )r   Fr<   rn   r   Nr#   r   r/   _child_backendr.   r1   ri          
z0test_nested_parallel_warnings.<locals>.<genexpr>r   c                 3   s"    | ]}t t d dV  qdS )rE   r   Nr   r   r   r   r.   r1   ri      r   r5   )r"   rm   anyall)parent_backendr   r   resr.   r   r1   test_nested_parallel_warnings   s   r   )r4   r3   r5   c                 C   s>   dg}dd }t j||fd}|  |  |d sJ d S )NFc                 S   sd   t d }tdddd tdD  W d    n1 sw   Y  tt| t|dk| d< d S )NrE   ru   c                 s       | ]	}t td V  qdS )皙?Nr#   r   r   r.   r.   r1   ri      rj   zPtest_background_thread_parallelism.<locals>.background_thread.<locals>.<genexpr>r   r   )r   r"   rm   printr   )is_run_parallelr   r.   r.   r1   background_thread   s   

z=test_background_thread_parallelism.<locals>.background_thread)r   r   r   )r5   Threadstartjoin)r<   r   r   tr.   r.   r1   "test_background_thread_parallelism   s   r   c                 C   s"   t d| ddd tdD  d S )NrE   rc   c                 s   r   ){Gz?Nrf   r   r.   r.   r1   ri     rj   znested_loop.<locals>.<genexpr>rl   r;   r.   r.   r1   nested_loop   s   r   r   r   c                    s&   t d| d fddtdD  d S )NrE   rc   c                 3       | ]	}t t V  qd S r>   )r#   r   r   r   r.   r1   ri     rj   z#test_nested_loop.<locals>.<genexpr>rl   )r   r   r.   r   r1   test_nested_loop  s   r   c                 C   s   t r>   )rW   r;   r.   r.   r1   raise_exception  rP   r   c               	   C   s   t t5 tddd} | ttdttdg W d    n1 s$w   Y  W d    d S W d    d S 1 s<w   Y  d S )NrE   r4   rc   )r   rW   r"   r#   r   r   r
   r.   r.   r1   )test_nested_loop_with_exception_with_loky  s   

"r   c                      s<   t dd tddd fddtdD    sJ dS )	z1Input is mutable when using the threading backendr   )maxsizerE   r5   rc   c                 3   s    | ]
}t  jd V  qdS r   N)r#   putr   qr.   r1   ri         
z1test_mutate_input_with_threads.<locals>.<genexpr>N)r   r"   rm   fullr.   r.   r   r1   test_mutate_input_with_threads  s
   
r   )r   rE   rk   c                 C   s6   t d}dd |D t| ddd |D ksJ dS )z.Check the keyword argument processing of pmap.
   c                 S      g | ]}t |d dqS r   r@   r^   r   r.   r.   r1   r2   #      z(test_parallel_kwargs.<locals>.<listcomp>ru   c                 s        | ]}t t|d dV  qdS r   r   Nr#   r^   r   r.   r.   r1   ri   $      z'test_parallel_kwargs.<locals>.<genexpr>Nr   )rd   lstr.   r.   r1   test_parallel_kwargs  s   r   c                 C   s   t d}dd |D }td| d4}|j}||dd |D ks"J ||dd |D ks/J td ur>t|t|ju s>J W d    n1 sHw   Y  td urZt|jd u sZJ ||d	d |D ksgJ td urtt|jd u svJ d S d S )
Nr   c                 S   r   r   r   r   r.   r.   r1   r2   *  r   z4test_parallel_as_context_manager.<locals>.<listcomp>r   rc   c                 s   r   r   r   r   r.   r.   r1   ri   3  r   z3test_parallel_as_context_manager.<locals>.<genexpr>c                 s   r   r   r   r   r.   r.   r1   ri   4  r   c                 s   r   r   r   r   r.   r.   r1   ri   @  r   )rm   r"   _backendr(   r=   )r<   r   r   pmanaged_backendr.   r.   r1    test_parallel_as_context_manager'  s"   r   c                      sb   G dd dt  ttdd tdd fddtd	D  W d
   d
S 1 s*w   Y  d
S )ze Check that pmap captures the errors when it is passed an object
        that cannot be pickled.
    c                   @   s   e Zd Zdd ZdS )z1test_parallel_pickling.<locals>.UnpicklableObjectc                 S      t d)N123)RuntimeErrorrJ   r.   r.   r1   
__reduce__K  rB   z<test_parallel_pickling.<locals>.UnpicklableObject.__reduce__N)rR   rS   rT   r   r.   r.   r.   r1   UnpicklableObjectJ  s    r   zthe task to sendmatchrE   ru   c                 3   s    | ]
}t t  V  qd S r>   r#   idr   r   r.   r1   ri   O      z)test_parallel_pickling.<locals>.<genexpr>r   N)objectr   r   r"   rm   r.   r.   r   r1   test_parallel_picklingE  s   ""r   c                 C   s0   t td| dddd tdD dksJ d S )NrE   r   rd   r<   timeoutc                 s   r   )gMbP?Nr   r   r.   r.   r1   ri   U  rj   z0test_parallel_timeout_success.<locals>.<genexpr>)r   r"   rm   r;   r.   r.   r1   test_parallel_timeout_successR  s
   r   c                 C   sN   t t td| dddd tdD  W d    d S 1 s w   Y  d S )NrE   r   r   c                 s   r   )r   Nr   r   r.   r.   r1   ri   ^  rj   z-test_parallel_timeout_fail.<locals>.<genexpr>r   )r   r   r"   rm   r;   r.   r.   r1   test_parallel_timeout_failY  s
   

