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Reason: '%s')r/ r) r r r r r Y s �zMaybeEncodingError.__str__c C s d| j j| f S )Nz<%s: %s>)r2 r r r r r �__repr__] s zMaybeEncodingError.__repr__)r r! r" �__doc__r r r3 � __classcell__r r r1 r r- P s r- r Fc C s� |d k r(t |t�r|dks(td�|���|j}| j}t| d�rR| j�� |j �� |d k rb||� d}|d ks~|�r�||k �r�z |� } W n( t t fk r� t � d� Y �q�Y nX | d kr�t � d� �q�| \} } } } }zd| | |�f}W nH tk �r0 } z(|�r| tk �rt||j�}d|f}W 5 d }~X Y nX z|| | |f� W nR tk �r� } z2t||d �}t � d | � || | d|ff� W 5 d }~X Y nX d } } } } } }|d7 }qft � d | � d S ) Nr zMaxtasks {!r} is not valid�_writerr z)worker got EOFError or OSError -- exitingz worker got sentinel -- exitingTFz0Possible encoding error while sending result: %sz worker exiting after %d tasks)� isinstance�int�AssertionError�format�put�get�hasattrr6 �close�_reader�EOFError�OSErrorr �debug� Exception�_helper_reraises_exceptionr# � __traceback__r- )�inqueue�outqueue� initializer�initargsZmaxtasks�wrap_exceptionr; r< Z completed�task�job�i�funcr �kwds�result�e�wrappedr r r �workera sN � �$ rS c C s | �dS )z@Pickle-able helper function for use by _guarded_task_generation.Nr )Zexr r r rD � s rD c s2 e Zd ZdZdd�� fdd� Z� fdd�Z� ZS )� _PoolCachez� Class that implements a cache for the Pool class that will notify the pool management threads every time the cache is emptied. The notification is done by the use of a queue that is provided when instantiating the cache. N��notifierc s || _ t� j||� d S r )rV r0 r )r rV r rO r1 r r r � s z_PoolCache.__init__c s t � �|� | s | j�d � d S r )r0 � __delitem__rV r; )r �itemr1 r r rW � s z_PoolCache.__delitem__)r r! r" r4 r rW r5 r r r1 r rT � s rT c @ s� e Zd ZdZdZedd� �ZdLdd�Zej e fd d �Z d d � Z d d� Z edd� �Zedd� �Zdd� Zedd� �Zedd� �Zdd� Zdd � Zdi fd d �ZdMd d �ZdNd!d"�ZdOd#d$�Zd%d&� ZdPd(d)�ZdQd*d+�Zdi ddfd,d-�Z dRd.d/�Z dSd0d1�Z edTd2d3��Z e d4d5� �Z!ed6d7� �Z"ed8d9� �Z#ed:d;� �Z$d<d=� Z%d>d?� Z&d@dA� Z'dBdC� Z(edDdE� �Z)e dFdG� �Z*dHdI� Z+dJdK� Z,dS )Ur zS Class which supports an async version of applying functions to arguments. Tc O s | j ||�S r ��Process)�ctxr rO r r r rZ � s z Pool.ProcessNr c C s g | _ t| _|pt� | _| �� t�� | _| j�� | _ t | j d�| _ || _ || _ || _|d krjt�� phd}|dk rztd��|d k r�t|�s�td��|| _z | �� W nH tk r� | j D ]}|jd kr�|�� q�| j D ] }|�� q Y nX | �� }tj t j | j | j| j| j | j| j | j | j!| j | j| j | j"|| j fd�| _#d| j#_$t%| j#_| j#�&� tj t j'| j| j(| j!| j | j fd�| _)d| j)_$t%| j)_| j)�&� tj t j*| j!| j+| j fd�| _,d| j,_$t%| j,_| j,�&� t-j.| | j/| j| j | j!| j | j | j#| j)| j,| j f dd�| _0t%| _d S ) NrU r z&Number of processes must be at least 1z initializer must be a callable��targetr T� )r Z exitpriority)1�_poolr �_stater �_ctx� _setup_queues�queue� SimpleQueue� _taskqueue�_change_notifierrT �_cache�_maxtasksperchild� _initializer� _initargs�os� cpu_count� ValueError�callable� TypeError� _processes�_repopulate_poolrC �exitcode� terminater( �_get_sentinels� threadingZThreadr �_handle_workersrZ �_inqueue� _outqueue�_wrap_exception�_worker_handler�daemonr �start� _handle_tasks� _quick_put� _task_handler�_handle_results� _quick_get�_result_handlerr ZFinalize�_terminate_pool� _terminate)r � processesrH rI �maxtasksperchild�context�p� sentinelsr r r r � s� �� �� � ��z Pool.