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datetime_parser.py
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88 lines (77 loc) · 4.13 KB
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#
# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
#
import datetime
from typing import Union
class DatetimeParser:
"""
Parses and formats datetime objects according to a specified format.
This class mainly acts as a wrapper to properly handling timestamp formatting through the "%s" directive.
%s is part of the list of format codes required by the 1989 C standard, but it is unreliable because it always return a datetime in the system's timezone.
Instead of using the directive directly, we can use datetime.fromtimestamp and dt.timestamp()
"""
_UNIX_EPOCH = datetime.datetime(1970, 1, 1, tzinfo=datetime.timezone.utc)
def parse(self, date: Union[str, int], format: str) -> datetime.datetime:
if date is None:
raise ValueError(
f"Cannot parse None as a datetime. Expected a string, integer, or float representing a timestamp."
)
if isinstance(date, (list, dict)):
raise TypeError(
f"Cannot parse {type(date).__name__} as a datetime. "
f"Expected a string, integer, or float representing a timestamp, but got: {date}"
)
# "%s" is a valid (but unreliable) directive for formatting, but not for parsing
# It is defined as
# The number of seconds since the Epoch, 1970-01-01 00:00:00+0000 (UTC). https://man7.org/linux/man-pages/man3/strptime.3.html
#
# The recommended way to parse a date from its timestamp representation is to use datetime.fromtimestamp
# See https://stackoverflow.com/a/4974930
if format == "%s":
try:
return datetime.datetime.fromtimestamp(int(date), tz=datetime.timezone.utc)
except (ValueError, OverflowError) as e:
raise ValueError(f"Cannot parse '{date}' as a Unix timestamp: {e}")
elif format == "%s_as_float":
try:
return datetime.datetime.fromtimestamp(float(date), tz=datetime.timezone.utc)
except (ValueError, OverflowError) as e:
raise ValueError(f"Cannot parse '{date}' as a float Unix timestamp: {e}")
elif format == "%epoch_microseconds":
try:
return self._UNIX_EPOCH + datetime.timedelta(microseconds=int(date))
except (ValueError, OverflowError) as e:
raise ValueError(f"Cannot parse '{date}' as epoch microseconds: {e}")
elif format == "%ms":
try:
return self._UNIX_EPOCH + datetime.timedelta(milliseconds=int(date))
except (ValueError, OverflowError) as e:
raise ValueError(f"Cannot parse '{date}' as milliseconds: {e}")
elif "%_ms" in format:
format = format.replace("%_ms", "%f")
parsed_datetime = datetime.datetime.strptime(str(date), format)
if self._is_naive(parsed_datetime):
return parsed_datetime.replace(tzinfo=datetime.timezone.utc)
return parsed_datetime
def format(self, dt: datetime.datetime, format: str) -> str:
# strftime("%s") is unreliable because it ignores the time zone information and assumes the time zone of the system it's running on
# It's safer to use the timestamp() method than the %s directive
# See https://stackoverflow.com/a/4974930
if format == "%s":
return str(int(dt.timestamp()))
if format == "%s_as_float":
return str(float(dt.timestamp()))
if format == "%epoch_microseconds":
return str(int(dt.timestamp() * 1_000_000))
if format == "%ms":
# timstamp() returns a float representing the number of seconds since the unix epoch
return str(int(dt.timestamp() * 1000))
if "%_ms" in format:
_format = format.replace("%_ms", "%f")
milliseconds = int(dt.microsecond / 1000)
formatted_dt = dt.strftime(_format).replace(dt.strftime("%f"), "%03d" % milliseconds)
return formatted_dt
else:
return dt.strftime(format)
def _is_naive(self, dt: datetime.datetime) -> bool:
return dt.tzinfo is None or dt.tzinfo.utcoffset(dt) is None