"r   c              
   C   sJ  t d urtt td| ddd tddD  W d    n1 s$w   Y  tt td| ddd dD  W d    n1 sEw   Y  td| d}t|jd usZJ t|j}tt |dd tddD  W d    n1 szw   Y  t|jd usJ t|j|usJ d	d td
D |dd td
D ksJ t|j}tt |dd dD  W d    n1 sw   Y  t|jd usJ t|j|usJ dd td
D |dd td
D ksJ W d    n1 sw   Y  t|jd u s
J n!tt	 tdddd dD  W d    n	1 s'w   Y  tt tdddd tddD  W d    n	1 sKw   Y  tt
 tddddd tdD  W d    n	1 sow   Y  ztdddd tddD  W td ty } zt|trJ W Y d }~d S d }~ww )NrE   rc   c                 S      g | ]\}}t t||qS r.   r#   rA   r/   r?   r@   r.   r.   r1   r2   j      z&test_error_capture.<locals>.<listcomp>)r   r   )r   r   c                 S      g | ]}t t|qS r.   r#   r\   r   r.   r.   r1   r2   n  r   c                 S   r   r.   r   r   r.   r.   r1   r2   v  r   c                 S   r   r   r   r   r.   r.   r1   r2     r   r   c                 s   r   r   r   r   r.   r.   r1   ri     r   z%test_error_capture.<locals>.<genexpr>c                 S   r   r.   r   r   r.   r.   r1   r2     r   c                 S   r   r   r   r   r.   r.   r1   r2     r   c                 s   r   r   r   r   r.   r.   r1   ri     r   ru   c                 S   r   r.   r   r   r.   r.   r1   r2     r   c                 S   r   r.   r   r   r.   r.   r1   r2     r   r   )rd   r}   c                 s   r   )T)rX   Nr#   rY   rg   r.   r.   r1   ri     s       r   c                 s   s"    | ]\}}t t||V  qd S r>   r   r   r.   r.   r1   ri         
z'The excepted error has not been raised.)r(   r   ZeroDivisionErrorr"   zipr-   r=   r   rm   r[   rH   	Exception
isinstancer,   rW   )r<   r   original_workersexr.   r.   r1   test_error_captureb  s~   










!




r   c                 C   s   |  d|  d S )NzConsumed %s)append)queueitemr.   r.   r1   consumer  rr   r   zbatch_size, expected_queue)
Produced 0
Consumed 0
Produced 1
Consumed 1
Produced 2
Consumed 2
Produced 3
Consumed 3
Produced 4
Consumed 4
Produced 5
Consumed 5r   )r   r   r   r   r   r   r   r   r   r  r   r  c                    sT   t    fdd}td|| d fdd| D   |ks J t dks(J dS )	zC Test that with only one job, Parallel does act as a iterator.
    c                  3   (    t dD ]}  d|   | V  qd S N   zProduced %irm   r   rh   r   r.   r1   producer  
   z'test_dispatch_one_job.<locals>.producerr   rd   
batch_sizer<   c                 3   s    | ]
}t t |V  qd S r>   r#   r   r   r  r.   r1   ri     r   z(test_dispatch_one_job.<locals>.<genexpr>   N)listr"   r   )r<   r  expected_queuer	  r.   r  r1   test_dispatch_one_job  s   r  c                    s   t  }|   fdd}tddd| d fdd| D  t }|d	 d
ks,J |dd d}|dks;J |d}||ksFJ t dksNJ dS )zW Check that using pre_dispatch Parallel does indeed dispatch items
        lazily.
    c                  3   r  r  r  r  r  r.   r1   r	    r
  z/test_dispatch_multiprocessing.<locals>.producerrE   r   rk   )rd   r  pre_dispatchr<   c                 3       | ]
}t t d V  qdS )r   Nr  r   r  r.   r1   ri     r   z0test_dispatch_multiprocessing.<locals>.<genexpr>r   r   Nr   zConsumed anyrt   r   r  )r(   Managerr  r"   indexr   )r<   managerr	  queue_contentsfirst_consumption_indexproduced_3_indexr.   r  r1   test_dispatch_multiprocessing  s   
r  c                  C   s\   t dddd} | dd tdD  | j dksJ W d    d S 1 s'w   Y  d S )	NrE   autor5   r  c                 s   re   r>   r   rg   r.   r.   r1   ri         z/test_batching_auto_threading.<locals>.<genexpr>  r   r"   rm   r   compute_batch_size)r   r.   r.   r1   test_batching_auto_threading  s   "r   c                 C   s\   t dd| d}|dd tdD  |j dksJ W d    d S 1 s'w   Y  d S )NrE   r  r  c                 s   re   r>   r   rg   r.   r.   r1   ri     r  z2test_batching_auto_subprocesses.<locals>.<genexpr>r  r   r  )r<   r   r.   r.   r1   test_batching_auto_subprocesses  s   "r!  c                   C   sN   t t tdddddd tdD  W d   dS 1 s w   Y  dS )	zCMake sure that exception raised during dispatch are indeed capturedrE      r   )rd   r  r}   c                 s   re   r>   r   rg   r.   r.   r1   ri     rj   z*test_exception_dispatch.<locals>.<genexpr>r   N)r   rW   r"   rm   r.   r.   r.   r1   test_exception_dispatch  s
   

"r#  c                 C       t dddd tdD  d S )NrE   ru   c                 s   re   r>   r   r/   jr.   r.   r1   ri     rj   z(nested_function_inner.<locals>.<genexpr>r   rl   r  r.   r.   r1   nested_function_inner
     r'  c                 C   r$  )NrE   ru   c                 s   re   r>   )r#   r'  r%  r.   r.   r1   ri     rj   z(nested_function_outer.<locals>.<genexpr>r   rl   r  r.   r.   r1   nested_function_outer  r(  r)  z'https://github.com/joblib/loky/pull/255)reasonc                 C   s   t t}td| ddd tdD  W d   n1 sw   Y  t|j|j|j}d|}d|v s7J d	|v s=J d
|v sCJ t|jtu sLJ dS )zEnsure errors for nested joblib cases gets propagated

