| 1 | """
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| 2 |
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| 3 | @author: Christopher Arndt
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| 4 | @version: 1.1
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| 5 |
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| 6 | @see: http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/435883
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| 7 |
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| 8 | Easy to use object-oriented thread pool framework.
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| 9 |
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| 10 | A thread pool is a class that maintains a pool of worker threads to perform
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| 11 | time consuming operations in parallel. It assigns jobs to the threads
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| 12 | by putting them in a work request queue, where they are picked up by the
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| 13 | next available thread. This then performs the requested operation in the
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| 14 | background and puts the results in a another queue.
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| 15 |
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| 16 | The thread pool class can then collect the results from all threads from
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| 17 | this queue as soon as they become available or after all threads have
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| 18 | finished their work. It's also possible, to define callbacks to handle
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| 19 | each result as it comes in.
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| 20 |
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| 21 | The basic concept and some code was taken from the book "Python in a Nutshell"
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| 22 | by Alex Martelli, copyright 2003, ISBN 0-596-00188-6, from section 14.5
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| 23 | "Threaded Program Architecture". I wrapped the main program logic in the
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| 24 | ThreadPool class, added the WorkRequest class and the callback system and
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| 25 | tweaked the code here and there.
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| 26 |
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| 27 | Basic usage:
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| 28 |
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| 29 | >>> main = ThreadPool(poolsize)
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| 30 | >>> requests = makeRequests(some_callable, list_of_args, callback)
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| 31 | >>> [main.putRequests(req) for req in requests]
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| 32 | >>> main.wait()
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| 33 |
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| 34 | See the end of the module code for a brief, annotated usage example.
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| 35 | """
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| 36 |
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| 37 | __all__ = ['makeRequests', 'NoResultsPending', 'NoWorkersAvailable',
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| 38 | 'ThreadPool', 'WorkRequest', 'WorkerThread']
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| 39 |
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| 40 | __author__ = 'Christopher Arndt'
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| 41 | __version__ = '1.1'
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| 42 | __date__ = '2005-07-19'
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| 43 |
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| 44 | import threading, Queue
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| 45 |
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| 46 | class NoResultsPending(Exception):
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| 47 | """All work requests have been processed."""
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| 48 | pass
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| 49 | class NoWorkersAvailable(Exception):
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| 50 | """No worker threads available to process remaining requests."""
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| 51 | pass
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| 52 |
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| 53 | class WorkerThread(threading.Thread):
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| 54 | """Background thread connected to the requests/results queues.
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| 55 |
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| 56 | A worker thread sits in the background and picks up work requests from
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| 57 | one queue and puts the results in another until it is dismissed.
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| 58 | """
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| 59 |
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| 60 | def __init__ (self, requestsQueue, resultsQueue, **kwds):
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| 61 | """Set up thread in damonic mode and start it immediatedly.
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| 62 |
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| 63 | requestsQueue and resultQueue are instances of Queue.Queue passed
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| 64 | by the ThreadPool class when it creates a new worker thread.
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| 65 | """
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| 66 | threading.Thread.__init__(self, **kwds)
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| 67 | self.setDaemon(1)
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| 68 | self.workRequestQueue = requestsQueue
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| 69 | self.resultQueue = resultsQueue
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| 70 | self._dismissed = threading.Event()
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| 71 | self.start()
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| 72 |
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| 73 | def run(self):
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| 74 | """Repeatedly process the job queue until told to exit.
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| 75 | """
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| 76 |
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| 77 | while not self._dismissed.isSet():
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| 78 | # thread blocks here, if queue empty
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| 79 | request = self.workRequestQueue.get()
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| 80 | if self._dismissed.isSet():
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| 81 | # return the work request we just picked up
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| 82 | self.workRequestQueue.put(request)
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| 83 | break # and exit
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| 84 | # XXX catch exceptions here and stick them to request object
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| 85 | self.resultQueue.put(
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| 86 | (request, request.callable(*request.args, **request.kwds))
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| 87 | )
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| 88 |
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| 89 | def dismiss(self):
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| 90 | """Sets a flag to tell the thread to exit when done with current job.
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| 91 | """
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| 92 |
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| 93 | self._dismissed.set()
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| 94 |
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| 95 |
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| 96 | class WorkRequest:
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| 97 | """A request to execute a callable for putting in the request queue later.
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| 98 |
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| 99 | See the module function makeRequests() for the common case
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| 100 | where you want to build several work requests for the same callable
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| 101 | but different arguments for each call.
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| 102 | """
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| 103 |
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| 104 | def __init__ (self, callable, args=None, kwds=None, requestID=None,
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| 105 | callback=None):
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| 106 | """A work request consists of the a callable to be executed by a
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| 107 | worker thread, a list of positional arguments, a dictionary
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| 108 | of keyword arguments.
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| 109 |
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| 110 | A callback function can be specified, that is called when the results
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| 111 | of the request are picked up from the result queue. It must accept
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| 112 | two arguments, the request object and it's results in that order.
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| 113 | If you want to pass additional information to the callback, just stick
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| 114 | it on the request object.
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| 115 |
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| 116 | requestID, if given, must be hashable as it is used by the ThreadPool
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| 117 | class to store the results of that work request in a dictionary.
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| 118 | It defaults to the return value of id(self).
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| 119 | """
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| 120 | if requestID is None:
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| 121 | self.requestID = id(self)
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| 122 | else:
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| 123 | self.requestID = requestID
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| 124 | self.callback = callback
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| 125 | self.callable = callable
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| 126 | self.args = args or []
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| 127 | self.kwds = kwds or {}
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| 128 |
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| 129 |
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| 130 | class ThreadPool:
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| 131 | """A thread pool, distributing work requests and collecting results.
