[英]How to run two parallel processes subsequently?
我想確保以下兩個並行過程一個接一個地實現。 特別是,我希望先執行十個f函數,然后在完成該部分后再執行十個g函數。 有誰知道我應該如何修改我的代碼?
from multiprocessing import Process
import time
import random
wait_low = 0.1
wait_high = 15
def f(i):
time.sleep(random.uniform(wait_low, wait_high))
print 'hello'+str(i)
def g(i):
time.sleep(random.uniform(wait_low, wait_high))
print 'hey'+str(i)
if __name__ == '__main__':
for j in range(10):
p = Process(target=f, args=(j,))
p.start()
p.join()
print "switch"
# comment
for j in range(10):
q = Process(target=g, args=(j,))
q.start()
q.join()
time.sleep(5)
print "I'm done"
我得到的結果是:
hello2
hello0
hello1
hello5
hello6
hello8
hello3
hello7
hello9
switch
hey6
hey3
hello4
hey9
hey8
I'm done
hey2
hey0
hey1
hey5
hey7
hey4
非常感謝!
所有的f
和g
需要加入。
if __name__ == '__main__':
fs = []
for j in range(10):
p = Process(target=f, args=(j,))
p.start()
fs.append(p)
for f in fs:
f.join()
print "switch"
# comment
gs = []
for j in range(10):
q = Process(target=g, args=(j,))
q.start()
gs.append(q)
for g in gs:
g.join()
print "I'm done"
輸出:
hello2
hello8
hello5
hello6
hello9
hello1
hello4
hello3
hello7
hello0
switch
hey0
hey7
hey2
hey8
hey4
hey3
hey1
hey9
hey5
hey6
I'm done
您的問題是在代碼中,您僅加入循環中生成的最后一個進程,可以在之前的進程完成之前繼續執行,這會導致輸出交錯。
您可以使用進程池:
from multiprocessing.pool import Pool
import random
import time
wait_low = 0
wait_high=1
def f(i):
time.sleep(random.uniform(wait_low, wait_high))
return 'hello'+str(i)
def g(i):
time.sleep(random.uniform(wait_low, wait_high))
return 'hey'+str(i)
pool = Pool()
for output in pool.imap_unordered(f, range(10)):
print output
for output in pool.imap_unordered(g, range(10)):
print output
使用阻塞map
功能,而不要自己動手做。 您可以使用內置的multiprocessing
執行以下操作,但是由於我很懶,所以我只是從解釋器執行了此操作(這樣做需要一個稱為pathos
的multiprocessing
分叉。
>>> from pathos.multiprocessing import ProcessingPool as Pool
>>> import time
>>> import random
>>>
>>> wait_low = 0.1
>>> wait_high = 15
>>>
>>> def f(i):
... time.sleep(random.uniform(wait_low, wait_high))
... print 'hello'+str(i)
...
>>> def g(i):
... time.sleep(random.uniform(wait_low, wait_high))
... print 'hey'+str(i)
...
>>>
然后創建並啟動地圖
>>> p = Pool()
>>> r = p.map(f, range(10)); print "switch"; r = p.map(g, range(10)); print "I'm done"
hello6
hello2
hello1
hello0
hello5
hello8
hello3
hello4
hello7
hello9
switch
hey5
hey6
hey7
hey1
hey9
hey4
hey8
hey3
hey0
hey2
I'm done
>>>
你可以在這里得到pathos
: https : //github.com/uqfoundation
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