Created
July 16, 2011 14:17
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Example showing how to use instance methods with the multiprocessing module
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from multiprocessing import Pool | |
from functools import partial | |
def _pickle_method(method): | |
func_name = method.im_func.__name__ | |
obj = method.im_self | |
cls = method.im_class | |
if func_name.startswith('__') and not func_name.endswith('__'): #deal with mangled names | |
cls_name = cls.__name__.lstrip('_') | |
func_name = '_' + cls_name + func_name | |
return _unpickle_method, (func_name, obj, cls) | |
def _unpickle_method(func_name, obj, cls): | |
for cls in cls.__mro__: | |
try: | |
func = cls.__dict__[func_name] | |
except KeyError: | |
pass | |
else: | |
break | |
return func.__get__(obj, cls) | |
import copy_reg | |
import types | |
copy_reg.pickle(types.MethodType, _pickle_method, _unpickle_method) | |
class someClass(object): | |
def __init__(self): | |
pass | |
def f(self, x=None): | |
#can put something expensive here to verify CPU utilization | |
if x is None: return 99 | |
return x*x | |
def go(self): | |
pool = Pool() | |
print pool.map(self.f, range(10)) | |
if __name__=='__main__': | |
sc = someClass() | |
sc.go() | |
x=[someClass(),someClass(),someClass()] | |
p=Pool() | |
filled_f=partial(someClass.f,x=9) | |
print p.map(filled_f,x) | |
print p.map(someClass.f,x) |
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Either store the state in the local scope and return it out, or use
multiprocessing.Value
.