Add member objects to the descriptor howto guide (GH-23084) (GH-23090)
This commit is contained in:
parent
81dd2c0914
commit
d4cfbfe9a2
|
@ -990,3 +990,159 @@ For example, a classmethod and property could be chained together::
|
|||
@property
|
||||
def __doc__(cls):
|
||||
return f'A doc for {cls.__name__!r}'
|
||||
|
||||
Member Objects
|
||||
--------------
|
||||
|
||||
When a class defines ``__slots__``, it replaces instance dictionaries with a
|
||||
fixed-length array of slot values. From a user point of view that has
|
||||
several effects:
|
||||
|
||||
1. Provides immediate detection of bugs due to misspelled attribute
|
||||
assignments. Only attribute names specified in ``__slots__`` are allowed::
|
||||
|
||||
class Vehicle:
|
||||
__slots__ = ('id_number', 'make', 'model')
|
||||
|
||||
>>> auto = Vehicle()
|
||||
>>> auto.id_nubmer = 'VYE483814LQEX'
|
||||
Traceback (most recent call last):
|
||||
...
|
||||
AttributeError: 'Vehicle' object has no attribute 'id_nubmer'
|
||||
|
||||
2. Helps create immutable objects where descriptors manage access to private
|
||||
attributes stored in ``__slots__``::
|
||||
|
||||
class Immutable:
|
||||
|
||||
__slots__ = ('_dept', '_name') # Replace instance dictionary
|
||||
|
||||
def __init__(self, dept, name):
|
||||
self._dept = dept # Store to private attribute
|
||||
self._name = name # Store to private attribute
|
||||
|
||||
@property # Read-only descriptor
|
||||
def dept(self):
|
||||
return self._dept
|
||||
|
||||
@property
|
||||
def name(self): # Read-only descriptor
|
||||
return self._name
|
||||
|
||||
mark = Immutable('Botany', 'Mark Watney') # Create an immutable instance
|
||||
|
||||
3. Saves memory. On a 64-bit Linux build, an instance with two attributes
|
||||
takes 48 bytes with ``__slots__`` and 152 bytes without. This `flyweight
|
||||
design pattern <https://en.wikipedia.org/wiki/Flyweight_pattern>`_ likely only
|
||||
matters when a large number of instances are going to be created.
|
||||
|
||||
4. Blocks tools like :func:`functools.cached_property` which require an
|
||||
instance dictionary to function correctly::
|
||||
|
||||
from functools import cached_property
|
||||
|
||||
class CP:
|
||||
__slots__ = () # Eliminates the instance dict
|
||||
|
||||
@cached_property # Requires an instance dict
|
||||
def pi(self):
|
||||
return 4 * sum((-1.0)**n / (2.0*n + 1.0)
|
||||
for n in reversed(range(100_000)))
|
||||
|
||||
>>> CP().pi
|
||||
Traceback (most recent call last):
|
||||
...
|
||||
TypeError: No '__dict__' attribute on 'CP' instance to cache 'pi' property.
|
||||
|
||||
It's not possible to create an exact drop-in pure Python version of
|
||||
``__slots__`` because it requires direct access to C structures and control
|
||||
over object memory allocation. However, we can build a mostly faithful
|
||||
simulation where the actual C structure for slots is emulated by a private
|
||||
``_slotvalues`` list. Reads and writes to that private structure are managed
|
||||
by member descriptors::
|
||||
|
||||
class Member:
|
||||
|
||||
def __init__(self, name, clsname, offset):
|
||||
'Emulate PyMemberDef in Include/structmember.h'
|
||||
# Also see descr_new() in Objects/descrobject.c
|
||||
self.name = name
|
||||
self.clsname = clsname
|
||||
self.offset = offset
|
||||
|
||||
def __get__(self, obj, objtype=None):
|
||||
'Emulate member_get() in Objects/descrobject.c'
|
||||
# Also see PyMember_GetOne() in Python/structmember.c
|
||||
return obj._slotvalues[self.offset]
|
||||
|
||||
def __set__(self, obj, value):
|
||||
'Emulate member_set() in Objects/descrobject.c'
|
||||
obj._slotvalues[self.offset] = value
|
||||
|
||||
def __repr__(self):
|
||||
'Emulate member_repr() in Objects/descrobject.c'
|
||||
return f'<Member {self.name!r} of {self.clsname!r}>'
|
||||
|
||||
The :meth:`type.__new__` method takes care of adding member objects to class
|
||||
variables. The :meth:`object.__new__` method takes care of creating instances
|
||||
that have slots instead of a instance dictionary. Here is a rough equivalent
|
||||
in pure Python::
|
||||
|
||||
class Type(type):
|
||||
'Simulate how the type metaclass adds member objects for slots'
|
||||
|
||||
def __new__(mcls, clsname, bases, mapping):
|
||||
'Emuluate type_new() in Objects/typeobject.c'
|
||||
# type_new() calls PyTypeReady() which calls add_methods()
|
||||
slot_names = mapping.get('slot_names', [])
|
||||
for offset, name in enumerate(slot_names):
|
||||
mapping[name] = Member(name, clsname, offset)
|
||||
return type.__new__(mcls, clsname, bases, mapping)
|
||||
|
||||
class Object:
|
||||
'Simulate how object.__new__() allocates memory for __slots__'
|
||||
|
||||
def __new__(cls, *args):
|
||||
'Emulate object_new() in Objects/typeobject.c'
|
||||
inst = super().__new__(cls)
|
||||
if hasattr(cls, 'slot_names'):
|
||||
inst._slotvalues = [None] * len(cls.slot_names)
|
||||
return inst
|
||||
|
||||
To use the simulation in a real class, just inherit from :class:`Object` and
|
||||
set the :term:`metaclass` to :class:`Type`::
|
||||
|
||||
class H(Object, metaclass=Type):
|
||||
|
||||
slot_names = ['x', 'y']
|
||||
|
||||
def __init__(self, x, y):
|
||||
self.x = x
|
||||
self.y = y
|
||||
|
||||
At this point, the metaclass has loaded member objects for *x* and *y*::
|
||||
|
||||
>>> import pprint
|
||||
>>> pprint.pp(dict(vars(H)))
|
||||
{'__module__': '__main__',
|
||||
'slot_names': ['x', 'y'],
|
||||
'__init__': <function H.__init__ at 0x7fb5d302f9d0>,
|
||||
'x': <Member 'x' of 'H'>,
|
||||
'y': <Member 'y' of 'H'>,
|
||||
'__doc__': None}
|
||||
|
||||
When instances are created, they have a ``slot_values`` list where the
|
||||
attributes are stored::
|
||||
|
||||
>>> h = H(10, 20)
|
||||
>>> vars(h)
|
||||
{'_slotvalues': [10, 20]}
|
||||
>>> h.x = 55
|
||||
>>> vars(h)
|
||||
{'_slotvalues': [55, 20]}
|
||||
|
||||
Unlike the real ``__slots__``, this simulation does have an instance
|
||||
dictionary just to hold the ``_slotvalues`` array. So, unlike the real code,
|
||||
this simulation doesn't block assignments to misspelled attributes::
|
||||
|
||||
>>> h.xz = 30 # For actual __slots__ this would raise an AttributeError
|
||||
|
|
Loading…
Reference in New Issue