    We rely on the Python 3 built-in __cause__ system that already
    report this kind of information to the user.
    rE   rc   c                 s   re   r>   )r#   r)  rg   r.   r.   r1   ri     rj   z1test_nested_exception_dispatch.<locals>.<genexpr>r   N r)  r'  rY   )	r   rW   r"   rm   r   r`   r   tbr   )r<   excinforeport_linesreportr.   r.   r1   test_nested_exception_dispatch  s   
	

r0  c                   @   s$   e Zd ZdZdddZd	ddZdS )
FakeParallelBackendz8Pretends to run concurrently while running sequentially.r   Nc                 K   s   |  || _|| _|S r>   )r&   rd   r   )rJ   rd   r   backend_argsr.   r.   r1   	configure/  s   zFakeParallelBackend.configurec                 C   s"   |dk rt t d | d}|S )Nr   r   )maxr(   r'   rJ   rd   r.   r.   r1   r&   4  s   z$FakeParallelBackend.effective_n_jobsr   )r   )rR   rS   rT   rU   r3  r&   r.   r.   r.   r1   r1  ,  s    
r1  c                   C   s8   t t tdd W d    d S 1 sw   Y  d S )Nzunit-testingr;   r   rW   r"   r.   r.   r.   r1   test_invalid_backend:  s   
"r7  c                 C   sN   t t}td| d  W d    n1 sw   Y  dt|jv s%J d S )Nr   rc   z&n_jobs == 0 in Parallel has no meaning)r   rW   r"   _initialize_backendr   r   )r<   r-  r.   r.   r1   test_invalid_njobs?  s   
r9  c                   C   s<   zt dt dtv sJ td tksJ W td= d S td= w )Ntest_backend)r$   r1  r)   r.   r.   r.   r1   test_register_parallel_backendF  s
   
r;  c                   C   sT   t  tksJ ztdtd dd t  tksJ W tt_ntt_w t  tks(J d S )Nr5   T)make_default)rb   DefaultBackendr$   r)   r   r*   r   r.   r.   r.   r1   test_overwrite_default_backendO  s   
r>  c                 C   s^  t | dd t \}}|dksJ tddksJ t }|jdks%J | dkr;t|tks1J t|jtks:J nB| dkrQt|t	ksGJ t|jt	ksPJ n4| dkrgt|t
ks]J t|jt
ksfJ n.| drt|tkstJ t|jtksJ W d    d S W d    d S W d    d S W d    d S W d    d S 1 sw   Y  d S )Nrk   ru   r3   r4   r5   test_)r%   r   ra   r&   r"   rd   r`   r   r   r    r   
startswithr1  )backend_nameactive_backendactive_n_jobsr   r.   r.   r1   check_backend_context_manager[  s8   
"rD  c                 C   s   g | ]}d | qS )ztest_backend_%dr.   rg   r.   r.   r1   r2   r  r   rk   c                 C   sf   |t vr| t |t t tksJ t| t tksJ tddddd tD  t tks1J d S )NrE   r5   rc   c                 s   s     | ]}|st t|V  qd S r>   )r#   rD  )r/   rL   r.   r.   r1   ri     s    

z/test_backend_context_manager.<locals>.<genexpr>)r)   setitemr1  rb   r=  rD  r"    all_backends_for_context_manager)r   r<   r.   r.   r1   test_backend_context_managerv  s   rG  c                   @   s   e Zd ZdZdddZdS )ParameterizedParallelBackendz9Pretends to run conncurrently while running sequentially.Nc                 C   s   |d u rt d|| _d S )Nzparam should not be None)rW   param)rJ   rI  r.   r.   r1   rO     s   
z%ParameterizedParallelBackend.__init__r>   rQ   r.   r.   r.   r1   rH    s    rH  c                 C   s   |  tdt t tksJ tdddd? t \}}t|tks$J |j	dks+J |dks1J t
 }|jdks;J |j|u sBJ |dd tdD }W d    n1 sWw   Y  |dd	 tdD ksiJ t tkspJ d S )
Nparam_backend*   rk   )rI  rd   c                 s   re   r>   r#   r   rg   r.   r.   r1   ri     r  z=test_parameterized_backend_context_manager.<locals>.<genexpr>r   c                 S   r   r.   r   rg   r.   r.   r1   r2     r   z>test_parameterized_backend_context_manager.<locals>.<listcomp>)rE  r)   rH  rb   r=  r%   r   ra   r`   rI  r"   rd   r   rm   )r   rB  rC  r   r   r.   r.   r1   *test_parameterized_backend_context_manager  s    	rM  c                  C   s   t  tksJ ttdddd? t \} }t| tksJ | jdks&J |dks,J t }|j	dks6J |j
| u s=J |dd tdD }W d    n1 sRw   Y  |dd tdD ksdJ t  tkskJ d S )	N+   )rI  r   ru   c                 s   re   r>   rL  rg   r.   r.   r1   ri     r  zFtest_directly_parameterized_backend_context_manager.<locals>.<genexpr>c                 S   r   r.   r   rg   r.   r.   r1   r2     r   zGtest_directly_parameterized_backend_context_manager.<locals>.<listcomp>)rb   r=  r%   rH  r   ra   r`   rI  r"   rd   r   rm   )rB  rC  r   r   r.   r.   r1   3test_directly_parameterized_backend_context_manager  s   	rO  c                   C   s   t d t S )Nr   )r   osgetpidr.   r.   r.   r1   sleep_and_return_pid  s   rR  c                   C   s<   t  tksJ t  dksJ tdddd tdD S )Nr   rE   ru   c                 s       | ]}t t V  qd S r>   )r#   rR  r   r.   r.   r1   ri     s    z"get_nested_pids.<locals>.<genexpr>)rb   r   r"   _effective_n_jobsrm   r.   r.   r.   r1   get_nested_pids  s
   rU  c                       s    e Zd ZdZ fddZ  ZS )	MyBackendz:Backend to test backward compatibility with older backendsc                    s   t t|  d S r_   )superrV  get_nested_backendr   	__class__r.   r1   rX    s   zMyBackend.get_nested_backend)rR   rS   rT   rU   rX  __classcell__r.   r.   rY  r1   rV    s    rV  back_compat_backend)r5   r4   r3   r\  c                 C   sh   t | & tdddd tdD }|D ]}tt|dks!J qW d    d S 1 s-w   Y  d S )NrE   ru   c                 s   rS  r>   )r#   rU  r   r.   r.   r1   ri     s
    
z6test_nested_backend_context_manager.<locals>.<genexpr>r   r   )r%   r"   rm   r   set)r<   
pid_groups	pid_groupr.   r.   r1   #test_nested_backend_context_manager  s   
"r`  )rE   rt   Nc                    s~   dd t ddfddtdD  t d t dd fddtdD  W d    d S 1 s8w   Y  d S )	Nc                 S   s0   t  t|  ks	J t|}t  |ksJ d S r>   )rb   r)   r&   r"   rT  )expected_backend_typeexpected_n_jobr.   r.   r1   check_nested_backend  s   z?test_nested_backend_in_sequential.<locals>.check_nested_backendr   ru   c                 3   s    | ]
}t  d dV  qdS )r4   r   Nr#   r   )rc  r.   r1   ri     
    
z4test_nested_backend_in_sequential.<locals>.<genexpr>r   c                 3   s    | ]
}t  V  qd S r>   rd  r   r<   rc  rd   r.   r1   ri     re  )r"   rm   r%   )r<   rd   r.   rf  r1   !test_nested_backend_in_sequential  s   

