Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save chiefastro/1d95603164195316ee84d45b978b3b42 to your computer and use it in GitHub Desktop.
Save chiefastro/1d95603164195316ee84d45b978b3b42 to your computer and use it in GitHub Desktop.
Fix errors thrown by singleton during multiprocessing in python by passing as argument
import time
from joblib import Parallel, delayed
class OnlyOne:
"""Singleton Class, inspired by
https://python-3-patterns-idioms-test.readthedocs.io/en/latest/Singleton.html"""
class __OnlyOne:
def __init__(self, arg):
if arg is None:
raise ValueError("Pretend empty instantiation breaks code")
self.val = arg
def __str__(self):
return repr(self) + self.val
instance = None
def __init__(self, arg=None):
if not self.instance:
self.instance = self.__OnlyOne(arg)
else:
self.instance.val = arg
def __getattr__(self, name):
return getattr(self.instance, name)
def worker(num, one):
"""Single worker function to run in parallel.
"""
time.sleep(0.1)
one.val += num
return one.val
# Instantiate singleton
one = OnlyOne(0)
print(one.val)
# Run in parallel succeeds when one is passed
# as arg to worker
res = Parallel(n_jobs=-1, verbose=10)(
delayed(worker)(i, one) for i in range(10)
)
print(res)
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment