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