"rg  c                 C   s@   t | \}}|j|ksJ W d    d S 1 sw   Y  d S r>   )r%   nesting_level)inner_backendexpected_levelr<   rd   r.   r.   r1   check_nesting_level  s   "rk  outer_backendri  c                    sz   t | d td| d fddtdD  t dd t  fddtdD  W d    d S 1 s6w   Y  d S )	Nr   rE   rc   c                 3   r  r   r#   rk  r   ri  r.   r1   ri     re  z-test_backend_nesting_level.<locals>.<genexpr>r   ru   c                 3   r  r   rm  r   rn  r.   r1   ri     s    )rk  r"   rm   r%   )rl  ri  r.   rn  r1   test_backend_nesting_level	  s   

"ro  c                     s   dd l  G  fdddt} td|  dd td"\}}tddfd	d
tdD  |jdks5J W d    d S 1 s@w   Y  d S )Nr   c                       s   e Zd ZdZ jdd ZdS )z)test_retrieval_context.<locals>.MyBackendr   c                 s   s    |  j d7  _ d V  d S rv   r  r   r.   r.   r1   retrieval_context!  s   
z;test_retrieval_context.<locals>.MyBackend.retrieval_contextN)rR   rS   rT   rh   contextmanagerrp  r.   )
contextlibr.   r1   rV    s    rV  	retrievalc                 S   s   t dddd t| D S )NrE   ru   c                 s   re   r>   r   rg   r.   r.   r1   ri   )  r  z>test_retrieval_context.<locals>.nested_call.<locals>.<genexpr>rl   )nr.   r.   r1   nested_call(  s   z+test_retrieval_context.<locals>.nested_callrE   ru   c                 3   s    | ]	}t  |V  qd S r>   rd  rg   )ru  r.   r1   ri   ,  s
    

z)test_retrieval_context.<locals>.<genexpr>r   r   )rr  r   r$   r%   r"   rm   rh   )rV  bar   r.   )rr  ru  r1   test_retrieval_context  s   
"rw  c                  C   s   t d} t|  t|  d S )Nfoobar)r,   reprpickledumps)er.   r.   r1   test_joblib_exception5  s   r}  c                  C   sx   t t} tt | dd W d    n1 sw   Y  t t}tt |d W d    d S 1 s5w   Y  d S )Nr   r   r?   )r!   rA   r   r   r\   r-   )safe_divisionsafe_interruptr.   r.   r1   test_safe_function>  s   


"r  r  )r   rt   gQ?c                 C   s8   t t t| d W d    d S 1 sw   Y  d S )Nr  r6  r  r.   r.   r1   test_invalid_batch_sizeH  s   
"r  z)n_tasks, n_jobs, pre_dispatch, batch_size))rE   rE   r   r  )rE   rE   rd   r  r   rE   rd   r  )i  rE   rd   r  r  )r   r   rd   r  )   r  rd   r  )   r  
2 * n_jobsr   )   r  r   r   )r  r  r  rV   )r  r  r  r  c                 C   sN   |||d}dd t | D }tdi |dd t | D }||ks%J d S )N)rd   r  r  c                 S   r   r.   r   rg   r.   r.   r1   r2   `  r   z0test_dispatch_race_condition.<locals>.<listcomp>c                 s   re   r>   rf   rg   r.   r.   r1   ri   a  r  z/test_dispatch_race_condition.<locals>.<genexpr>r.   r   )n_tasksrd   r  r  paramsr   r   r.   r.   r1   test_dispatch_race_conditionN  s    r  c                  C   s8   t  } tddd}|jd}| }|| ksJ d S )NrE   r3   rc   context)r(   get_start_methodr"   _backend_argsget)mp_start_methodr   r  start_methodr.   r.   r1   test_default_mp_contexte  s
   r  c                    s^   | dkr	t d} tjd}|dd t  j td| d fddt	dD  d S )	Nr3   r7   rK  i  rE   rc   c                 3   s"    | ]}t tj  jV  qd S r>   )r#   r   dotTrg   rK   r.   r1   ri     r   zAtest_no_blas_crash_or_freeze_with_subprocesses.<locals>.<genexpr>)
r(   r6   r   randomRandomStaterandnr  r  r"   rm   )r<   rngr.   r  r1   .test_no_blas_crash_or_freeze_with_subprocessesn  s   
r  a  from joblib import Parallel, delayed

def square(x):
    return x ** 2

backend = "{}"
if backend == "spawn":
    from multiprocessing import get_context
    backend = get_context(backend)

print(Parallel(n_jobs=2, backend=backend)(
      delayed(square)(i) for i in range(5)))
c                 C   sB   | dkrt  dkrtd t| }ttjd|gddd d S )Nr3   forkzVRequire fork start method to use interactively defined functions with multiprocessing.z-cr   \[0, 1, 4, 9, 16\]r   stdout_regex)	r(   r  pytestskip,UNPICKLABLE_CALLABLE_SCRIPT_TEMPLATE_NO_MAINformatr   sys
executable)r<   coder.   r.   r1   2test_parallel_with_interactively_defined_functions  s   


r  a  import sys
# Make sure that joblib is importable in the subprocess launching this
# script. This is needed in case we run the tests from the joblib root
# folder without having installed joblib
sys.path.insert(0, {joblib_root_folder!r})

from joblib import Parallel, delayed

def run(f, x):
    return f(x)