__init__c C s> | j |kr:|d| ��t| d� t| dd �d k r:| j�d � d S )Nz&unclosed running multiprocessing pool )�sourcerf )r` �ResourceWarning�getattrrf r; )r Z_warnr r r r �__del__ s �z Pool.__del__c C s0 | j }d|j� d|j� d| j� dt| j�� d� S )N�<�.z state=z pool_size=�>)r2 r! r" r` �lenr_ )r �clsr r r r3 s z Pool.__repr__c C s | j jg}| jjg}||�S r )rx r? rf )r Ztask_queue_sentinelsZself_notifier_sentinelsr r r rt s zPool._get_sentinelsc C s dd� | D �S )Nc S s g | ]}t |d �r|j�qS )�sentinel)r= r� )�.0rS r r r � <listcomp> s �z.Pool._get_worker_sentinels.<locals>.<listcomp>r �Zworkersr r r �_get_worker_sentinels s �zPool._get_worker_sentinelsc C sP d}t tt| ���D ]6}| | }|jdk rt�d| � |�� d}| |= q|S )z�Cleanup after any worker processes which have exited due to reaching their specified lifetime. Returns True if any workers were cleaned up. FN�cleaning up worker %dT)�reversed�ranger� rr r rB r( )�poolZcleanedrM rS r r r �_join_exited_workers s zPool._join_exited_workersc C s0 | � | j| j| j| j| j| j| j| j| j | j � S r ) �_repopulate_pool_staticra rZ rp r_ rw rx ri rj rh ry r r r r rq . s �zPool._repopulate_poolc C sf t |t|� �D ]P} || t|||||| fd�} | j�dd�| _d| _| �� |�| � t� d� qdS )z�Bring the number of pool processes up to the specified number, for use after reaping workers which have exited. r\ rZ Z PoolWorkerTz added workerN) r� r� rS �name�replacer{ r| �appendr rB ) r[ rZ r� r� rF rG rH rI r� rJ rM �wr r r r� 7 s �� z Pool._repopulate_pool_staticc C s* t �|�r&t �| ||||||||| � dS )zEClean up any exited workers and start replacements for them. N)r r� r� ) r[ rZ r� r� rF rG rH rI r� rJ r r r �_maintain_poolJ s �zPool._maintain_poolc C s4 | j �� | _| j �� | _| jjj| _| jjj| _ d S r ) ra rd rw rx r6 �sendr~ r? �recvr� r r r r rb V s zPool._setup_queuesc C s | j tkrtd��d S )NzPool not running)r` r rm r r r r �_check_running\ s zPool._check_runningc C s | � |||��� S )zT Equivalent of `func(*args, **kwds)`. Pool must be running. )� apply_asyncr< )r rN r rO r r r �apply` s z Pool.applyc C s | � ||t|��� S )zx Apply `func` to each element in `iterable`, collecting the results in a list that is returned. )� _map_asyncr r< �r rN �iterable� chunksizer r r r g s zPool.mapc C s | � ||t|��� S )z� Like `map()` method but the elements of the `iterable` are expected to be iterables as well and will be unpacked as arguments. Hence `func` and (a, b) becomes func(a, b). )r� r r< r� r r r r n s z Pool.starmapc C s | � ||t|||�S )z= Asynchronous version of `starmap()` method. )r� r �r rN r� r� �callback�error_callbackr r r � starmap_asyncv s �zPool.starmap_asyncc c sj z,d}t |�D ]\}}||||fi fV qW n8 tk rd } z||d t|fi fV W 5 d}~X Y nX dS )z�Provides a generator of tasks for imap and imap_unordered with appropriate handling for iterables which throw exceptions during iteration.