1. 方法
注:class(类)是具有相同的属性和方法的对象的集合。
2. 例子
(1)数据/集合类型
- str(object=''); str(object=b'', encoding='utf-8', errors='strict')
- int(x, base=10)
- float(x=0)
- complex(real=0, imag=0)
1 >>> str(123) 2 '123' 3 >>> str(['a', 'b', 'c']) 4 "['a', 'b', 'c']" 5 >>> str(123).join(['a', 'b', 'c']) 6 'a123b123c' 7 >>> int('123') 8 123 9 >>> float('123') 10 123.0 11 >>> (0.75).as_integer_ratio() 12 (3, 4) 13 >>> (1.0).is_integer() 14 True 15 >>> complex(1, 2) 16 (1+2j) 17 >>> complex(1, 2).conjugate() 18 (1-2j)
注:str方法,详情见https://www.cnblogs.com/shz-blog/p/12426630.html
- range(stop), range(start, stop[, step])
- tuple(iterable=())
- list([iterable])
- dict(); dict(mapping); dict(iterable); dict(**kwargs)
1 >>> r = range(40, 1, -3) 2 >>> t = tuple(r) 3 >>> l = list(r) 4 >>> t 5 (40, 37, 34, 31, 28, 25, 22, 19, 16, 13, 10, 7, 4) 6 >>> l 7 [40, 37, 34, 31, 28, 25, 22, 19, 16, 13, 10, 7, 4] 8 >>> r.count(1) 9 0 10 >>> r.index(31) 11 3 12 >>> t.count(10) 13 1 14 >>> t.index(31) 15 3 16 >>> l.sort() 17 >>> l 18 [4, 7, 10, 13, 16, 19, 22, 25, 28, 31, 34, 37, 40] 19 >>> dict(a=1, b=2, c=3) 20 {'a': 1, 'b': 2, 'c': 3} 21 >>> dict(zip(list('abc'), [1, 2, 3])) 22 {'a': 1, 'b': 2, 'c': 3} 23 >>> dict([('a', 1), ('b', 2), ('c', 3)]) 24 {'a': 1, 'b': 2, 'c': 3} 25 >>> dict(a=1, b=2, c=3).items() 26 dict_items([('a', 1), ('b', 2), ('c', 3)])
注:list方法,详情见https://www.cnblogs.com/shz-blog/p/12438954.html;
dict方法,详情见https://www.cnblogs.com/shz-blog/p/12456194.html
- set([iterable])
- frozenset([iterable])
1 >>> s1 = set('hello') 2 >>> s1 3 {'o', 'h', 'e', 'l'} 4 >>> s1.add(123) 5 >>> s1 6 {'o', 'l', 'h', 'e', 123} 7 >>> s1.discard('o') 8 >>> s1 9 {'l', 'h', 'e', 123} 10 >>> s2 = set('lemon') 11 >>> s2 12 {'o', 'l', 'e', 'm', 'n'} 13 >>> s1.update(s2) 14 >>> s1 15 {'o', 'l', 'h', 'e', 'm', 'n', 123}
1 >>> a = frozenset('hello world') 2 >>> a 3 frozenset({'w', 'l', ' ', 'r', 'o', 'h', 'd', 'e'}) 4 >>> b = frozenset(range(5)) 5 >>> b 6 frozenset({0, 1, 2, 3, 4}) 7 >>> c = frozenset(range(2,7)) 8 >>> c 9 frozenset({2, 3, 4, 5, 6}) 10 >>> b.union(c) # 并集 11 frozenset({0, 1, 2, 3, 4, 5, 6}) 12 >>> b.intersection(c) # 交集 13 frozenset({2, 3, 4}) 14 >>> b.difference(c) # 差集 15 frozenset({0, 1}) 16 >>> c.difference(b) # 差集 17 frozenset({5, 6}) 18 >>> b.symmetric_difference(c) # 对称差集 19 frozenset({0, 1, 5, 6}) 20 >>> b.isdisjoint(c) # 是否没有交集 21 False 22 >>> d = frozenset(range(2,5)) 23 >>> d 24 frozenset({2, 3, 4}) 25 >>> d.issubset(b) # 是否被包含 26 True 27 >>> b.issuperset(d) # 是否包含 28 True 29 >>> e = d.copy() #复制 30 >>> id(d) == id(e) 31 True
- bytearray和bytes
