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August 9, 2021 21:14
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#!/usr/bin/env python | |
################################################################################ | |
# The MIT License (MIT) | |
# | |
# Copyright (c) 2021 Mark LaPerriere | |
# | |
# Permission is hereby granted, free of charge, to any person obtaining a copy | |
# of this software and associated documentation files (the "Software"), to deal | |
# in the Software without restriction, including without limitation the rights | |
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
# copies of the Software, and to permit persons to whom the Software is | |
# furnished to do so, subject to the following conditions: | |
# | |
# The above copyright notice and this permission notice shall be included in | |
# all copies or substantial portions of the Software. | |
# | |
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | |
# THE SOFTWARE. | |
################################################################################ | |
""" | |
Converts an archaic base64 encoded Parquet timestamp (int96) to an iso8601 format. The value must first be | |
base64 decoded then split - the first 8 bytes are the nanoseconds since midnight and the last 4 bytes are | |
the Julian Day (https://en.wikipedia.org/wiki/Julian_day). Since python calculates ordinal dates using the | |
Rata Die system, the Julian Day value must first be converted to a Rata Die anchored Julian Day. | |
Requires: Python3.6+ | |
""" | |
import argparse | |
import base64 | |
import logging | |
import os | |
import sys | |
from datetime import datetime, timedelta | |
logging.basicConfig(level=logging.getLevelName(os.environ.get('LOG_LEVEL', 'INFO').upper())) | |
logger = logging.getLogger() | |
# Python's ordinal dates are anchored to this: https://en.wikipedia.org/wiki/Rata_Die | |
RATA_DIE = 1721424.5 | |
# The number of nanoseconds in a microsecond | |
NANOS_IN_MICROS = 1000 | |
# project description | |
PROJECT_DESCRIPTION = ('Convert an Apache Impala Timestamp (int96) to ISO8601 format ' | |
'(ref: https://tiny.amazon.com/16uw64dw5/stacques5310cast5310)') | |
def bytes_to_int(data: bytearray) -> int: | |
""" packs the values of a bytearray into an int of arbitrary size (thank you Python) | |
""" | |
buf = 0 | |
ptr = (len(data)-1) * 8 | |
for b in data: | |
buf |= (int(b) << ptr) | |
ptr -= 8 | |
return buf | |
def julian_day_from_ts(data: bytes) -> int: | |
""" extracts the julian day out of timestamp data - provided in reverse as the byte | |
order is little endian | |
""" | |
return bytes_to_int(bytearray(reversed(data[8:12]))) # last 4 bytes of data in reverse order (little endian) | |
def julian_day_to_datetime(jd: int) -> datetime: | |
""" creates a datetime object out of the julian day value using the Rata Die offset | |
Python expects | |
""" | |
return datetime.fromordinal(int(jd - RATA_DIE)) | |
def nanos_from_ts(data: bytes) -> int: | |
""" extracts the nanaseconds since midnight out of timestamp data - provided in | |
reverse as the byte order is little endian | |
""" | |
return bytes_to_int(bytearray(reversed(data[0:8]))) # first 8 bytes of data in reverse order (little endian) | |
def nanos_to_timedelta(ns: int) -> timedelta: | |
""" creates a timedelta out of a count of nanoseconds | |
""" | |
return timedelta(microseconds=(ns / NANOS_IN_MICROS)) | |
def combine_julian_day_and_nanos(jd: datetime, ns: timedelta) -> datetime: | |
""" creates a datetime representing a datetime derived from a julian day and a timedelta derived from | |
a nanoseconds from midnight duration | |
""" | |
return jd + ns | |
def parse_input(ts: str) -> bytes: | |
""" converts raw user input (assumed a base64 encode byte array with 12 bytes) | |
""" | |
return base64.b64decode(ts) | |
def cli() -> argparse.ArgumentParser: | |
parser = argparse.ArgumentParser(PROJECT_DESCRIPTION) | |
parser.add_argument(nargs=1, dest='timestamp', metavar='BASE64_IMPALA_DATE', | |
help='base64 encode byte string') | |
return parser.parse_args() | |
def main(args=None): | |
ts = parse_input(args.timestamp[0]) | |
logger.debug(f'Converted {args.timestamp[0]} TS to 0x{ts.hex()} bytes') | |
jd = julian_day_from_ts(ts) | |
jd_dt = julian_day_to_datetime(jd) | |
logger.debug(f'Julian Day from TS: {jd} ({jd_dt})') | |
ns = nanos_from_ts(ts) | |
ns_td = nanos_to_timedelta(ns) | |
logger.debug(f'Nanos since Midnight of Julian Day: {ns} ({ns_td.seconds}s)') | |
dt = combine_julian_day_and_nanos(jd_dt, ns_td) | |
logger.debug(f'Datetime: {dt}') | |
print(dt.isoformat()) | |
return 0 | |
if __name__ == '__main__': | |
sys.exit(main(cli())) |
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