[232] | 1 | """Easy to use object-oriented thread pool framework.
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| 2 |
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| 3 | A thread pool is an object that maintains a pool of worker threads to perform
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| 4 | time consuming operations in parallel. It assigns jobs to the threads
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| 5 | by putting them in a work request queue, where they are picked up by the
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| 6 | next available thread. This then performs the requested operation in the
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| 7 | background and puts the results in a another queue.
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| 8 |
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| 9 | The thread pool object can then collect the results from all threads from
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| 10 | this queue as soon as they become available or after all threads have
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| 11 | finished their work. It's also possible, to define callbacks to handle
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| 12 | each result as it comes in.
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| 13 |
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| 14 | The basic concept and some code was taken from the book "Python in a Nutshell"
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| 15 | by Alex Martelli, copyright 2003, ISBN 0-596-00188-6, from section 14.5
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| 16 | "Threaded Program Architecture". I wrapped the main program logic in the
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| 17 | ThreadPool class, added the WorkRequest class and the callback system and
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| 18 | tweaked the code here and there. Kudos also to Florent Aide for the exception
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| 19 | handling mechanism.
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| 20 |
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| 21 | Basic usage:
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| 22 |
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| 23 | >>> pool = TreadPool(poolsize)
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| 24 | >>> requests = makeRequests(some_callable, list_of_args, callback)
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| 25 | >>> [pool.putRequest(req) for req in requests]
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| 26 | >>> pool.wait()
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| 27 |
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| 28 | See the end of the module code for a brief, annotated usage example.
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| 29 |
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| 30 | Website : http://chrisarndt.de/en/software/python/threadpool/
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| 31 | """
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| 32 |
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| 33 | __all__ = [
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| 34 | 'makeRequests',
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| 35 | 'NoResultsPending',
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| 36 | 'NoWorkersAvailable',
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| 37 | 'ThreadPool',
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| 38 | 'WorkRequest',
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| 39 | 'WorkerThread'
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| 40 | ]
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| 41 |
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| 42 | __author__ = "Christopher Arndt"
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| 43 | __version__ = "1.2.3"
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| 44 | __revision__ = "$Revision: 1.5 $"
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| 45 | __date__ = "$Date: 2006/06/23 12:32:25 $"
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| 46 | __license__ = 'Python license'
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| 47 |
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| 48 | # standard library modules
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| 49 | import sys
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| 50 | import threading
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| 51 | import Queue
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| 52 |
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| 53 | # exceptions
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| 54 | class NoResultsPending(Exception):
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| 55 | """All work requests have been processed."""
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| 56 | pass
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| 57 |
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| 58 | class NoWorkersAvailable(Exception):
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| 59 | """No worker threads available to process remaining requests."""
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| 60 | pass
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| 61 |
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| 62 | # classes
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| 63 | class WorkerThread(threading.Thread):
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| 64 | """Background thread connected to the requests/results queues.
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| 65 |
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| 66 | A worker thread sits in the background and picks up work requests from
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| 67 | one queue and puts the results in another until it is dismissed.
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| 68 | """
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| 69 |
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| 70 | def __init__(self, requestsQueue, resultsQueue, **kwds):
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| 71 | """Set up thread in daemonic mode and start it immediatedly.
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| 72 |
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| 73 | requestsQueue and resultQueue are instances of Queue.Queue passed
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| 74 | by the ThreadPool class when it creates a new worker thread.
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| 75 | """
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| 76 |
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| 77 | threading.Thread.__init__(self, **kwds)
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| 78 | self.setDaemon(1)
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| 79 | self.workRequestQueue = requestsQueue
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| 80 | self.resultQueue = resultsQueue
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| 81 | self._dismissed = threading.Event()
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| 82 | self.start()
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| 83 |
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| 84 | def run(self):
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| 85 | """Repeatedly process the job queue until told to exit."""
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| 86 |
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| 87 | while not self._dismissed.isSet():
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| 88 | # thread blocks here, if queue empty
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| 89 | request = self.workRequestQueue.get()
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| 90 | if self._dismissed.isSet():
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| 91 | # if told to exit, return the work request we just picked up
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| 92 | self.workRequestQueue.put(request)
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| 93 | break # and exit
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| 94 | try:
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| 95 | self.resultQueue.put(
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| 96 | (request, request.callable(*request.args, **request.kwds))
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| 97 | )
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| 98 | except:
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| 99 | request.exception = True
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| 100 | self.resultQueue.put((request, sys.exc_info()))
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| 101 |
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| 102 | def dismiss(self):
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| 103 | """Sets a flag to tell the thread to exit when done with current job.
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| 104 | """
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| 105 |
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| 106 | self._dismissed.set()
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| 107 |
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| 108 |
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| 109 | class WorkRequest:
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| 110 | """A request to execute a callable for putting in the request queue later.
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| 111 |
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| 112 | See the module function makeRequests() for the common case
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| 113 | where you want to build several WorkRequests for the same callable
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| 114 | but with different arguments for each call.
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| 115 | """
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| 116 |
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| 117 | def __init__(self, callable, args=None, kwds=None, requestID=None,
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| 118 | callback=None, exc_callback=None):
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| 119 | """Create a work request for a callable and attach callbacks.
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| 120 |
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| 121 | A work request consists of the a callable to be executed by a
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| 122 | worker thread, a list of positional arguments, a dictionary
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| 123 | of keyword arguments.
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| 124 |
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| 125 | A callback function can be specified, that is called when the results
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| 126 | of the request are picked up from the result queue. It must accept
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| 127 | two arguments, the request object and the results of the callable,
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| 128 | in that order. If you want to pass additional information to the
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| 129 | callback, just stick it on the request object.
