牛骨文教育服务平台(让学习变的简单)

列表生成式即List Comprehensions,是Python内置的非常简单却强大的可以用来创建list的生成式。

举个例子,要生成list [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]可以用list(range(1, 11))

>>> list(range(1, 11))
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]

但如果要生成[1x1, 2x2, 3x3, ..., 10x10]怎么做?方法一是循环:

>>> L = []
>>> for x in range(1, 11):
...    L.append(x * x)
...
>>> L
[1, 4, 9, 16, 25, 36, 49, 64, 81, 100]

但是循环太繁琐,而列表生成式则可以用一行语句代替循环生成上面的list:

>>> [x * x for x in range(1, 11)]
[1, 4, 9, 16, 25, 36, 49, 64, 81, 100]

写列表生成式时,把要生成的元素x * x放到前面,后面跟for循环,就可以把list创建出来,十分有用,多写几次,很快就可以熟悉这种语法。

for循环后面还可以加上if判断,这样我们就可以筛选出仅偶数的平方:

>>> [x * x for x in range(1, 11) if x % 2 == 0]
[4, 16, 36, 64, 100]

还可以使用两层循环,可以生成全排列:

>>> [m + n for m in "ABC" for n in "XYZ"]
["AX", "AY", "AZ", "BX", "BY", "BZ", "CX", "CY", "CZ"]

三层和三层以上的循环就很少用到了。

运用列表生成式,可以写出非常简洁的代码。例如,列出当前目录下的所有文件和目录名,可以通过一行代码实现:

>>> import os # 导入os模块,模块的概念后面讲到
>>> [d for d in os.listdir(".")] # os.listdir可以列出文件和目录
[".emacs.d", ".ssh", ".Trash", "Adlm", "Applications", "Desktop", "Documents", "Downloads", "Library", "Movies", "Music", "Pictures", "Public", "VirtualBox VMs", "Workspace", "XCode"]

for循环其实可以同时使用两个甚至多个变量,比如dictitems()可以同时迭代key和value:

>>> d = {"x": "A", "y": "B", "z": "C" }
>>> for k, v in d.items():
...     print(k, "=", v)
...
y = B
x = A
z = C

因此,列表生成式也可以使用两个变量来生成list:

>>> d = {"x": "A", "y": "B", "z": "C" }
>>> [k + "=" + v for k, v in d.items()]
["y=B", "x=A", "z=C"]

最后把一个list中所有的字符串变成小写:

>>> L = ["Hello", "World", "IBM", "Apple"]
>>> [s.lower() for s in L]
["hello", "world", "ibm", "apple"]

练习

如果list中既包含字符串,又包含整数,由于非字符串类型没有lower()方法,所以列表生成式会报错:

>>> L = ["Hello", "World", 18, "Apple", None]
>>> [s.lower() for s in L]
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "<stdin>", line 1, in <listcomp>
AttributeError: "int" object has no attribute "lower"

使用内建的isinstance函数可以判断一个变量是不是字符串:

>>> x = "abc"
>>> y = 123
>>> isinstance(x, str)
True
>>> isinstance(y, str)
False

小结

运用列表生成式,可以快速生成list,可以通过一个list推导出另一个list,而代码却十分简洁。

参考源码

do_listcompr.py