���r N)� enumeraterC rD )r Z result_jobrN r� rM �xrQ r r r �_guarded_task_generation~ s z Pool._guarded_task_generationr c C s� | � � |dkr:t| �}| j�| �|j||�|jf� |S |dk rPtd�|���t � |||�}t| �}| j�| �|jt |�|jf� dd� |D �S dS )zP Equivalent of `map()` -- can be MUCH slower than `Pool.map()`. r z Chunksize must be 1+, not {0:n}c s s | ]}|D ] }|V q qd S r r �r� �chunkrX r r r � <genexpr>� s z Pool.imap.<locals>.<genexpr>N) r� � IMapIteratorre r; r� �_job� _set_lengthrm r: r � _get_tasksr �r rN r� r� rP � task_batchesr r r �imap� s4 �������z Pool.imapc C s� | � � |dkr:t| �}| j�| �|j||�|jf� |S |dk rPtd�|���t � |||�}t| �}| j�| �|jt |�|jf� dd� |D �S dS )zL Like `imap()` method but ordering of results is arbitrary. r z Chunksize must be 1+, not {0!r}c s s | ]}|D ] }|V q qd S r r r� r r r r� � s z&Pool.imap_unordered.<locals>.<genexpr>N) r� �IMapUnorderedIteratorre r; r� r� r� rm r: r r� r r� r r r �imap_unordered� s0 ������zPool.imap_unorderedc C s6 | � � t| ||�}| j�|jd|||fgdf� |S )z; Asynchronous version of `apply()` method. r N)r� � ApplyResultre r; r� )r rN r rO r� r� rP r r r r� � s zPool.apply_asyncc C s | � ||t|||�S )z9 Asynchronous version of `map()` method. )r� r r� r r r � map_async� s �zPool.map_asyncc C s� | � � t|d�st|�}|dkrJtt|�t| j�d �\}}|rJ|d7 }t|�dkrZd}t�|||�}t| |t|�||d�} | j � | � | j ||�df� | S )zY Helper function to implement map, starmap and their async counterparts. �__len__N� r r �r� ) r� r= r �divmodr� r_ r r� � MapResultre r; r� r� ) r rN r� Zmapperr� r� r� Zextrar� rP r r r r� � s, ����zPool._map_asyncc C s" t | |d� |�� s |�� q d S )N)�timeout)r �emptyr< )r� �change_notifierr� r r r �_wait_for_updates� s zPool._wait_for_updatesc C sp t �� }|jtks |rX|jtkrX| �||||||| | | | � | �|�| �}| �||� q|�d � t � d� d S )Nzworker handler exiting) ru �current_threadr` r r r� r� r� r; r rB )r� �cache� taskqueuer[ rZ r� r� rF rG rH rI r� rJ r� r� �threadZcurrent_sentinelsr r r rv � s � zPool._handle_workersc C sp t �� }t| jd �D ]�\}}d }z�|D ]�}|jtkrBt�d� q�z ||� W q& tk r� } zB|d d� \} } z|| � | d| f� W n t k r� Y nX W 5 d } ~ X Y q&X q&|r�t�d� |r�|d nd} || d � W �qW � �q W 5 d } }} X qt�d� z6t�d� |� d � t�d � |D ]} |d � �q.W n t k �r` t�d � Y nX t�d � d S ) Nz'task handler found thread._state != RUN� Fzdoing set_length()r r� ztask handler got sentinelz/task handler sending sentinel to result handlerz(task handler sending sentinel to workersz/task handler got OSError when sending sentinelsztask handler exiting) ru r� �iterr< r` r r rB rC �_set�KeyErrorr; rA ) r� r; rG r� r� r� ZtaskseqZ set_lengthrK rL rQ �idxr� r r r r} sB zPool._handle_tasksc C s� t �� }z |� }W n$ ttfk r6 t�d� Y d S X |jtkr`|jtksTt d��t�d� q�|d