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| 130 |
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| 131 | You can also give a callback for when an exception occurs. It should
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| 132 | also accept two arguments, the work request and a tuple with the
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| 133 | exception details as returned by sys.exc_info().
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| 134 |
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| 135 | requestID, if given, must be hashable since it is used by the
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| 136 | ThreadPool object to store the results of that work request in a
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| 137 | dictionary. It defaults to the return value of id(self).
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| 138 | """
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| 139 |
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| 140 | if requestID is None:
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| 141 | self.requestID = id(self)
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| 142 | else:
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| 143 | try:
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| 144 | hash(requestID)
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| 145 | except TypeError:
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| 146 | raise TypeError("requestID must be hashable.")
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| 147 | self.requestID = requestID
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| 148 | self.exception = False
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| 149 | self.callback = callback
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| 150 | self.exc_callback = exc_callback
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| 151 | self.callable = callable
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| 152 | self.args = args or []
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| 153 | self.kwds = kwds or {}
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| 154 |
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| 155 |
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| 156 | class ThreadPool:
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| 157 | """A thread pool, distributing work requests and collecting results.
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| 158 |
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| 159 | See the module doctring for more information.
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| 160 | """
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| 161 |
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| 162 | def __init__(self, num_workers, q_size=0):
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| 163 | """Set up the thread pool and start num_workers worker threads.
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| 164 |
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| 165 | num_workers is the number of worker threads to start initialy.
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| 166 | If q_size > 0 the size of the work request queue is limited and
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| 167 | the thread pool blocks when the queue is full and it tries to put
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| 168 | more work requests in it (see putRequest method).
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| 169 | """
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| 170 |
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| 171 | self.requestsQueue = Queue.Queue(q_size)
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| 172 | self.resultsQueue = Queue.Queue()
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| 173 | self.workers = []
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| 174 | self.workRequests = {}
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| 175 | self.createWorkers(num_workers)
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| 176 |
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| 177 | def createWorkers(self, num_workers):
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| 178 | """Add num_workers worker threads to the pool."""
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| 179 |
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| 180 | for i in range(num_workers):
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| 181 | self.workers.append(WorkerThread(self.requestsQueue,
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| 182 | self.resultsQueue))
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| 183 |
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| 184 | def dismissWorkers(self, num_workers):
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| 185 | """Tell num_workers worker threads to quit after their current task.
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| 186 | """
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| 187 |
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| 188 | for i in range(min(num_workers, len(self.workers))):
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| 189 | worker = self.workers.pop()
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| 190 | worker.dismiss()
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| 191 |
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| 192 | def putRequest(self, request, block=True, timeout=0):
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| 193 | """Put work request into work queue and save its id for later."""
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| 194 |
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| 195 | assert isinstance(request, WorkRequest)
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[236] | 196 | self.requestsQueue.put(item=request, block=block)#,timeout=timeout)
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[232] | 197 | self.workRequests[request.requestID] = request
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| 198 |
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| 199 | def poll(self, block=False):
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| 200 | """Process any new results in the queue."""
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| 201 |
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| 202 | while True:
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| 203 | # still results pending?
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| 204 | if not self.workRequests:
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| 205 | raise NoResultsPending
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| 206 | # are there still workers to process remaining requests?
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| 207 | elif block and not self.workers:
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| 208 | raise NoWorkersAvailable
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| 209 | try:
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| 210 | # get back next results
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| 211 | request, result = self.resultsQueue.get(block=block)
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| 212 | # has an exception occured?
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| 213 | if request.exception and request.exc_callback:
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| 214 | request.exc_callback(request, result)
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| 215 | # hand results to callback, if any
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| 216 | if request.callback and not \
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| 217 | (request.exception and request.exc_callback):
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| 218 | request.callback(request, result)
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| 219 | del self.workRequests[request.requestID]
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| 220 | except Queue.Empty:
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| 221 | break
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| 222 |
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| 223 | def wait(self):
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| 224 | """Wait for results, blocking until all have arrived."""
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| 225 | while 1:
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| 226 | try:
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| 227 | self.poll(True)
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| 228 | except NoResultsPending:
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| 229 | break
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| 230 | # helper functions
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| 231 | def makeRequests(callable, args_list, callback=None, exc_callback=None):
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| 232 | """Create several work requests for same callable with different arguments.
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| 233 |
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| 234 | Convenience function for creating several work requests for the same
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| 235 | callable where each invocation of the callable receives different values
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| 236 | for its arguments.
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| 237 |
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| 238 | args_list contains the parameters for each invocation of callable.
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| 239 | Each item in 'args_list' should be either a 2-item tuple of the list of
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| 240 | positional arguments and a dictionary of keyword arguments or a single,
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| 241 | non-tuple argument.
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| 242 |
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| 243 | See docstring for WorkRequest for info on callback and exc_callback.
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| 244 | """
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| 245 |
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| 246 | requests = []
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| 247 | for item in args_list:
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| 248 | if isinstance(item, tuple):
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| 249 | requests.append(
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| 250 | WorkRequest(callable, item[0], item[1], callback=callback,
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| 251 | exc_callback=exc_callback)
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| 252 | )
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| 253 | else:
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| 254 | requests.append(
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| 255 | WorkRequest(callable, [item], None, callback=callback,
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| 256 | exc_callback=exc_callback)
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| 257 | )
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| 258 | return requests
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| 259 |
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| 260 |
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| 261 | #------------------------------ EoF ------------------------------# |
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