使用示例:许多开发者将单例模式视为一种反模式。 因此它在 Python 代码中的使用频率正在逐步减少。
识别方法:单例可以通过返回相同缓存对象的静态构建方法来识别。
01基础单例
实现一个粗糙的单例非常简单。 你仅需隐藏构造函数并实现一个静态的构建方法即可。
相同的类在多线程环境中会出错。 多线程可能会同时调用构建方法并获取多个单例类的实例。
main.py: 概念示例
classSingletonMeta(type):
""" The Singleton class can be implemented in different ways in Python. Some possible methods include: base class, decorator, metaclass. We will use the metaclass because it is best suited for this purpose. """ _instances = {} def __call__(cls, *args, **kwargs): """ Possible changes to the value of the `__init__` argument do not affect the returned instance. """ if cls not in cls._instances: instance = super().__call__(*args, **kwargs) cls._instances[cls] = instance return cls._instances[cls] class Singleton(metaclass=SingletonMeta): def some_business_logic(self): """ Finally, any singleton should define some business logic, which can be executed on its instance. """ #... if __name__ == "__main__": #The client code. s1 = Singleton() s2 = Singleton() if id(s1) == id(s2): print("Singleton works, both variables contain the same instance.") else: print("Singleton failed, variables contain different instances.")
Output.txt: 执行结果
Singleton works, both variables contain the same instance.
02线程安全单例
为了解决这个问题, 你必须在创建首个单例对象时对线程进行同步。
main.py: 概念示例
from threading import Lock, Thread class SingletonMeta(type): """ This is a thread-safe implementation of Singleton. """ _instances = {} _lock: Lock = Lock() """ We now have a lock object that will be used to synchronize threads during first access to the Singleton. """ def __call__(cls, *args, **kwargs): """ Possible changes to the value of the `__init__` argument do not affect the returned instance. """ #Now, imagine that the program has just been launched. Since there's no #Singleton instance yet, multiple threads can simultaneously pass the #previous conditional and reach this point almost at the same time. The #first of them will acquire lock and will proceed further, while the #rest will wait here. with cls._lock: #The first thread to acquire the lock, reaches this conditional, #goes inside and creates the Singleton instance. Once it leaves the #lock block, a thread that might have been waiting for the lock #release may then enter this section. But since the Singleton field #is already initialized, the thread won't create a new object. if cls not in cls._instances: instance = super().__call__(*args, **kwargs) cls._instances[cls] = instance return cls._instances[cls] class Singleton(metaclass=SingletonMeta): value: str = None """ We'll use this property to prove that our Singleton really works. """ def __init__(self, value: str) -> None: self.value = value def some_business_logic(self): """ Finally, any singleton should define some business logic, which can be executed on its instance. """ def test_singleton(value: str) -> None: singleton = Singleton(value) print(singleton.value) if __name__ == "__main__": #The client code. print("If you see the same value, then singleton was reused (yay!)\n" "If you see different values, " "then 2 singletons were created (booo!!)\n\n" "RESULT:\n") process1 = Thread(target=test_singleton, args=("FOO",)) process2 = Thread(target=test_singleton, args=("BAR",)) process1.start() process2.start()
Output.txt: 执行结果
If you see the same value, then singleton was reused (yay!) If you see different values, then 2 singletons were created (booo!!) RESULT: FOO FOO