Master Python’s id() and Build a Singleton Pattern
This article explains how Python’s id() function reveals an object’s memory address, demonstrates its output with simple class instances, and guides you through implementing a singleton pattern using __new__ to ensure a class has only one shared instance.
Preface
Beyond the real world, the network world is bustling, with the CPU working nonstop. Two characters, c and d, represent Python objects instantiated from an Animal class.
# Define an Animal class
class Animal():
pass
cat = Animal() # c
dog = Animal() # dMemory Address
Using Python’s built‑in id() function, we can retrieve the memory address of an object, which is unique for each existing object.
# Define an Animal class
class Animal():
pass
cat = Animal()
dog = Animal()
print('c address:', id(cat))
print('d address:', id(dog))The output shows different addresses for cat and dog, confirming that each instance occupies a distinct memory location.
Singleton Pattern
A singleton ensures a class has only one instance and provides a global access point. In Python, we can achieve this by overriding the __new__ method.
# Define an Animal class
class Animal():
__instance = None
def __new__(cls, *args, **kwargs):
if cls.__instance is None:
cls.__instance = object.__new__(cls)
return cls.__instance
else:
return cls.__instance
cat = Animal()
dog = Animal()
print('c address:', id(cat))
print('d address:', id(dog))Both cat and dog now share the same memory address, demonstrating the singleton effect.
Singleton Pattern Effects
Advantages
Instance control – prevents creation of multiple copies, ensuring a single shared instance.
Flexibility – the class can modify the instantiation process as needed.
Disadvantages
Overhead – each request checks for an existing instance, which can add slight cost.
Potential confusion – developers must remember not to use new directly for singleton classes.
Object lifecycle – singletons may retain references, complicating memory management in some languages.
Choose the singleton pattern only when its benefits align with your design requirements.
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