1 >>> bytes() 2 b'' 3 >>> bytes(3) 4 b'\x00\x00\x00' 5 >>> bytes('abc', 'utf-8') 6 b'abc' 7 >>> bytes([1, 2, 3]) 8 b'\x01\x02\x03' 9 >>> b'abcd'.replace(b'bc', b'XY') 10 b'aXYd' 11 12 >>> B = b'abc' 13 >>> BA = bytearray(B) 14 >>> BA 15 bytearray(b'abc') 16 >>> [i for i in B] 17 [97, 98, 99] 18 >>> [i for i in BA] 19 [97, 98, 99] 20 >>> B[0] = 65 21 Traceback (most recent call last): 22 File "<pyshell#25>", line 1, in <module> 23 B[0] = 65 24 TypeError: 'bytes' object does not support item assignment 25 >>> BA[0] = 65 26 >>> BA 27 bytearray(b'Abc')
(2)操作
- format(value, format_spec='')
详情见https://www.cnblogs.com/shz-blog/p/12422194.html
- len(obj)
- sorted(iterable, key=None, reverse=False)
- reversed(sequence)
- slice(stop); slice(start, stop[, step])
1 >>> L = list('abcde') 2 >>> L 3 ['a', 'b', 'c', 'd', 'e'] 4 >>> len(L) 5 5 6 >>> sorted(L, reverse=True) 7 ['e', 'd', 'c', 'b', 'a'] 8 >>> list(reversed(L)) 9 ['e', 'd', 'c', 'b', 'a'] 10 >>> L[slice(1, 4, 2)] 11 ['b', 'd']
- enumerate(iterable, start=0)
- zip(iter1 [,iter2 [...]])
- map(func, *iterables)
1 >>> l1 = [1, 2, 3] 2 >>> l2 = [4, 5, 6] 3 >>> l3 = [7, 8, 9, 10] 4 5 >>> list(enumerate(l3)) 6 [(0, 7), (1, 8), (2, 9), (3, 10)] 7 8 >>> list(zip(l1, l2)) 9 [(1, 4), (2, 5), (3, 6)] 10 >>> list(zip(l1, l3)) 11 [(1, 7), (2, 8), (3, 9)] 12 >>> list(zip(*zip(l1, l3))) # *理解为解压 13 [(1, 2, 3), (7, 8, 9)] 14 15 >>> list(map(lambda x: x * 3, l1)) 16 [3, 6, 9] 17 >>> list(map(lambda x, y: x + y, l1, l2)) 18 [5, 7, 9]
(3)输入输出
- input(prompt=None)
- open(file, mode='r', buffering=-1, encoding=None, errors=None, newline=None, closefd=True, opener=None)
- print(value, ..., sep=' ', end='\n', file=sys.stdout, flush=False)
1 >>> age = input('请输入年龄:') 2 请输入年龄:18 3 >>> age 4 '18' 5 >>> type(age) 6 <class 'str'>
注:open的用法,详情见https://www.cnblogs.com/sesshoumaru/p/6047046.html;
文件的打开、读取等各种操作,详情见https://www.cnblogs.com/hackpig/p/8215786.html
1 >>> print('hello world', 'hello Bunny', sep='\n', end='_'*10) 2 hello world 3 hello Bunny__________
注:flush的用法,参考https://blog.csdn.net/Zhongjie1986/article/details/91890109
(4)数学函数
- abs(x)
- divmod(x, y)
- pow(x, y, z=None)
- round(number, ndigits=None)
- sum(iterable, start=0)
- max(arg1, arg2, *args, *[, key=func]); max(iterable, *[, default=obj, key=func])
- min(arg1, arg2, *args, *[, key=func]); min(iterable, *[, default=obj, key=func])
1 >>> abs(-10) 2 10 3 >>> divmod(11, 3) 4 (3, 2) 5 >>> pow(2, 3) 6 8 7 >>> pow(2, 3, 3) 8 2 9 >>> round(1.2345, 2) 10 1.23 11 >>> sum(range(5)) 12 10
1 >>> max(1, 2, 3) 2 3 3 >>> max(1, 2, '3') 4 Traceback (most recent call last): 5 File "<pyshell#1>", line 1, in <module> 6 max(1, 2, '3') 7 TypeError: '>' not supported between instances of 'str' and 'int' 8 >>> max(1, 2, '3', key=int) 9 '3' 10 >>> max(-3, 1, 2, key=abs) 11 -3 12 >>> max('123') 13 '3' 14 >>> max([1, 8], [2, 6], [3, 4]) 15 [3, 4] 16 >>> couple = ({'name': 'Bunny', 'age': 18, 'salary': 888}, {'name': 'Twan', 'age': 20, 'salary': 666}) 17 >>> max(couple, key=lambda x: x['age']) 18 {'name': 'Twan', 'age': 20, 'salary': 666} 19 >>> max((), default=0) 20 0
