有没有办法告诉一个字符串是否代表一个整数(例如,'3','-17'但不是'3.14'或'asfasfas')而不使用try/except机制?
is_int('3.14') == False
is_int('-7') == True
有没有办法告诉一个字符串是否代表一个整数(例如,'3','-17'但不是'3.14'或'asfasfas')而不使用try/except机制?
is_int('3.14') == False
is_int('-7') == True
当前回答
使用正则表达式:
import re
def RepresentsInt(s):
return re.match(r"[-+]?\d+$", s) is not None
如果你必须接受小数也:
def RepresentsInt(s):
return re.match(r"[-+]?\d+(\.0*)?$", s) is not None
如果经常这样做,为了提高性能,请使用re.compile()只编译正则表达式一次。
其他回答
我真的很喜欢Shavais的帖子,但我又添加了一个测试用例(&内置的isdigit()函数):
def isInt_loop(v):
v = str(v).strip()
# swapping '0123456789' for '9876543210' makes nominal difference (might have because '1' is toward the beginning of the string)
numbers = '0123456789'
for i in v:
if i not in numbers:
return False
return True
def isInt_Digit(v):
v = str(v).strip()
return v.isdigit()
而且它一直明显优于其他时代:
timings..
isInt_try: 0.4628
isInt_str: 0.3556
isInt_re: 0.4889
isInt_re2: 0.2726
isInt_loop: 0.1842
isInt_Digit: 0.1577
使用普通2.7 python:
$ python --version
Python 2.7.10
我添加的两个测试用例(isInt_loop和isInt_digit)都通过了完全相同的测试用例(它们都只接受无符号整数),但我认为人们可以更聪明地修改字符串实现(isInt_loop)而不是内置的isdigit()函数,所以我包括了它,尽管执行时间略有不同。(这两种方法都比其他方法好很多,但没有处理额外的东西:“。/ + / -)
此外,我发现有趣的是,regex (isInt_re2方法)在2012年(目前是2018年)由Shavais执行的相同测试中击败了字符串比较。也许正则表达式库已经改进了?
正确的RegEx解决方案应该结合Greg Hewgill和Nowell的思想,但不使用全局变量。可以通过将属性附加到方法来实现这一点。另外,我知道在方法中导入是不受欢迎的,但我想要的是像http://peak.telecommunity.com/DevCenter/Importing#lazy-imports这样的“惰性模块”效果
edit:到目前为止,我最喜欢的技术是使用String对象的独占方法。
#!/usr/bin/env python
# Uses exclusively methods of the String object
def isInteger(i):
i = str(i)
return i=='0' or (i if i.find('..') > -1 else i.lstrip('-+').rstrip('0').rstrip('.')).isdigit()
# Uses re module for regex
def isIntegre(i):
import re
if not hasattr(isIntegre, '_re'):
print("I compile only once. Remove this line when you are confident in that.")
isIntegre._re = re.compile(r"[-+]?\d+(\.0*)?$")
return isIntegre._re.match(str(i)) is not None
# When executed directly run Unit Tests
if __name__ == '__main__':
for obj in [
# integers
0, 1, -1, 1.0, -1.0,
'0', '0.','0.0', '1', '-1', '+1', '1.0', '-1.0', '+1.0',
# non-integers
1.1, -1.1, '1.1', '-1.1', '+1.1',
'1.1.1', '1.1.0', '1.0.1', '1.0.0',
'1.0.', '1..0', '1..',
'0.0.', '0..0', '0..',
'one', object(), (1,2,3), [1,2,3], {'one':'two'}
]:
# Notice the integre uses 're' (intended to be humorous)
integer = ('an integer' if isInteger(obj) else 'NOT an integer')
integre = ('an integre' if isIntegre(obj) else 'NOT an integre')
# Make strings look like strings in the output
if isinstance(obj, str):
obj = ("'%s'" % (obj,))
print("%30s is %14s is %14s" % (obj, integer, integre))
对于那些不太喜欢冒险的同学,输出如下:
I compile only once. Remove this line when you are confident in that.
