CODEWITHSUNDEEP
pythonpython-3.x
ash
ash

Reputation: 801

multiprocess a function with a element of list as argument

I am trying to acheive multi processing in python. I might have a minimum of 500 elements in the list at least. I have a function to which each element of a list needs to be passed as an argument. Then each of this function should be executed as a seperate process using mutli processing either starting a new interpretter or however. Following is some pseudo code. 

def fiction(arrayElement)
        perform some operations here

arrayList[]

for eachElement in arrayList:
        fiction(eachElement)

I want multiprocess the function under

for eachElement in arrayList:

So that I can use the multiple cores of my box. All the help is appreciated.

Upvotes: 0

Views: 6012

Answers (1)

Ohad
Ohad

Reputation: 2618

The multiprocessing module contains all sorts of basic classes which can be helpful for this:

from multiprocessing import Pool
def f(x):
     return x*x

p = Pool(5)
p.map(f, [1,2,3])

And the work will be distributed among 3 processes.

This is fairly simple, but you can achieve much more using an external packages, mostly a Message-oriented middleware.

Prime examples are ActiveMQ, RabbitMQ and ZeroMQ.

RabbitMQ has a combination of good python API and simplicity. You can see here how simple it is to create a dispatcher-workers pattern, in which one process is sending the workload, and other processes preform it.

ZeroMQ is a bit more low-level, but is very lightweight and does not require an extenal broker.

Upvotes: 4

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