2013 Project Week:Threaded SimpleITK Modules
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Home < 2013 Project Week:Threaded SimpleITK Modules
- Yourimagehere.png
Image description
Key Investigators
- Brad Lowekamp, NLM
- Steve Pieper, Isomics
Project Description
Objective
- Support multi-threaded execution of SimpleITK filters.
Approach, Plan
- Review other threading implementations in slicer, vtk, and itk to look for best practices
- Processing tasks (for CLIs) in vtkSlicerApplicationLogic
- ITK MultiThreader
- VTK MultiThreader
- Python threading
Progress
- Progress here
Preliminary Work
The example code below calls two different python functions from inside threads. One function calls the 'time.sleep' method, and one uses VTK to do some processing. As you can see from the output printed below, the VTK threads block, and a new thread is not started until the last one completes. On the other hand, the sleep based thread does return right away. The behavior is based on the CPython global interpreter lock.
import vtk import threading import Queue import time, datetime import os class ThreadClass(threading.Thread): def __init__(self, queue, work): threading.Thread.__init__(self) self.queue = queue self.work = work def run(self): now = datetime.datetime.now() self.queue.put( "start %s, time: %s" % (self.getName(), now) ) self.work() now = datetime.datetime.now() self.queue.put( "end %s, time: %s" % (self.getName(), now) ) def process(): e = vtk.vtkImageEllipsoidSource() e.SetWholeExtent(0,300,0,300,0,300) s = vtk.vtkImageGaussianSmooth() s.SetInputConnection(e.GetOutputPort()) s.Update() def sleep(): time.sleep(1) for work,message in ((process,'vtk'), (sleep,'sleep')): print ('threading test with %s:' % message) threads = 3 queue = Queue.Queue() for i in range(threads): t = ThreadClass(queue,work) t.start() print('started:') for i in range(2*threads): print(queue.get()) print('finished\n')
#8 Slicer-superbuild $ ./VTK-build/bin/vtkpython /Users/pieper/Dropbox/hacks/threadVTK.py threading test with vtk: started: start Thread-1, time: 2012-12-18 17:13:17.047282 end Thread-1, time: 2012-12-18 17:13:18.006989 start Thread-2, time: 2012-12-18 17:13:18.007318 end Thread-2, time: 2012-12-18 17:13:18.953446 start Thread-3, time: 2012-12-18 17:13:18.953762 end Thread-3, time: 2012-12-18 17:13:19.897673 finished threading test with sleep: started: start Thread-4, time: 2012-12-18 17:13:19.898124 start Thread-5, time: 2012-12-18 17:13:19.898346 start Thread-6, time: 2012-12-18 17:13:19.898506 end Thread-4, time: 2012-12-18 17:13:20.899137 end Thread-6, time: 2012-12-18 17:13:20.899378 end Thread-5, time: 2012-12-18 17:13:20.899469 finished