(5)编码
- bin(number), oct(number), hex(number)
- chr(i), ord(c), ascii(obj), repr(obj)
1 >>> bin(10) 2 '0b1010' 3 >>> oct(10) 4 '0o12' 5 >>> hex(10) 6 '0xa' 7 >>> chr(65) 8 'A' 9 >>> ord('A') 10 65 11 >>> ascii('hello world') 12 "'hello world'" 13 >>> repr('hello world') 14 "'hello world'" 15 >>> ascii('你好,世界') 16 "'\\u4f60\\u597d\\uff0c\\u4e16\\u754c'" 17 >>> repr('你好,世界') 18 "'你好,世界'"
(6)判断
- bool(x), all(iterable), any(iterable), callable(object)
1 >>> all(['a', 'b', 'c']) 2 True 3 >>> all(['a', 'b', '', 'c']) 4 False 5 >>> all([]) 6 True 7 >>> any([0, '', False]) 8 False 9 >>> any([]) 10 False 11 >>> callable(str) 12 True 13 >>> callable('hello world') 14 False
(7)迭代器
- iter(iterable); iter(callable, sentinel)
- next(iterator[, default])
- filter(function or None, iterable)
1 >>> for i in iter(list('abc')): 2 print(i) 3 4 a 5 b 6 c 7 8 >>> from random import randint 9 >>> def guess(): 10 return randint(0,10) 11 >>> num = 1 12 >>> for i in iter(guess, 5): 13 print('第%s次猜测,猜测数字为:%s' % (num, i)) 14 num += 1 15 16 第1次猜测,猜测数字为:3 17 第2次猜测,猜测数字为:1
注:猜数字的例子来自http://www.imooc.com/article/287997
1 >>> i = iter(list('abc')) 2 >>> next(i) 3 'a' 4 >>> next(i) 5 'b' 6 >>> next(i) 7 'c' 8 >>> next(i) 9 Traceback (most recent call last): 10 File "<pyshell#27>", line 1, in <module> 11 next(i) 12 StopIteration 13 >>> next(i, 0) 14 0
1 >>> def is_odd(n): 2 return n % 2 == 1 3 4 >>> oldlist = [i for i in range(1,11)] 5 >>> oldlist 6 [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] 7 >>> newlist = list(filter(is_odd, oldlist)) 8 >>> newlist 9 [1, 3, 5, 7, 9]
(8)属性操作
- getattr(obj, name[, default])
- setattr(obj, name, value)
- hasattr(obj, name)
- delattr(obj, name)
1 >>> class Person: 2 name = 'Bunny' 3 age = 18 4 sex = '女' 5 6 >>> Person.name 7 'Bunny' 8 >>> Person.country 9 Traceback (most recent call last): 10 File "<pyshell#6>", line 1, in <module> 11 Person.country 12 AttributeError: type object 'Person' has no attribute 'country' 13 >>> getattr(Person, 'age', 0) 14 18 15 >>> getattr(Person, 'country', 0) 16 0 17 >>> setattr(Person, 'country', 'China') 18 >>> getattr(Person, 'country', 0) 19 'China' 20 >>> delattr(Person, 'sex') 21 >>> hasattr(Person, 'sex') 22 False
(9)辅助函数
- dir([object])
