Python3 迭代器深入解析

2023-08-03 10:49:34

第6章函数

6.1 函数的定义和调用
6.2 参数传递
6.3 函数返回值
6.4 变量作用域
6.5 匿名函数(lambda)
6.6 递归函数
6.7 迭代器
6.8 生成器
6.9 装饰器

6.7 迭代器

可迭代对象iterable

首先可以使用isinstance(对象名,Iterable)验证某一对象是否为可迭代对象

# 验证字符串、元组、列表、字典、集合类型是否为可迭代对象
from collections.abc import Iterable
int1 = 12306
str1 = "MondayTuesdaywednesdayThursdayFridaySaturdaySunday"
tuple1 = ("Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday")
list1 = ["Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday"]
dict1 = {"Monday": "星期一", "Tuesday": "星期二", "wednesday": "星期三", "Thursday": "星期四", "Friday": "星期五", "Saturday": "星期六",
         "Sunday": "星期日", }
set1 = {"Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday"}
print(isinstance(int1, Iterable))
print(isinstance(str1, Iterable))
print(isinstance(tuple1, Iterable))
print(isinstance(list1, Iterable))
print(isinstance(dict1, Iterable))
print(isinstance(set1, Iterable))
output:
False
True
True
True
True
True
# 验证的结果是字符串、元组、列表、字典、集合类型都是可迭代对象，数值不是可迭代对象。

可迭代对象的意思就是说这个实体是可迭代的，例如字符串、列表、元组、字典、集合、迭代器等等，可以用for ... in进行循环，

# 那么都可用for循环进行迭代取值，以元组为例
tuple1 = ("Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday")
for i in tuple1:
    print(i,end=',')
output：
Monday,Tuesday,wednesday,Thursday,Friday,Saturday,Sunday,

可以使用for循环迭代的标志是每个对象内部实现了__iter__方法，验证下每个可迭代对象是否有这个方法

str1 = "MondayTuesdaywednesdayThursdayFridaySaturdaySunday"
tuple1 = ("Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday")
list1 = ["Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday"]
dict1 = {"Monday": "星期一", "Tuesday": "星期二", "wednesday": "星期三", "Thursday": "星期四", "Friday": "星期五", "Saturday": "星期六", "Sunday": "星期日", }
set1 = {"Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday"}
print(("__iter__" in dir(str1)))
print(("__iter__" in dir(tuple1)))
print(("__iter__" in dir(list1)))
print(("__iter__" in dir(dict1)))
print(("__iter__" in dir(set1)))
output:
True
True
True
True
True

可迭代对象不是迭代器，如何变成迭代器呢？

# 可迭代对象通过调用__iter__方法就变成迭代器对象
tuple1 = ("Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday")
t1 = tuple1.__iter__()
print(t1)
output:
<tuple_iterator object at 0x0000027B44442EC8> # iterator的意思是迭代器

先稍微总结下，可迭代对象都有__iter__方法，而没有__next__方法。迭代器是怎么来的？是通过可迭代对象调用__iter__方法来生成一个迭代器对象，那么迭代器对象就拥有了__iter__和__next__方法。

# 验证下迭代器是否有__next__方法
tuple1 = ("Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday")
t1 = tuple1.__iter__()
print(t1)
print("__next__" in dir(t1))
output:
<tuple_iterator object at 0x000001D7F73E2EC8>
True

可迭代对象可通过索引取值、遍历取值，那么迭代器如何取值呢？

# 迭代器使用next()取值
# tuple1 = ("Monday", "Tuesday", "wednesday", "Thursday", "Friday", "Saturday", "Sunday")
t1 = tuple1.__iter__()
print(t1)
print(t1.__next__())
print(t1.__next__())
print(t1.__next__())
print(t1.__next__())
print(t1.__next__())
print(t1.__next__())
print(t1.__next__())
output:
<tuple_iterator object at 0x000001D7F73E2EC8>
Monday
Tuesday
wednesday
Thursday
Friday
Saturday
Sunday
StopIteration 
# 最后一次取值时报错了，next一次取一个值，取完后来通过报StopIteration这个错误结束。

讲了这么多到底什么是迭代器？

在Python中，迭代器是遵循迭代协议的对象，通过调用可迭代的对象的__iter__方法生成迭代器对象，迭代器对象具有__next__方法，可通过此方法对迭代器取值。

这时能理解for语句如何实现遍历的吗？for语句通过调用可迭代对象的__iter__方法，这个方法返回一个迭代器，for语句循环调用迭代器内的每个元素的__next__方法，当迭代器为空时，__next__方法会引发一个StopIteration异常，这个异常会告诉for语句终止循环。

迭代器到底有什么用呢？

节约内存空间：文本文件本身是迭代器对象，用迭代器的方式访问文件时，可以每次读取一行，而不必一次性将整个文件读入，节约内存。

# r1.txt文本文件内容
"""
Monday
Tuesday
wednesday
Thursday
Friday
Saturday
Sunday
"""

r1 = open("r1.txt")
print(r1.__next__(), end="")
print(r1.__next__(), end="")
output:
Monday
Tuesday

迭代

讲完迭代器后，迭代就比较好理解了，迭代就是从迭代器中取元素的过程。

比如我们用for循环从train = "12306"中取元素，这种遍历过程就被称作迭代。

# for循环的对象必须是可迭代对象，如果这个对象不是，那么会报错
train = 12306
for i in train:
    print(i)
output:
TypeError: 'int' object is not iterable

如果你不想用for循环迭代呢？这时你可以：

先调用容器（以字符串为例）的iter()函数
再使用 next() 内置函数来调用 next() 方法
当元素用尽时，next() 将引发 StopIteration 异常

# 定义一个字符串
>>> train = "12306"
>>> it = iter(train)
>>> it
<str_iterator object at 0x000001E30D71BE48>
>>> next(it)
'1'
>>> next(it)
'2'
>>> next(it)
'3'
>>> next(it)
'0'
>>> next(it)
'6'
>>> next(it)
Traceback (most recent call last):
  File "<input>", line 1, in <module>
StopIteration

# 用while循环模拟实现上面的过程
def while_iterator(iterable_obj):
    iterator_obj = iter(iterable_obj)
    while 1:
        try:
            print(next(iterator_obj), end=' ')
        except StopIteration:
            return
train = "12306"
while_iterator(train)
output:
1 2 3 0 6

码农公寓

第6章 函数

6.7 迭代器

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