0 is an integer is an integre
1 is an integer is an integre
-1 is an integer is an integre
1.0 is an integer is an integre
-1.0 is an integer is an integre
'0' is an integer is an integre
'0.' is an integer is an integre
'0.0' is an integer is an integre
'1' is an integer is an integre
'-1' is an integer is an integre
'+1' is an integer is an integre
'1.0' is an integer is an integre
'-1.0' is an integer is an integre
'+1.0' is an integer is an integre
1.1 is NOT an integer is NOT an integre
-1.1 is NOT an integer is NOT an integre
'1.1' is NOT an integer is NOT an integre
'-1.1' is NOT an integer is NOT an integre
'+1.1' is NOT an integer is NOT an integre
'1.1.1' is NOT an integer is NOT an integre
'1.1.0' is NOT an integer is NOT an integre
'1.0.1' is NOT an integer is NOT an integre
'1.0.0' is NOT an integer is NOT an integre
'1.0.' is NOT an integer is NOT an integre
'1..0' is NOT an integer is NOT an integre
'1..' is NOT an integer is NOT an integre
'0.0.' is NOT an integer is NOT an integre
'0..0' is NOT an integer is NOT an integre
'0..' is NOT an integer is NOT an integre
'one' is NOT an integer is NOT an integre
<object object at 0x103b7d0a0> is NOT an integer is NOT an integre
(1, 2, 3) is NOT an integer is NOT an integre
[1, 2, 3] is NOT an integer is NOT an integre
{'one': 'two'} is NOT an integer is NOT an integre
我猜这个问题与速度有关,因为try/except有一个时间惩罚:
测试数据
首先,我创建了一个包含200个字符串、100个失败字符串和100个数字字符串的列表。
from random import shuffle
numbers = [u'+1'] * 100
nonumbers = [u'1abc'] * 100
testlist = numbers + nonumbers
shuffle(testlist)
testlist = np.array(testlist)
numpy解决方案(仅适用于数组和unicode)
Np.core.defchararray.isnumeric也可以用于unicode字符串,但它返回一个数组。所以,如果你必须做成千上万的转换,并且有丢失的数据或非数值数据,这是一个很好的解决方案。
import numpy as np
%timeit np.core.defchararray.isnumeric(testlist)
10000 loops, best of 3: 27.9 µs per loop # 200 numbers per loop
试/除了
def check_num(s):
try:
int(s)
return True
except:
return False
def check_list(l):
return [check_num(e) for e in l]
%timeit check_list(testlist)
1000 loops, best of 3: 217 µs per loop # 200 numbers per loop
numpy解决方案似乎更快。
>>> "+7".lstrip("-+").isdigit()
True
>>> "-7".lstrip("-+").isdigit()
True
>>> "7".lstrip("-+").isdigit()
True
>>> "13.4".lstrip("-+").isdigit()
False
所以你的函数是
def is_int(val):
return val.lstrip("-+").isdigit()
下面是一个解析时不会产生错误的函数。它处理明显的情况,失败时返回None(在CPython上默认处理最多2000个'-/+'符号!):
#!/usr/bin/env python
def get_int(number):
splits = number.split('.')
if len(splits) > 2:
# too many splits
return None
if len(splits) == 2 and splits[1]:
# handle decimal part recursively :-)
if get_int(splits[1]) != 0:
return None
int_part = splits[0].lstrip("+")
if int_part.startswith('-'):
# handle minus sign recursively :-)
return get_int(int_part[1:]) * -1
# successful 'and' returns last truth-y value (cast is always valid)
return int_part.isdigit() and int(int_part)
一些测试:
tests = ["0", "0.0", "0.1", "1", "1.1", "1.0", "-1", "-1.1", "-1.0", "-0", "--0", "---3", '.3', '--3.', "+13", "+-1.00", "--+123", "-0.000"]
for t in tests:
print "get_int(%s) = %s" % (t, get_int(str(t)))
结果:
get_int(0) = 0
get_int(0.0) = 0
get_int(0.1) = None
get_int(1) = 1
get_int(1.1) = None
get_int(1.0) = 1
get_int(-1) = -1
get_int(-1.1) = None
get_int(-1.0) = -1
get_int(-0) = 0
get_int(--0) = 0
get_int(---3) = -3
get_int(.3) = None
get_int(--3.) = 3
get_int(+13) = 13
get_int(+-1.00) = -1
get_int(--+123) = 123
get_int(-0.000) = 0
如有需要,可使用:
def int_predicate(number):
return get_int(number) is not None