Running Python Multiprocess For Image Processing

I have a python function that takes in an image path and outputs true or false depending whether the image is black or not. I want to process several images on the same machine and

Solution 1:

I would suggest looking at Pools to easily create processes on the fly. If you need to have some shared state, in this case a boolean indicating a non-black image has been found, look at Managers.

Update: Here is an example of what I mean.

import multiprocessing.Manager as Manager
import multiprocessing.Pool as Pool

m = Manager()
p = Pool(processes=5)

state_info = m.dict()
state_info['image_found'] = FalsedefprocessImage(img):

    # ... Process Image ...if imageIsBlack(img):
        state_info['image_found'] = True
        p.terminate()

 p.apply(processImage, imageList)

 if state_info['image_found']:
     print'There was a black image!!'else:
     print'No black images were found.'

Solution 2:

Finally this works nicely for me. Copied it from an example here. For illustration purpose I have replaced my _isImgNonBlack function and the image sequence as a list of 0's and 1's, where 0 being a black image and 1 non-black image.

import multiprocessing

defisImgNonBlack(result_queue, imgSeq):
    for img in imgSeq:
        # If a non-black is found put a resultif img==1:
            result_queue.put(1)

    # else put a zero as the result
    result_queue.put(0)

if __name__ == '__main__':
    processs = []
    result_queue = multiprocessing.Queue()
    nbProc = 20# making a fake list of images with # 10,000 0's follwed by a single 1
    images = [0for n inrange(10000)]
    images.append(1)

    for n inrange(nbProc): # start processes crawling for the result
        process = multiprocessing.Process(target=isImgNonBlack, args=[result_queue, images])
        process.start()
        processs.append(process)
        print'Starting Process : %s' % process

    result = result_queue.get() # waits until any of the proccess have `.put()` a resultfor process in processs: # then kill them all off
        process.terminate()

    # finally print the resultprint"Seq have a non black img: %s" % result