1 >>> dir() 2 ['__annotations__', '__builtins__', '__doc__', '__loader__', '__name__', '__package__', '__spec__'] 3 >>> dir(dict) 4 ['__class__', '__contains__', '__delattr__', '__delitem__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getitem__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__iter__', '__le__', '__len__', '__lt__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__setitem__', '__sizeof__', '__str__', '__subclasshook__', 'clear', 'copy', 'fromkeys', 'get', 'items', 'keys', 'pop', 'popitem', 'setdefault', 'update', 'values']
- help([object])
1 >>> help(hash) 2 Help on built-in function hash in module builtins: 3 4 hash(obj, /) 5 Return the hash value for the given object. 6 7 Two objects that compare equal must also have the same hash value, but the 8 reverse is not necessarily true.
- hash(obj)
1 >>> hash('hello world') 2 -8331809543453374991 3 >>> hash(tuple('abcde')) 4 5996617995451668254
哈希的相关知识点:https://www.cnblogs.com/abdm-989/p/11329122.html
- id([object])
1 >>> a = 'hello world' 2 >>> b = a 3 >>> id(a) 4 1873301041520 5 >>> id(b) 6 1873301041520
- memoryview(object)
1 >>> a = memoryview(bytearray('abcde', 'utf-8')) 2 >>> a[1] 3 98 4 >>> a[1:3] 5 <memory at 0x0000017F63B83408> 6 >>> a[1:3].tobytes() 7 b'bc' 8 >>> a[1:3].tolist() 9 [98, 99]
优点:memoryview减少内存拷贝,优化效率(详情可参考https://www.hustyx.com/python/222/)
- type(object), type(name, bases, dict)
- issubclass(cls, class_or_tuple)
- isinstance(obj, class_or_tuple)
1 >>> a = 2 2 >>> type(a) 3 <class 'int'> 4 >>> isinstance(a, int) 5 True 6 >>> isinstance(a, str) 7 False 8 >>> isinstance(a, (str, int, list)) # 是元组中的一个就返回True 9 True
1 >>> class A: 2 pass 3 4 >>> class B(A): 5 pass 6 7 >>> issubclass(B, A) 8 True 9 >>> isinstance(B(), A) 10 True 11 >>> type(B()) == A 12 False
(10)面向对象
- @classmethod, @staticmethod
1 >>> class A: 2 num = 0 #类属性 3 #类方法 4 @classmethod 5 def setNum(cls,newNum): 6 cls.num = newNum 7 #实例方法 8 def __init__(self): 9 self.age = 1 #实例属性 10 def setAge(self, newAge): 11 self.age = newAge 12 #静态方法 13 @staticmethod 14 def printInfo(): 15 print('类方法修改类属性,实例方法修改实例属性,静态方法不访问类') 16 17 18 >>> a = A() 19 >>> a.setAge(18) 20 >>> a.age 21 18 22 >>> A.setAge(18) 23 Traceback (most recent call last): 24 File "<pyshell#21>", line 1, in <module> 25 A.setAge(18) 26 TypeError: setAge() missing 1 required positional argument: 'newAge' 27 >>> A.setNum(100) 28 >>> A.num 29 100 30 >>> A.printInfo() 31 类方法修改类属性,实例方法修改实例属性,静态方法不访问类
- property(fget=None, fset=None, fdel=None, doc=None); @property
效果:
1 >>> c = C() 2 >>> c.x = 10 3 >>> c.x 4 10 5 >>> del c.x 6 >>> c.x 7 Traceback (most recent call last): 8 File "<pyshell#18>", line 1, in <module> 9 c.x 10 File "<pyshell#13>", line 5, in x 11 return self._x 12 AttributeError: 'C' object has no attribute '_x'
方式1:
1 >>> class C(object): 2 def getx(self): return self._x 3 def setx(self, value): self._x = value 4 def delx(self): del self._x 5 x = property(getx, setx, delx, "I'm the 'x' property.")
