Python 3.7+:fromisoformat()
从 Python 3.7 开始,datetime 类有一个方法 fromisoformat。需要注意的是,这也可以应用于这个问题:
性能与strptime()
与普通strptime 相比,显式字符串切片可能使您的性能提高约9 倍,但使用内置fromisoformat 方法您可以获得约90 倍的性能提升!
%timeit isofmt(datelist)
569 µs ± 8.45 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
%timeit slice2int(datelist)
5.51 ms ± 48.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
%timeit normalstrptime(datelist)
52.1 ms ± 1.27 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
from datetime import datetime, timedelta
base, n = datetime(2000, 1, 1, 1, 2, 3, 420001), 10000
datelist = [(base + timedelta(days=i)).strftime('%Y-%m-%d') for i in range(n)]
def isofmt(l):
return list(map(datetime.fromisoformat, l))
def slice2int(l):
def slicer(t):
return datetime(int(t[:4]), int(t[5:7]), int(t[8:10]))
return list(map(slicer, l))
def normalstrptime(l):
return [datetime.strptime(t, '%Y-%m-%d') for t in l]
print(isofmt(datelist[0:1]))
print(slice2int(datelist[0:1]))
print(normalstrptime(datelist[0:1]))
# [datetime.datetime(2000, 1, 1, 0, 0)]
# [datetime.datetime(2000, 1, 1, 0, 0)]
# [datetime.datetime(2000, 1, 1, 0, 0)]
Python 3.8.3rc1 x64 / Win10