{define_func}

if __name__ == "__main__":
    backend = "{backend}"
    if backend == "spawn":
        from multiprocessing import get_context
        backend = get_context(backend)

    callable_position = "{callable_position}"
    if callable_position == "delayed":
        print(Parallel(n_jobs=2, backend=backend)(
                delayed(square)(i) for i in range(5)))
    elif callable_position == "args":
        print(Parallel(n_jobs=2, backend=backend)(
                delayed(run)(square, i) for i in range(5)))
    else:
        print(Parallel(n_jobs=2, backend=backend)(
                delayed(run)(f=square, x=i) for i in range(5)))
z!def square(x):
    return x ** 2
zcdef gen_square():
    def square(x):
        return x ** 2
    return square
square = gen_square()
zsquare = lambda x: x ** 2
define_funccallable_position)r#   r   kwargsc              	   C   sv   | dv r|t kstjdkrtd tj|| |tj	tj	t
jd}|d}|| ttj|jgddd d S )	N)r3   r7   win32zNot picklable with pickle)r  r<   r  joblib_root_folderzunpicklable_func_script.pyr   r  r  )SQUARE_MAINr  platformr  r  )UNPICKLABLE_CALLABLE_SCRIPT_TEMPLATE_MAINr  rP  pathdirnamejoblib__file__r   writer   r  strpath)r<   r  r  tmpdirr  	code_filer.   r.   r1   0test_parallel_with_unpicklable_functions_in_args  s   



r  a  import sys
# Make sure that joblib is importable in the subprocess launching this
# script. This is needed in case we run the tests from the joblib root
# folder without having installed joblib
sys.path.insert(0, {joblib_root_folder!r})

from joblib import Parallel, delayed
from functools import partial

class MyClass:
    '''Class defined in the __main__ namespace'''
    def __init__(self, value):
        self.value = value


def square(x, ignored=None, ignored2=None):
    '''Function defined in the __main__ namespace'''
    return x.value ** 2


square2 = partial(square, ignored2='something')

# Here, we do not need the `if __name__ == "__main__":` safeguard when
# using the default `loky` backend (even on Windows).

# The following baroque function call is meant to check that joblib
# introspection rightfully uses cloudpickle instead of the (faster) pickle
# module of the standard library when necessary. In particular cloudpickle is
# necessary for functions and instances of classes interactively defined in the
# __main__ module.

print(Parallel(n_jobs=2)(
    delayed(square2)(MyClass(i), ignored=[dict(a=MyClass(1))])
    for i in range(5)
))
)r  c                 C   s.   |  d}|t ttj|jgddd d S )Nz(joblib_interactively_defined_function.pyr  r   )r  r   )r   r  5INTERACTIVE_DEFINED_FUNCTION_AND_CLASS_SCRIPT_CONTENTr   r  r  r  r  scriptr.   r.   r1   Btest_parallel_with_interactively_defined_functions_default_backend  s   


r  au  import sys
# Make sure that joblib is importable in the subprocess launching this
# script. This is needed in case we run the tests from the joblib root
# folder without having installed joblib
sys.path.insert(0, {joblib_root_folder!r})

from joblib import Parallel, delayed, hash
import multiprocessing as mp
mp.util.log_to_stderr(5)

class MyList(list):
    '''MyList is interactively defined by MyList.append is a built-in'''
    def __hash__(self):
        # XXX: workaround limitation in cloudpickle
        return hash(self).__hash__()

l = MyList()

print(Parallel(n_jobs=2)(
    delayed(l.append)(i) for i in range(3)
))
c                 C   s0   |  d}|t ttj|jgdddd d S )Nz)joblib_interactive_bound_method_script.pyz\[None, None, None\]LokyProcess   )r  stderr_regexr   )r   r  9INTERACTIVELY_DEFINED_SUBCLASS_WITH_METHOD_SCRIPT_CONTENTr   r  r  r  r  r.   r.   r1   5test_parallel_with_interactively_defined_bound_method9  s   


r  c                  C   s"   t g } tdd| g ksJ d S )NrE   ru   )iterr"   )exhausted_iteratorr.   r.   r1   %test_parallel_with_exhausted_iteratorC  s   r  c                 C   s"   t | tjstdt| |  S )Nz#Expected np.memmap instance, got %r)r   r   memmap	TypeErrorr`   copyr  r.   r.   r1   check_memmapH  s
   r  c                 C   s   dd }t dd| ddd |dD }t||t|D ]\}}tj|| qt d	d| dd
d |dD }t||t|D ]\}}tj|| qBd S )Nc                 s   s*    t | D ]}tjdtjd| V  qd S )Nr   dtype)rm   r   onesfloat32)rt  rh   r.   r.   r1   generate_arraysW  s   zBtest_auto_memmap_on_arrays_from_generator.<locals>.generate_arraysrE   r   rd   
max_nbytesr<   c                 s   re   r>   r#   r  r/   rK   r.   r.   r1   ri   \  rj   z<test_auto_memmap_on_arrays_from_generator.<locals>.<genexpr>r   r   c                 s   re   r>   r  r  r.   r.   r1   ri   d  rj   )r"   r   r   r   testingassert_array_equal)r<   r  r   resultr   r.   r.   r1   )test_auto_memmap_on_arrays_from_generatorO  s   r  c                 C   s   | S r>   r.   )argr.   r.   r1   identityj  rP   r  c                    s   |  dj}tj}tj|ddtj|ddg}t|| t|dd t	dd fdd	d
D \}t
 d tjs;J  d j|ksDJ tj|| d S )Nz	test.mmapuint8r  r)	mmap_moderE   ru   c                 3   r   r>   )r#   r  r   r  r.   r1   ri   v  r  z.test_memmap_with_big_offset.<locals>.<genexpr>)r   r   )r   r  mmapALLOCATIONGRANULARITYr   zerosr  r   r   r"   r   r  offsetr  r  )r  fnamesizeobjr  r.   r  r1   test_memmap_with_big_offsetn  s   
r  c                  C   s   t d } tdddd tdD  W d    n1 sw   Y  t| dks*J | d }t|jts6J t|jdks?J d S )Nr   )r   c                 s   re   r>   rf   rg   r.   r.   r1   ri   ~  r  zFtest_warning_about_timeout_not_supported_by_backend.<locals>.<genexpr>2   r   zThe backend class 'SequentialBackend' does not support timeout. You have set 'timeout=1' in Parallel but the 'timeout' parameter will not be used.)r   r"   rm   r   r   r   UserWarningr   )r   r   r.   r.   r1   3test_warning_about_timeout_not_supported_by_backend|  s   
r  )r   rE   r|   rt   c                 C   sv   dgdgd  }t t t }t| |ddd |D  W d    n1 s(w   Y  t | }|dk s9J d S )NrK   r   r   rc   c                 s   s    | ]
}t tj|V  qd S r>   r#   rZ   r   rg   r.   r.   r1   ri     r   z%test_abort_backend.<locals>.<genexpr>   )r   r  rZ   r"   )rd   r<   delayst_startdtr.   r.   r1   test_abort_backend  s   