krtt�d� q�|\}}}z|| � ||� W n t k r� Y nX d } }}q|�rR|jtk�rRz |� }W n$ ttfk r� t�d� Y d S X |d k�rt�d� q�|\}}}z|| � ||� W n t k �rB Y nX d } }}q�t | d��r�t�d� z,t d�D ] }| j�� �s� �q�|� �qrW n ttfk �r� Y nX t�d t|�|j� d S ) Nz.result handler got EOFError/OSError -- exitingzThread not in TERMINATEz,result handler found thread._state=TERMINATEzresult handler got sentinelz&result handler ignoring extra sentinelr? z"ensuring that outqueue is not full� z7result handler exiting: len(cache)=%s, thread._state=%s)ru r� rA r@ r rB r` r r r9 r� r� r= r� r? �pollr� )rG r< r� r� rK rL rM �objr r r r� : s^ �zPool._handle_resultsc c s0 t |�}tt�||��}|s d S | |fV qd S r )r� �tupler �islice)rN �it�sizer� r r r r� v s zPool._get_tasksc C s t d��d S )Nz:pool objects cannot be passed between processes or pickled)�NotImplementedErrorr r r r r+ s �zPool.__reduce__c C s2 t �d� | jtkr.t| _t| j_| j�d � d S )Nz closing pool)r rB r` r r rz rf r; r r r r r> � s z Pool.closec C s t �d� t| _| �� d S )Nzterminating pool)r rB r r` r� r r r r rs � s zPool.terminatec C sj t �d� | jtkr td��n| jttfkr4td��| j�� | j �� | j �� | j D ] }|�� qXd S )Nz joining poolzPool is still runningzIn unknown state) r rB r` r rm r r rz r( r r� r_ )r r� r r r r( � s z Pool.joinc C s@ t �d� | j�� |�� r<| j�� r<| j�� t� d� qd S )Nz7removing tasks from inqueue until task handler finishedr ) r rB Z_rlock�acquire�is_aliver? r� r� �time�sleep)rF � task_handlerr� r r r �_help_stuff_finish� s zPool._help_stuff_finishc C sX t �d� t|_|�d � t|_t �d� | �||t|�� |�� sXt| �dkrXtd��t|_|�d � |�d � t �d� t � � |k r�|� � |r�t |d d�r�t �d� |D ]} | j d kr�| �� q�t �d� t � � |k r�|� � t �d � t � � |k �r|� � |�rTt |d d��rTt �d � |D ](} | �� �r*t �d | j � | � � �q*d S ) Nzfinalizing poolz&helping task handler/workers to finishr z.Cannot have cache with result_hander not alivezjoining worker handlerrs zterminating workerszjoining task handlerzjoining result handlerzjoining pool workersr� )r rB r r` r; r� r� r� r9 ru r� r( r= rr rs �pid) r� r� rF rG r� r� Zworker_handlerr� Zresult_handlerr� r� r r r r� � sB � zPool._terminate_poolc C s | � � | S r )r� r r r r � __enter__� s zPool.__enter__c C s | � � d S r )rs )r �exc_typeZexc_valZexc_tbr r r �__exit__� s z Pool.__exit__)NNr NN)N)N)NNN)r )r )NNN)NNN)N)-r r! r" r4 ry � staticmethodrZ r �warnings�warnr r� r3 rt r� r� rq r� r� rb r� r� r r r� r� r� r� r� r� r� r� � classmethodrv r} r� r� r+ r> rs r( r� r� r� r� r r r r r � sx � P � � � � - ; 5c @ s@ e Zd Zdd� Zdd� Zdd� Zddd �Zdd d �Zd d � ZdS )r� c C s> || _ t�� | _tt�| _|j| _|| _|| _ | | j| j< d S r ) r_ ru ZEvent�_event�next� job_counterr� rg � _callback�_error_callback)r r� r� r� r r r r � s zApplyResult.