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How does singleton mode behave in multi-threaded and multi-process environments?
How does singleton mode behave in multi-threaded and multi-process environments?
Apr 01, 2025 pm 04:21 PM
Analysis of multithreading and multiprocess behavior of Python singleton pattern
Singleton pattern is designed to ensure that a class has only one instance and provides a global access point. But in Python's multi-threaded and multi-process environments, its performance is different. This article will explore this difference in depth and illustrate it with code examples.
First, let's look at a simple singleton pattern implementation:
import multiprocessing
import threading
import time
def singleton(cls):
_instance = {}
def inner():
if cls not in _instance:
_instance[cls] = cls()
return _instance[cls]
Return inner
@singleton
class SingletonClass:
count = 0
def __init__(self):
SingletonClass.count = 1
def worker(name):
for _ in range(10):
instance = SingletonClass()
instance.count = 1
time.sleep(0.1)
print(f"{name}: count = {SingletonClass.count}, id = {id(instance)}")
if __name__ == '__main__':
# Multithreaded test threads = [threading.Thread(target=worker, args=(f"Thread-{i}",)) for i in range(2)]
for thread in threads:
thread.start()
for thread in threads:
thread.join()
# Multi-process testing (comment out the multi-threaded part and run it)
# processes = [multiprocessing.Process(target=worker, args=(f"Process-{i}",)) for i in range(2)]
# for process in processes:
# process.start()
# for process in processes:
# process.join()
In this example, the singleton decorator ensures SingletonClass ' singleton property. worker function simulates access to a singleton object by multiple threads or processes.
Run the multithreaded part and you will find that all threads share the same SingletonClass instance, the value of id(instance) is always the same, and the count variable is incremented correctly.
However, if you uncomment the multi-threaded part and run the multi-process part, you will observe that each process creates its own SingletonClass instance, the value of id(instance) varies in different processes, and count variable increments independently in each process.
This is because:
- Multithreading: All threads share the memory space of the same process, so the global variable
_instanceof the singleton pattern is visible to all threads, thus ensuring the uniqueness of the singleton. - Multi-process: Each process has an independent memory space, so each process has its own independent copy of the
_instancevariable, resulting in each process creating a new instance ofSingletonClass.
Therefore, in a multi-process environment, the above simple singleton pattern implementation cannot guarantee the uniqueness of singletons. If you need to implement a true singleton pattern in a multiprocessing environment, you need to adopt more advanced techniques, such as using multiprocessing.Manager to create shared memory or use inter-process communication mechanisms.
This modified example more clearly demonstrates the behavioral differences of singleton pattern in multi-threaded and multi-process environments and explains its root cause. It avoids redundant code from the original example and illustrates key concepts more concisely.
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