r  c                 C   s   |j }tdd| |d#}|dd tjdgd D  tt|dks'J W d    n1 s1w   Y  tdD ]}t|sC n	td	 q:t	d
tdd| d}|dd tjdgd D  tdD ]}t|sq d S td	 qgt	d
)NrE   r   )rd   r  r<   temp_folderc                 s   re   r>   r  r  r.   r.   r1   ri     r  z(test_memmapping_leaks.<locals>.<genexpr>r   r   r   r   z/temporary directory of Parallel was not removedr  c                 s   re   r>   r  r  r.   r.   r1   ri     r  )
r  r"   r   r  r   rP  listdirrm   r   AssertionError)r<   r  r   r   r.   r.   r1   test_memmapping_leaks  s(    	

 

r  )Nr4   r5   c                 C   s<   t d| ddd tdD }|dd tdD ksJ d S )NrE   rc   c                 s   s     | ]}t d d |V  qdS )c                 S   rC   rD   r.   rF   r.   r.   r1   <lambda>  s    z2test_lambda_expression.<locals>.<genexpr>.<lambda>Nrd  rg   r.   r.   r1   ri     s    
z)test_lambda_expression.<locals>.<genexpr>r   c                 S   s   g | ]}|d  qS )rE   r.   rg   r.   r.   r1   r2     r   z*test_lambda_expression.<locals>.<listcomp>rl   )r<   r   r.   r.   r1   test_lambda_expression  s   r  c                    s   d}d}d|  t d|| d}| fddt|D  |jj|jjks&J |jj|jjks0J | fddt|D  |jj|jjksGJ |jj|jjksQJ d	S )
zCTest that a parallel backend correctly resets its batch statistics.rE   i  g       @r   )r}   rd   r<   c                 3       | ]
}t tj V  qd S r>   r  rg   	task_timer.   r1   ri     r   z6test_backend_batch_statistics_reset.<locals>.<genexpr>c                 3   r  r>   r  rg   r  r.   r1   ri     r   N)r"   rm   r   _effective_batch_size_DEFAULT_EFFECTIVE_BATCH_SIZE_smoothed_batch_duration _DEFAULT_SMOOTHED_BATCH_DURATION)r<   rd   n_inputsr   r.   r  r1   #test_backend_batch_statistics_reset  s$   r  c                  C   s  dD ];} t t| djtksJ t| dd}t |jtksJ t| dd}t |jtks.J t| dd}t |jtks=J qtdd	dd
}t |jtksNJ td	dd tdd}t |jtkscJ |jdksjJ W d    n1 stw   Y  td	dd tddd}t |jtksJ |jdksJ W d    n1 sw   Y  td	dd tdd}t |jtksJ |jdksJ W d    n1 sw   Y  td	dd tddd}t |jtksJ |jdksJ W d    d S 1 sw   Y  d S )N)r   rE   rt   ru   threadsrd   prefer	processes	sharedmemrd   requirerE   r4   )rd   r<   r  r  rk   r   r   )r`   r"   r   r    r   r%   rd   )rd   r   r.   r.   r1   $test_backend_hinting_and_constraints  s<   

	"r  c                 C   sz  G dd dt }t| & tddd}t|j|ksJ tddd}t|j|ks,J W d    n1 s6w   Y  G dd	 d	t }t| O tddd}t|j|ksXJ |  \}}|d
ksdJ |d
ksjJ tdddd}t|jtkszJ |  \}}d}| |ksJ |d
ksJ W d    n1 sw   Y  tt	 t| dd W d    d S 1 sw   Y  d S )Nc                   @   $   e Zd ZdZdZdd Zdd ZdS )z[test_backend_hinting_and_constraints_with_custom_backends.<locals>.MyCustomThreadingBackendTc                 S   rI   r>   r.   r   r.   r.   r1   apply_async  rP   zgtest_backend_hinting_and_constraints_with_custom_backends.<locals>.MyCustomThreadingBackend.apply_asyncc                 S      |S r>   r.   r5  r.   r.   r1   r&     rP   zltest_backend_hinting_and_constraints_with_custom_backends.<locals>.MyCustomThreadingBackend.effective_n_jobsNrR   rS   rT   supports_sharedmemuse_threadsr  r&   r.   r.   r.   r1   MyCustomThreadingBackend	  
    r
  rE   r  r  r  r  c                   @   r  )z\test_backend_hinting_and_constraints_with_custom_backends.<locals>.MyCustomProcessingBackendFc                 S   rI   r>   r.   r   r.   r.   r1   r    rP   zhtest_backend_hinting_and_constraints_with_custom_backends.<locals>.MyCustomProcessingBackend.apply_asyncc                 S   r  r>   r.   r5  r.   r.   r1   r&   !  rP   zmtest_backend_hinting_and_constraints_with_custom_backends.<locals>.MyCustomProcessingBackend.effective_n_jobsNr  r.   r.   r.   r1   MyCustomProcessingBackend  r  r  r+  r   )rd   r   r}   zUsing ThreadingBackend as joblib.Parallel backend instead of MyCustomProcessingBackend as the latter does not provide shared memory semantics.r<   r   )
r   r%   r"   r`   r   
readouterrr   stripr   rW   )capsysr
  r   r  outerrr   r.   r.   r1   9test_backend_hinting_and_constraints_with_custom_backends  s0   


