我需要将RFC 3339字符串(如“2008-09-03T20:56:55.450686Z”)解析为Python的datetime类型。

我在Python标准库中找到了strptime,但它不是很方便。

最好的方法是什么?


当前回答

Python>=3.11

fromsoformat现在直接解析Z:

from datetime import datetime

s = "2008-09-03T20:56:35.450686Z"

datetime.fromisoformat(s)
datetime.datetime(2008, 9, 3, 20, 56, 35, 450686, tzinfo=datetime.timezone.utc)

Python 3.7到3.10

一个注释中的简单选项:将“Z”替换为“+00:00”-并使用fromsoformat:

from datetime import datetime

s = "2008-09-03T20:56:35.450686Z"

datetime.fromisoformat(s.replace('Z', '+00:00'))
# datetime.datetime(2008, 9, 3, 20, 56, 35, 450686, tzinfo=datetime.timezone.utc)

为什么更喜欢来自同一格式?

虽然strptime的%z可以将“z”字符解析为UTC,但fromsoformat的速度要快~x40(另请参阅:更快的strptime):

%timeit datetime.fromisoformat(s.replace('Z', '+00:00'))
388 ns ± 48.3 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)

%timeit dateutil.parser.isoparse(s)
11 µs ± 1.05 µs per loop (mean ± std. dev. of 7 runs, 100000 loops each)

%timeit datetime.strptime(s, '%Y-%m-%dT%H:%M:%S.%f%z')
15.8 µs ± 1.32 µs per loop (mean ± std. dev. of 7 runs, 100000 loops each)

%timeit dateutil.parser.parse(s)
87.8 µs ± 8.54 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)

(Windows 10上的Python 3.9.12 x64)

其他回答

你得到的确切错误是什么?它像下面这样吗?

>>> datetime.datetime.strptime("2008-08-12T12:20:30.656234Z", "%Y-%m-%dT%H:%M:%S.Z")
ValueError: time data did not match format:  data=2008-08-12T12:20:30.656234Z  fmt=%Y-%m-%dT%H:%M:%S.Z

如果是,您可以将输入字符串拆分为“.”,然后将微秒添加到获得的日期时间中。

试试看:

>>> def gt(dt_str):
        dt, _, us= dt_str.partition(".")
        dt= datetime.datetime.strptime(dt, "%Y-%m-%dT%H:%M:%S")
        us= int(us.rstrip("Z"), 10)
        return dt + datetime.timedelta(microseconds=us)

>>> gt("2008-08-12T12:20:30.656234Z")
datetime.datetime(2008, 8, 12, 12, 20, 30, 656234)

如果使用熊猫,我可以向熊猫推荐时间戳。在那里你可以

ts_1 = pd.Timestamp('2020-02-18T04:27:58.000Z')    
ts_2 = pd.Timestamp('2020-02-18T04:27:58.000')

Rant:令人难以置信的是,我们仍然需要担心2021的日期字符串解析等问题。

def parseISO8601DateTime(datetimeStr):
    import time
    from datetime import datetime, timedelta

    def log_date_string(when):
        gmt = time.gmtime(when)
        if time.daylight and gmt[8]:
            tz = time.altzone
        else:
            tz = time.timezone
        if tz > 0:
            neg = 1
        else:
            neg = 0
            tz = -tz
        h, rem = divmod(tz, 3600)
        m, rem = divmod(rem, 60)
        if neg:
            offset = '-%02d%02d' % (h, m)
        else:
            offset = '+%02d%02d' % (h, m)

        return time.strftime('%d/%b/%Y:%H:%M:%S ', gmt) + offset

    dt = datetime.strptime(datetimeStr, '%Y-%m-%dT%H:%M:%S.%fZ')
    timestamp = dt.timestamp()
    return dt + timedelta(hours=dt.hour-time.gmtime(timestamp).tm_hour)

注意,如果字符串不以Z结尾,我们可以使用%Z进行解析。

感谢Mark Amery的出色回答,我设计了一个函数来解释所有可能的ISO日期时间格式:

class FixedOffset(tzinfo):
    """Fixed offset in minutes: `time = utc_time + utc_offset`."""
    def __init__(self, offset):
        self.__offset = timedelta(minutes=offset)
        hours, minutes = divmod(offset, 60)
        #NOTE: the last part is to remind about deprecated POSIX GMT+h timezones
        #  that have the opposite sign in the name;
        #  the corresponding numeric value is not used e.g., no minutes
        self.__name = '<%+03d%02d>%+d' % (hours, minutes, -hours)
    def utcoffset(self, dt=None):
        return self.__offset
    def tzname(self, dt=None):
        return self.__name
    def dst(self, dt=None):
        return timedelta(0)
    def __repr__(self):
        return 'FixedOffset(%d)' % (self.utcoffset().total_seconds() / 60)
    def __getinitargs__(self):
        return (self.__offset.total_seconds()/60,)

def parse_isoformat_datetime(isodatetime):
    try:
        return datetime.strptime(isodatetime, '%Y-%m-%dT%H:%M:%S.%f')
    except ValueError:
        pass
    try:
        return datetime.strptime(isodatetime, '%Y-%m-%dT%H:%M:%S')
    except ValueError:
        pass
    pat = r'(.*?[+-]\d{2}):(\d{2})'
    temp = re.sub(pat, r'\1\2', isodatetime)
    naive_date_str = temp[:-5]
    offset_str = temp[-5:]
    naive_dt = datetime.strptime(naive_date_str, '%Y-%m-%dT%H:%M:%S.%f')
    offset = int(offset_str[-4:-2])*60 + int(offset_str[-2:])
    if offset_str[0] == "-":
        offset = -offset
    return naive_dt.replace(tzinfo=FixedOffset(offset))

datetime.fromisoformat()在Python 3.11中得到了改进,可以解析大多数ISO 8601格式

datetime.fromisoformat()现在可以用于解析大多数ISO 8601格式,只有支持小数小时和分的格式除外。以前,此方法只支持datetime.isoformat()发出的格式。

>>> from datetime import datetime
>>> datetime.fromisoformat('2011-11-04T00:05:23Z')
datetime.datetime(2011, 11, 4, 0, 5, 23, tzinfo=datetime.timezone.utc)
>>> datetime.fromisoformat('20111104T000523')
datetime.datetime(2011, 11, 4, 0, 5, 23)
>>> datetime.fromisoformat('2011-W01-2T00:05:23.283')
datetime.datetime(2011, 1, 4, 0, 5, 23, 283000)