抽象基本类的几大特点:
1:要定义但是并不完整的实现所有方法
2:基本的意思是作为父类
3:父类需要明确表示出那些方法的特征,这样在写子类时更加简单明白
用抽象基本类的地方:
1:用作父类
2:用作检验实例类型
3:用作抛出异常说明
关于抽象基本类的几点说明:
1:LSP(里式替换原则):
子类必须能够替换他们的基类型,替换后软件运行形态不变,觉察不出基类和子类的区别。
这样来检验该设计是否合理或者藏有缺陷。(从抽象类继承而不是具体类)
2:关于isinstance的使用:
首先:大量的isinstance检测会造成复杂而缓慢的程序还表明多态设计不好
其次:在使用isinstance时更加pythonic的用法是处理错误而不是请求许可
1:请求许可:
assert isinstance( some_argument, collections.abc.Container ),"{0!r} not a Container".format(some_argument)
尽管很简洁,但是有两个缺点: assertions can be silenced, and it would probably be better to raise a TypeError for this:
if not isinstance(some_argument, collections.abc.Container):
raise TypeError( "{0!r} not a Container".format(some_argument))
2:处理异常
try:
found = value in some_argument
except TypeError:
if not isinstance(some_argument, collections.abc.Container):
warnings.warn( "{0!r} not a Container".format(some_argument) )
raise
3:Containers and collections
container(容器),既是其可以包含多个对象,其实是多个reference的集合的概念,python内置的containers有比如list,map,set.
collections是python内建的一个集合模块,提供了许多可用的集合类,如namedtuple,deque,defalutdict等等。
总结:container是一个抽象类而collections是继承了container并实现了多种子类数据结构如namedtuple,deque,chainmap,counter,ordereddict,defaultdict的类的统称
container应该实现的:
Lower-level features include Container, Iterable, and Sized.
they require a few specific methods, particularly __contains__(), __iter__(), and __len__(), respectively
collections应该实现的:
Sequence and MutableSequence: These are the abstractions of the concrete classes list and tuple. Concrete sequence implementations also include bytes and str.
MutableMapping: This is the abstraction of dict. It extends Mapping, but there's no built-in concrete implementation of this.
Set and MutableSet: These are the abstractions of the concrete classes,frozenset and set.
This allows us to build new classes or extend existing classes and maintain a clear and formal integration with the rest of Python's built-in features.
python中两大抽象基类:
1:各种数据类型相关的collections.abc
>>> abs(3)
3
>>> isinstance(abs, collections.abc.Callable)
True
>>> isinstance( {}, collections.abc.Mapping )
True
>>> isinstance( collections.defaultdict(int), collections.abc.Mapping)
True
2:数值相关的numbers
>>> import numbers, decimal
>>> isinstance( 42, numbers.Number )
True
>>> isinstance( 355/113, numbers.Number ) #由此可见,integer和float都是number.Number类的子类
True
>>> issubclass( decimal.Decimal, numbers.Number ) #decimal.Decimal是numbers.Number的子类
True
>>> issubclass( decimal.Decimal, numbers.Integral )
False
>>> issubclass( decimal.Decimal, numbers.Real )
False
>>> issubclass( decimal.Decimal, numbers.Complex )
False
>>> issubclass( decimal.Decimal, numbers.Rational )
False
来看一个简单的抽象类
1 __dict__:方法名+属性名 2 __mro__: 包含此类所有父类的元祖 3 >>> class aha(list): 4 def __init__(self,value): 5 super().__init__(value) 6 7 8 >>> a=aha('pd') 9 >>> a 10 ['p', 'd'] 11 >>> aha.__dict__ 12 mappingproxy({'__weakref__': <attribute '__weakref__' of 'aha' objects>, '__doc__': None, '__module__': '__main__', '__dict__': <attribute '__dict__' of 'aha' objects>, '__init__': <function aha.__init__ at 0x030967C8>}) 13 >>> aha.__mro__ 14 (<class '__main__.aha'>, <class 'list'>, <class 'object'>)
1 from abc import ABCMeta, abstractmethod 2 class AbstractBettingStrategy(metaclass=ABCMeta): 3 __slots__ = () 4 @abstractmethod 5 def bet(self, hand): 6 return 1 7 @abstractmethod 8 def record_win(self, hand): 9 pass 10 @abstractmethod 11 def record_loss(self, hand): 12 pass 13 @classmethod #检查了三个用抽象方法在子类中是否implement,否则报错。 14 def __subclasshook__(cls, subclass): 15 if cls is Hand: 16 if (any("bet" in B.__dict__ for B in subclass.__mro__) and any("record_win" in B.__dict__ for B in subclass.__mro__) and any("record_loss" in B.__dict__ for B in subclass.__mro__)): 17 return True 18 return NotImplemented 19 20 class Simple_Broken(AbstractBettingStrategy): 21 def bet( self, hand ): 22 return 1 23 # The preceding code can't be built because it doesn't provide necessary implementations for all three methods. 24 # The following is what happens when we try to build it: 25 >>> simple= Simple_Broken() 26 Traceback (most recent call last): 27 File "<stdin>", line 1, in <module> 28 TypeError: Can't instantiate abstract class Simple_Broken with 29 abstract methods record_loss, record_win
#注,上例可能太过严格,有些子类并不需要实现其所有方法,这个需要具体情况再看
#注,此篇可能看起来有点不太逻辑清晰,这源于我对collections.abc以及number模块目前还不太清晰,等改天研究明白了来改改,加些内容,此时先放出来占个位