"r  c                   C   s  t t tdd W d    n1 sw   Y  t t tdd W d    n1 s-w   Y  t t tddd W d    n1 sGw   Y  t t tddd W d    n1 saw   Y  t t td	dd W d    d S 1 s|w   Y  d S )
Ninvalidr  r  r  r  )r  r   r4   r  r3   r6  r.   r.   r.   r1   ,test_invalid_backend_hinting_and_constraints:  s   




"r  c                  C   sF   t  j} td}tt  jtsJ |  tt  jt| u s!J d S )Nr5   )r"   r   r%   r   r   
unregisterr`   )defaultpbr.   r.   r1   test_global_parallel_backendN  s
   r  c                  C   sP   dd } | t d< td tt jtsJ W d    d S 1 s!w   Y  d S )Nc                   S   s   t td< d S )Nfoo)r   r)   r.   r.   r.   r1   register_fooY     z,test_external_backends.<locals>.register_foor  )r+   r%   r   r"   r   r   )r  r.   r.   r1   test_external_backendsX  s
   
"r  c                    s   t dd4}t|jj|jjfg}dkr|W  d   S | fddtdD }||d  W  d   S 1 s<w   Y  dS )zCPerform nested parallel calls and introspect the backend on the wayrE   ru   r   Nc                 3   s*    | ]}t tdd d i V  qdS )limitr   Nr.   )r#   _recursive_backend_inforg   r  r  r.   r1   ri   i  s    "z*_recursive_backend_info.<locals>.<genexpr>r   )r"   r`   r   rR   rh  rm   )r  r  r   
this_levelr   r.   r   r1   r  b  s   
$r  c                 C   s   t | dd t }W d    n1 sw   Y  t dkr#d}d}nd}d}|  d }|df|dfd|fd|fg}||ksAJ d S )NrE   ru   r   r   r   Backendr   )r%   r  r'   title)r<   backend_types_and_levelssecond_level_backend_type	max_leveltop_level_backend_typeexpected_types_and_levelsr.   r.   r1   test_nested_parallelism_limitn  s   
r)  zThis test requires daskc               	   C   s   t jddd} tjtdtjd}tdD ].}td t|d}W d    n1 s+w   Y  t	|dks8J t
dd	 |D sCJ qtd t }W d    n1 sVw   Y  t	|dkscJ t
d
d	 |D snJ d S )NrE   )	n_workersthreads_per_workerg    cAr  dask)datar   c                 s       | ]	\}}|d kV  qdS DaskDistributedBackendNr.   r/   r   r   r.   r.   r1   ri         z4test_nested_parallelism_with_dask.<locals>.<genexpr>c                 s   r.  r/  r.   r1  r.   r.   r1   ri     r2  )distributedClientr   r  intr  rm   r%   r  r   r   )clientr-  rh   r$  r.   r.   r1   !test_nested_parallelism_with_dask  s"   

r7  c                 C   s   t  dd tdD S )z6A horrible function that does recursive parallel callsc                 s   rS  r>   )r#   _recursive_parallelrg   r.   r.   r1   ri     s    z&_recursive_parallel.<locals>.<genexpr>rE   rl   )nesting_limitr.   r.   r1   r8    s   r8  c              	   C   s   t | dd tt}t  W d    n1 sw   Y  W d    n1 s(w   Y  |j}| dkr@t|tr@td d S t|t	sGJ d S )NrE   ru   r4   z1Loky worker crash when serializing RecursionError)
r%   r   BaseExceptionr8  r   r   r   r  xfailRecursionError)r<   r-  excr.   r.   r1   test_thread_bomb_mitigation  s   
r>  c                  C   s*   i } dD ]
}t j|| |< q| tdfS )N)OMP_NUM_THREADSOPENBLAS_NUM_THREADSMKL_NUM_THREADSVECLIB_MAXIMUM_THREADSNUMEXPR_NUM_THREADSNUMBA_NUM_THREADS
ENABLE_IPCr   )rP  environr  r   )env_varsvarr.   r.   r1   _run_parallel_sum  s   rI  zNeed OpenMP helper compiledc                 C   s   t d| ddd tdD }tt d d}|D ]-\}}||ks#J | D ]\}}|dr9|t|ks8J q'|dks?J |dksEJ q'qd S )	NrE   rc   c                 s   rS  r>   )r#   rI  r   r.   r.   r1   ri         