__init__c C s | j �� S r )r� Zis_setr r r r �ready� s zApplyResult.readyc C s | � � std�| ���| jS )Nz{0!r} not ready)r� rm r: �_successr r r r � successful� s zApplyResult.successfulNc C s | j �|� d S r )r� r �r r� r r r r � s zApplyResult.waitc C s, | � |� | �� st�| jr"| jS | j�d S r )r r� r r� �_valuer� r r r r< � s zApplyResult.getc C sZ |\| _ | _| jr$| j r$| �| j� | jr<| j s<| �| j� | j�� | j| j= d | _d S r ) r� r� r� r� r� �setrg r� r_ �r rM r� r r r r� s zApplyResult._set)N)N) r r! r" r r� r� r r< r� r r r r r� � s r� c @ s e Zd Zdd� Zdd� ZdS )r� c C sh t j| |||d� d| _d g| | _|| _|dkrNd| _| j�� | j| j = n|| t || � | _d S )Nr� Tr ) r� r r� r� � _chunksize� _number_leftr� r� rg r� �bool)r r� r� �lengthr� r� r r r r s � zMapResult.__init__c C s� | j d8 _ |\}}|rv| jrv|| j|| j |d | j �< | j dkr�| jrZ| �| j� | j| j= | j�� d | _ nL|s�| jr�d| _|| _| j dkr�| j r�| � | j� | j| j= | j�� d | _ d S )Nr r F) r� r� r� r� r� rg r� r� r� r_ r� )r rM Zsuccess_result�successrP r r r r� $ s& zMapResult._setN)r r! r" r r� r r r r r� s r� c @ s: e Zd Zdd� Zdd� Zd dd�ZeZdd � Zd d � ZdS ) r� c C sT || _ t�t�� �| _tt�| _|j| _t � � | _ d| _ d | _ i | _| | j| j< d S )Nr )r_ ru Z ConditionZLock�_condr� r� r� rg � collections�deque�_items�_index�_length� _unsorted)r r� r r r r B s zIMapIterator.__init__c C s | S r r r r r r �__iter__M s zIMapIterator.__iter__Nc C s� | j �� z| j�� }W nz tk r� | j| jkr>d | _td �| j �|� z| j�� }W n2 tk r� | j| jkr�d | _td �t d �Y nX Y nX W 5 Q R X |\}}|r�|S |�d S r ) r� r� �popleft� IndexErrorr� r r_ � StopIterationr r )r r� rX r� r/ r r r r� P s& zIMapIterator.nextc C s� | j �� | j|krn| j�|� | jd7 _| j| jkrb| j�| j�}| j�|� | jd7 _q,| j �� n || j|< | j| jkr�| j| j = d | _ W 5 Q R X d S �Nr ) r� r� r� r� r �pop�notifyr rg r� r_ r� r r r r� h s zIMapIterator._setc C sB | j �2 || _| j| jkr4| j �� | j| j= d | _W 5 Q R X d S r )r� r r� r rg r� r_ )r r� r r r r� y s zIMapIterator._set_length)N) r r! r" r r r� �__next__r� r� r r r r r� @ s r� c @ s e Zd Zdd� ZdS )r� c C sV | j �F | j�|� | jd7 _| j �� | j| jkrH| j| j= d | _W 5 Q R X d S r ) r� r� r� r� r r rg r� r_ r� r r r r� � s zIMapUnorderedIterator._setN)r r! r" r� r r r r r� � s r� c @ sV e Zd ZdZedd� �Zddd�Zdd � Zd d � Zed d � �Z edd� �Z dd� Z dS )r Fc O s ddl m} |||�S )Nr rY )ZdummyrZ )r[ r rO rZ r r r rZ � s zThreadPool.ProcessNr c C s t �| |||� d S r )r r )r r� rH rI r r r r � s zThreadPool.__init__c C s, t �� | _t �� | _| jj| _| jj| _d S r )rc rd rw rx r; r~ r< r� r r r r rb � s zThreadPool._setup_queuesc C s | j jgS r )rf r? r r r r rt � s zThreadPool._get_sentinelsc C s g S r r r� r r r r� � s z ThreadPool._get_worker_sentinelsc C sF z| j dd� qW n tjk r( Y nX t|�D ]}| �d � q2d S )NF)�block)r< rc r r� r; )rF r� r� rM r r r r� � s z ThreadPool._help_stuff_finishc C s t �|� d S r )r� r� )r r� r� r� r r r r� � s z ThreadPool._wait_for_updates)NNr ) r r! r" ry r� rZ r rb rt r� r� r� r r r r r � s )Nr NF))�__all__r� r rk rc ru r� r% r� r r$ r r r Z connectionr r r r r �countr� r r rC r r# r* r- rS rD �dictrT �objectr r� Z AsyncResultr� r� r� r r r r r �<module> sN � - =)+E
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