方式2:
1 >>> class C(object): 2 @property 3 def x(self): 4 "I am the 'x' property." 5 return self._x 6 @x.setter 7 def x(self, value): 8 self._x = value 9 @x.deleter 10 def x(self): 11 del self._x
- super
1 >>> class A: 2 def add(self, x): 3 print(x+1) 4 5 >>> class B(A): 6 def add(self, x): 7 super().add(x) 8 9 >>> B().add(2) 10 3
- globals, locals, vars([object])
1 >>> word = 'hello world' 2 >>> def test(x): 3 y = 1 4 print(locals()) 5 6 >>> test(2) 7 {'x': 2, 'y': 1} 8 >>> globals() 9 {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'word': 'hello world', 'test': <function test at 0x0000023BE4CEEF28>} 10 >>> class A: 11 a = 1 12 13 >>> vars(A) 14 mappingproxy({'__module__': '__main__', 'a': 1, '__dict__': <attribute '__dict__' of 'A' objects>, '__weakref__': <attribute '__weakref__' of 'A' objects>, '__doc__': None})
(11)可执行对象
- eval(source, globals=None, locals=None)
- exec(source, globals=None, locals=None)
- compile(source, filename, mode, flags=0, dont_inherit=False, optimize=-1)
1 >>> eval('2 * 3 + 4') 2 10 3 >>> exec('print("hello world")') 4 hello world 5 >>> eval_code = compile('2 * 3 + 4', '', 'eval') 6 >>> eval_code 7 <code object <module> at 0x00000269270686F0, file "", line 1> 8 >>> eval(eval_code) 9 10 10 >>> exec_code = compile('print("hello world")', '', 'exec') 11 >>> exec_code 12 <code object <module> at 0x0000026927074150, file "", line 1> 13 >>> exec(exec_code) 14 hello world
需要注意的是,exec函数和eval函数都是将用户提供的字符串作为代码执行,将无法控制代码的行为,会带来严重的安全隐患,使用的时候要慎重。
1 >>> exec('abs="xyz"') 2 >>> abs(-1) 3 Traceback (most recent call last): 4 File "<pyshell#13>", line 1, in <module> 5 abs(-1) 6 TypeError: 'str' object is not callable
报错的原因是使用exec函数将'xyz'赋值给了abs,abs不再是求绝对值的函数了。为了避免污染命名空间,在调用exec函数时,可以给它传递第二个参数——命名空间。
1 >>> scope = {} 2 >>> exec('abs="xyz"', scope) 3 >>> abs(-1) 4 1 5 >>> scope['abs'] 6 'xyz'
注:参考了https://www.cnblogs.com/lucky-heng/p/10161190.html
题外话:关于内置函数,发现了一个非常详细的介绍(https://www.cnblogs.com/sesshoumaru/p/6140987.html),这个博主还对每个函数分别用一篇随笔来介绍。写到一半,看到这么详尽的博客,瞬间就有点不想写了,不过我写博客主要还是为了方便自己日后查阅,不够详细的地方可以移步上面这个博主。本文总体参考了官方说明文档、内置函数介绍英文版(https://docs.python.org/3/library/functions.html#classmethod)及其翻译版(http://www.beixiongxiong.com/course/bxx_bzk_02/2084/)。
来源:https://www.cnblogs.com/shz-blog/p/12551738.html