z-test_parallel_thread_limit.<locals>.<genexpr>r   _THREADSrE  1)r"   rm   r4  r'   itemsendswithr   )r<   r   expected_num_threadsworker_env_varsomp_num_threadsr   r   r.   r.   r1   test_parallel_thread_limit  s   
rR  z%This test requires dask NOT installedc                   C   s:   t tdd td W d    d S 1 sw   Y  d S )NzPlease install daskr   r,  )r   rW   r%   r.   r.   r.   r1   )test_dask_backend_when_dask_not_installed  s   
"rS  c               	   C   s   G dd dt } d}t|  6 tjt|d tdddd tdD  W d    n1 s0w   Y  W d    d S W d    d S 1 sHw   Y  d S )	Nc                   @   s&   e Zd Zdd ZdddZdd ZdS )	z3test_zero_worker_backend.<locals>.ZeroWorkerBackendc                 _      dS r_   r.   )rJ   r   r  r.   r.   r1   r3    rP   z=test_zero_worker_backend.<locals>.ZeroWorkerBackend.configureNc                 S   r   )NzNo worker availabler   )rJ   funccallbackr.   r.   r1   r    rB   z?test_zero_worker_backend.<locals>.ZeroWorkerBackend.apply_asyncc                 S   rT  r_   r.   r5  r.   r.   r1   r&     rP   zDtest_zero_worker_backend.<locals>.ZeroWorkerBackend.effective_n_jobsr>   )rR   rS   rT   r3  r  r&   r.   r.   r.   r1   ZeroWorkerBackend  s    
rW  z&ZeroWorkerBackend has no active workerr   rE   ru   c                 s   re   r>   r   rg   r.   r.   r1   ri     r  z+test_zero_worker_backend.<locals>.<genexpr>)r   r%   r  r   r   r"   rm   )rW  expected_msgr.   r.   r1   test_zero_worker_backend  s   
"rY  c                     s   da dd    dksJ tdd fddtdD } t| dhks&J da   dks/J tdd fd	dtdD } t| dhksHJ d S )
Nzoriginal valuec                   S   s   t S r>   )MY_GLOBAL_VARIABLEr.   r.   r.   r1   check_globals  s   z@test_globals_update_at_each_parallel_call.<locals>.check_globalsrE   ru   c                 3       | ]}t   V  qd S r>   rd  rg   r[  r.   r1   ri     rJ  z<test_globals_update_at_each_parallel_call.<locals>.<genexpr>zchanged valuec                 3   r\  r>   rd  rg   r]  r.   r1   ri     rJ  )rZ  r"   rm   r]  )workers_global_variabler.   r]  r1   )test_globals_update_at_each_parallel_call  s   r_  c                  C   s4   dd l } | jdd}| || ddlm} | S )Nr   r   )threadpool_info)numpyr  r  r  threadpoolctlr`  )r   rK   r`  r.   r.   r1   _check_numpy_threadpool_limits	  s
   rc  c                 C   s4   |D ]}|d | d kr|d   S qt d| )Nfilepathnum_threadsz,An unexpected module was loaded in child:
{})rW   r  )child_moduleparent_infoparent_moduler.   r.   r1   _parent_max_num_threads_for  s   ri  c                 C   s@   | D ]}|D ]}t ||}t|||h}|d |v sJ qqd S )Nre  )ri  min)workers_inforg  re  child_threadpool_inforf  parent_max_num_threadsr   r.   r.   r1   check_child_num_threads  s   rn  )rE   r   r|   rt   c                 C   sb   t  }t|dkrtjdd t| ddd tdD }t| } tt |  d}t	||| d S )	Nr   &Need a version of numpy linked to BLASmsgru   c                 s   rS  r>   r#   rc  rg   r.   r.   r1   ri   4  rJ  z6test_threadpool_limitation_in_child.<locals>.<genexpr>rE   r   )
rc  r   r  r  r"   rm   r&   r4  r'   rn  )rd   rg  workers_threadpool_infosexpected_child_num_threadsr.   r.   r1   #test_threadpool_limitation_in_child(  s   ru  inner_max_num_threads)r   rE   r   NrE   c                 C   s   t  }t|dkrtjdd td|d t| ddd td	D }W d    n1 s.w   Y  t| } |d u rDtt	 |  d
}n|}t
||| d S )Nr   ro  rp  r4   rv  ru   c                 s   rS  r>   rr  rg   r.   r.   r1   ri   L  rJ  z>test_threadpool_limitation_in_child_context.<locals>.<genexpr>rE   r   )rc  r   r  r  r%   r"   rm   r&   r4  r'   rn  )rd   rv  rg  rs  rt  r.   r.   r1   +test_threadpool_limitation_in_child_context>  s   	
rx  var_name)r@  rA  r?  c              	      s   t dd  dd  tj}z_dtj< t| d fddtd	D }|ddgks0J td
dd t| d fddtd	D }W d    n1 sRw   Y  |ddgks_J W |d u rjtj= d S |tj< d S |d u rztj= w |tj< w )NTreusec                 S   s   t j| S r>   )rP  rF  r  )ry  r.   r.   r1   _get_envf  r  z>test_threadpool_limitation_in_child_override.<locals>._get_env4ru   c                 3       | ]	}t  V  qd S r>   rd  rg   r|  ry  r.   r1   ri   m  rj   z?test_threadpool_limitation_in_child_override.<locals>.<genexpr>rE   r4   r   rw  c                 3   r~  r>   rd  rg   r  r.   r1   ri   r  rj   rL  )r   shutdownrP  rF  r  r"   rm   r%   )rd   ry  original_var_valuer   r.   r  r1   ,test_threadpool_limitation_in_child_overrideY  s*   

r  c                 C   s>   t tdd t| dd W d    d S 1 sw   Y  d S )Nz#does not acc.*inner_max_num_threadsr   r   rw  )r   r  r%   r;   r.   r.   r1   1test_threadpool_limitation_in_child_context_error}  s   "r  )rE   r   rt   c                 C   sJ   dd }||  t dd}tdD ]}||  t dd}||ks"J qd S )Nc                    s,   t d t| d fddt dD  d S )Nr   ru   c                 3   r   r>   )r#   sumrg   rF   r.   r1   ri     r  zAtest_loky_reuse_workers.<locals>.parallel_call.<locals>.<genexpr>r   ru   r.   rF   r1   parallel_call  s   $z.test_loky_reuse_workers.<locals>.parallel_callTrz  r   )r   rm   )rd   r  first_executorr   executorr.   r.   r1   test_loky_reuse_workers  s   

r  )F)r   r   )rk   r>   )rU   rP  r  rZ   r  r5   	tracebackr   mathr   r   rz  r   r3   r   r  	importlibr	   r  r   r   r   joblib.externals.lokyr   joblib.test.commonr   r   r   joblib.testingr   r   r   r   r   r   &joblib.externals.loky.process_executorr   r   r   posixImportError _openmp_test_helper.parallel_sumr   r3  joblib._parallel_backendsr   r   r   r   r    r!   joblib.parallelr"   r#   r$   r%   r&   r'   r(   r)   r*   r+   joblib.my_exceptionsr,   r-   sortedkeysALL_VALID_BACKENDSPROCESS_BACKENDSPARALLEL_BACKENDShasattrr   r6   r=  r=   rA   rG   r   rH   rY   r\   r^   rb   ro   rq   rs   markr{   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;  r0  r1  r7  r9  r;  r>  rD  rF  extendrm   rG  rH  rM  rO  rR  rU  _parallel_backendsrV  r`  rg  rk  ro  rw  r}  r  r  r  r  r  r  r  r  r  SQUARE_LOCALSQUARE_LAMBDAr  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)  r7  r8  r>  rI  rR  rS  rY  r_  rc  ri  rn  ru  rx  r  r  r  r.   r.   r.   r1   <module>   s0    





I




		

	



 $(

	
#
.4

	!