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| 132 |
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| 133 | See the module doctring for more information.
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| 134 | """
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| 135 |
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| 136 | def __init__ (self, num_workers, q_size=0):
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| 137 | """Set up the thread pool and start num_workers worker threads.
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| 138 |
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| 139 | num_workers is the number of worker threads to start initialy.
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| 140 | If q_size > 0 the size of the work request is limited and the
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| 141 | thread pool blocks when queue is full and it tries to put more
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| 142 | work requests in it.
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| 143 | """
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| 144 |
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| 145 | self.requestsQueue = Queue.Queue(q_size)
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| 146 | self.resultsQueue = Queue.Queue()
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| 147 | self.workers = []
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| 148 | self.workRequests = {}
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| 149 | self.createWorkers(num_workers)
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| 150 |
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| 151 | def createWorkers(self, num_workers):
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| 152 | """Add num_workers worker threads to the pool."""
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| 153 |
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| 154 | for i in range(num_workers):
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| 155 | self.workers.append(WorkerThread(self.requestsQueue,
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| 156 | self.resultsQueue))
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| 157 |
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| 158 | def dismissWorkers(self, num_workers):
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| 159 | """Tell num_workers worker threads to to quit when they're done."""
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| 160 |
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| 161 | for i in range(min(num_workers, len(self.workers))):
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| 162 | worker = self.workers.pop()
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| 163 | worker.dismiss()
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| 164 |
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| 165 | def putRequest(self, request):
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| 166 | """Put work request into work queue and save for later."""
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| 167 | self.requestsQueue.put(request)
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| 168 | self.workRequests[request.requestID] = request
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| 169 |
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| 170 | def poll(self, block=False):
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| 171 | """Process any new results in the queue."""
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| 172 | while 1:
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| 173 | try:
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| 174 | # still results pending?
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| 175 | if not self.workRequests:
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| 176 | raise NoResultsPending
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| 177 | # are there still workers to process remaining requests?
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| 178 | elif block and not self.workers:
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| 179 | raise NoWorkersAvailable
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| 180 | # get back next results
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| 181 | request, result = self.resultsQueue.get(block=block)
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| 182 | # and hand them to the callback, if any
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| 183 | if request.callback:
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| 184 | request.callback(request, result)
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| 185 | del self.workRequests[request.requestID]
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| 186 | except Queue.Empty:
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| 187 | break
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| 188 |
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| 189 | def wait(self):
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| 190 | """Wait for results, blocking until all have arrived."""
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| 191 |
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| 192 | while 1:
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| 193 | try:
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| 194 | self.poll(True)
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| 195 | except NoResultsPending:
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| 196 | break
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| 197 |
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| 198 | def makeRequests(callable, args_list, callback=None):
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| 199 | """Convenience function for building several work requests for the same
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| 200 | callable with different arguments for each call.
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| 201 |
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| 202 | args_list contains the parameters for each invocation of callable.
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| 203 | Each item in 'argslist' should be either a 2-item tuple of the list of
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| 204 | positional arguments and a dictionary of keyword arguments or a single,
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| 205 | non-tuple argument.
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| 206 |
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| 207 | callback is called when the results arrive in the result queue.
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| 208 | """
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| 209 |
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| 210 | requests = []
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| 211 |
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| 212 | for item in args_list:
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| 213 |
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| 214 | if item is None:
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| 215 | """no arguments"""
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| 216 | requests.append(
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| 217 | WorkRequest(callable, None, None, callback=callback))
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| 218 |
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| 219 | elif item == isinstance(item, tuple):
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| 220 | """arguments and keywords"""
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| 221 | requests.append(
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| 222 | WorkRequest(callable, item[0], item[1], callback=callback))
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| 223 | else:
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| 224 | """only keywords"""
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| 225 | requests.append(
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| 226 | WorkRequest(callable, [item], None, callback=callback))
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| 227 | return requests
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| 228 |
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| 229 |
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| 230 | if __name__ == '__main__':
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| 231 | import random
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| 232 | import time
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| 233 |
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| 234 | # the work the threads will have to do (rather trivial in our example)
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| 235 | def do_something(data):
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| 236 | time.sleep(random.randint(1,5))
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| 237 | return round(random.random() * data, 5)
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| 238 |
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| 239 | # this will be called each time a result is available
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| 240 | def print_result(request, result):
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| 241 | print "Result: %s from request #%s" % (result, request.requestID)
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| 242 |
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| 243 | # assemble the arguments for each job to a list...
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| 244 | data = [random.randint(1,10) for i in range(20)]
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| 245 | # ... and build a WorkRequest object for each item in data
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| 246 | requests = makeRequests(do_something, data, print_result)
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| 247 |
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| 248 | # we create a pool of 10 worker threads
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| 249 | main = ThreadPool(3)
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| 250 |
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| 251 | # then we put the work requests in the queue...
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| 252 | for req in requests:
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| 253 | main.putRequest(req)
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| 254 | print "Work request #%s added." % req.requestID
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| 255 | # or shorter:
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| 256 | # [main.putRequest(req) for req in requests]
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| 257 |
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| 258 | # ...and wait for the results to arrive in the result queue
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| 259 | # wait() will return when results for all work requests have arrived
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| 260 | # main.wait()
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| 261 |
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| 262 | # alternatively poll for results while doing something else:
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| 263 | i = 0
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| 264 | while 1:
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| 265 | try:
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| 266 | main.poll()
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| 267 | print "Main thread working..."
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| 268 | time.sleep(0.5)
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| 269 | if i == 10:
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| 270 | print "Adding 3 more worker threads..."
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| 271 | main.createWorkers(3)
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| 272 | i += 1
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| 273 | except (KeyboardInterrupt, NoResultsPending):
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| 274 | break
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