In this guide, you'll explore Python's weakref module, which creates weak references to objects. Learn its features and examples for memory management.
The weakref
module in Python provides functions for creating weak references to objects. Weak references allow the referenced object to be garbage collected when there are no strong references to it, which can help with memory management in certain scenarios.
Table of Contents
- Introduction
- Weak Reference Types
ref
proxy
- Weak Reference Methods
callback
- Weak Reference Collections
WeakKeyDictionary
WeakValueDictionary
WeakSet
- Examples
- Creating Weak References
- Using Callbacks with Weak References
- Using Weak Reference Collections
- Conclusion
7References
Introduction
The weakref
module provides support for weak references in Python. A weak reference allows an object to be referenced without preventing it from being garbage collected. This is useful for caching, observing, and other scenarios where you want to avoid creating reference cycles that would prevent garbage collection.
Weak Reference Types
ref
The ref
function creates a weak reference to an object. The referenced object can be retrieved using the weak reference.
import weakref
class MyClass:
pass
obj = MyClass()
weak_ref = weakref.ref(obj)
print(weak_ref)
print(weak_ref())
Output:
<weakref at 0x0000025235A427F0; to 'MyClass' at 0x0000025235A35CD0>
<__main__.MyClass object at 0x0000025235A35CD0>
proxy
The proxy
function creates a proxy object that behaves like a weak reference but automatically dereferences itself.
import weakref
class MyClass:
def __init__(self, value):
self.value = value
obj = MyClass(10)
weak_proxy = weakref.proxy(obj)
print(weak_proxy.value)
Output:
10
Weak Reference Methods
callback
A callback function can be registered to be called when the referenced object is about to be finalized.
import weakref
class MyClass:
pass
def on_finalize(ref):
print("Object is being garbage collected")
obj = MyClass()
weak_ref = weakref.ref(obj, on_finalize)
del obj
Output:
Object is being garbage collected
Weak Reference Collections
WeakKeyDictionary
A WeakKeyDictionary
is a dictionary that holds weak references to its keys. When a key is garbage collected, the corresponding item is automatically removed from the dictionary.
import weakref
class MyClass:
pass
obj = MyClass()
weak_dict = weakref.WeakKeyDictionary()
weak_dict[obj] = "value"
print(list(weak_dict.keys()))
del obj
print(list(weak_dict.keys()))
Output:
[<__main__.MyClass object at 0x0000016866255E50>]
[]
WeakValueDictionary
A WeakValueDictionary
is a dictionary that holds weak references to its values. When a value is garbage collected, the corresponding item is automatically removed from the dictionary.
import weakref
class MyClass:
pass
obj = MyClass()
weak_dict = weakref.WeakValueDictionary()
weak_dict["key"] = obj
print(list(weak_dict.values()))
del obj
print(list(weak_dict.values()))
Output:
[<__main__.MyClass object at 0x000002511F655E50>]
[]
WeakSet
A WeakSet
is a set that holds weak references to its elements. When an element is garbage collected, it is automatically removed from the set.
import weakref
class MyClass:
pass
obj = MyClass()
weak_set = weakref.WeakSet()
weak_set.add(obj)
print(list(weak_set))
del obj
print(list(weak_set))
Output:
[<__main__.MyClass object at 0x000002B5C7145E20>]
[]
Examples
Creating Weak References
Create a weak reference to an object and retrieve it.
import weakref
class MyClass:
pass
obj = MyClass()
weak_ref = weakref.ref(obj)
print(weak_ref()) # Retrieve the referenced object
Output:
<__main__.MyClass object at 0x000001C61FF45C70>
Using Callbacks with Weak References
Register a callback to be called when the referenced object is about to be finalized.
import weakref
class MyClass:
pass
def on_finalize(ref):
print("Object is being garbage collected")
obj = MyClass()
weak_ref = weakref.ref(obj, on_finalize)
del obj # Trigger garbage collection
Output:
Object is being garbage collected
Using Weak Reference Collections
Use WeakKeyDictionary
to manage objects with weak references.
import weakref
class MyClass:
pass
obj = MyClass()
weak_dict = weakref.WeakKeyDictionary()
weak_dict[obj] = "value"
print(list(weak_dict.keys()))
del obj
print(list(weak_dict.keys()))
Output:
[<__main__.MyClass object at 0x0000021C86375E50>]
[]
Conclusion
The weakref
module in Python provides functions for managing references to objects without preventing their garbage collection. This is especially useful in scenarios like caching, observing, and managing reference cycles, helping to optimize memory usage and program performance.
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