Python provides a powerful manage for data sharing with a very large number of supported types, including Value,array,list,dict,queue,lock, etc.
For example:
Import multiprocessingdef Worker (d,l): l + = xrange (1,5) for i in Xrange (11,15): key = "key{0}". Format (i) val = "val{0}". Format (i) d[key] = val # print D # print Lif __name__ = = "__main__": Manager = multiprocessing. Manager () d = manager.dict () L = manager.list () p = multiprocessing. Process (target=worker,args= (d,l)) P.start () p.join () print D print l
Operation Result:
{' key14 ': ' Val14 ', ' key13 ': ' Val13 ', ' key12 ': ' val12 ', ' key11 ': ' Val11 '} [1, 2, 3, 4]
Process Pool
Pool can provide a specified number of processes for the user to invoke, and when a new request is submitted to the pool, a new process is created to execute the request if it is not full, but if the number of processes in the pool has reached the specified maximum, the request waits until the process ends in the pool. Before a new process is created.
The difference between blocking and non-blocking:
Pool.apply_async non-blocking, the maximum number of process pool processes defined can be executed concurrently.
Pool.apply a process is finished and released back to the process pool before the next process can begin
Import Multiprocessingimport timedef Worker (msg): print "##### start {0} #####". Format (msg) Time.sleep (1) print "##### end {0} #####". Format (msg) If __name__ = = "__main__": print "main start" pool = multiprocessing. Pool (processes=3) for i in Xrange (1,10): msg = "Hello {0}". Format (i) Pool.apply_async (Func=worker,args = (msg,)) # pool.apply (func=worker,args= (msg,)) pool.close () pool.join () #join一直一定要close , Otherwise the error print "main End"
Operation Result:
Main start##### start Hello 1 ########## start Hello 2 ########## start Hello 3 ########## end Hello 1 ########## start he Llo 4 ########## End Hello 2 ########## start Hello 5 ########## end Hello 3 ########## start Hello 6 ########## End Hello 4 ########## Start Hello 7 ########## end Hello 5 ########## start Hello 8 ########## end Hello 6 ########## start Hello 9 ########## End Hello 7 ########## end Hello 8 ########## End Hello 9 ########## end Hello 9 #####
(vii) 8-2 multi-process manager and process pool