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speculum - A simple, straightforward Arch Linux mirror list optimizer


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3












$begingroup$


After having had a look at reflector's code base I decided to write a new, more lightweight mirror list optimizer from scratch: speculum.



The script queries the Arch Linux mirror list JSON endpoint and performs filtering, sorting and limiting of mirrors according to the user's input.



Any feedback is welcome.



#! /usr/bin/env python3
#
# speculum - An Arch Linux mirror list updater.
#
# Copyright (C) 2019 Richard Neumann <mail at richard dash neumann period de>
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
##############################################################################
"""Yet another Arch Linux mirrorlist optimizer."""

from __future__ import annotations
from argparse import ArgumentParser, Namespace
from datetime import datetime, timedelta
from enum import Enum
from json import load
from logging import INFO, basicConfig, getLogger
from os import linesep
from pathlib import Path
from re import error, compile, Pattern # pylint: disable=W0622
from sys import exit, stderr # pylint: disable=W0622
from typing import Callable, FrozenSet, Generator, Iterable, NamedTuple, Tuple
from urllib.request import urlopen
from urllib.parse import urlparse, ParseResult


MIRRORS_URL = 'https://www.archlinux.org/mirrors/status/json/'
DATE_FORMAT = '%Y-%m-%dT%H:%M:%S%z'
REPO_PATH = '$repo/os/$arch'
LOG_FORMAT = '[%(levelname)s] %(name)s: %(message)s'
LOGGER = getLogger(__file__)


def strings(string: str) -> filter:
"""Splits strings by comma."""

return filter(None, map(lambda s: s.strip().lower(), string.split(',')))


def stringset(string: str) -> FrozenSet[str]:
"""Returns a tuple of strings form a comma separated list."""

return frozenset(strings(string))


def hours(string: str) -> timedelta:
"""Returns a timedelta of the respective
amount of hours from a string.
"""

return timedelta(hours=int(string))


def regex(string: str) -> Pattern:
"""Returns a regular expression."""

try:
return compile(string)
except error:
raise ValueError(str(error))


def sorting(string: str) -> Tuple[Sorting]:
"""Returns a tuple of sorting options
from comma-separated string values.
"""

return tuple(Sorting.from_string(string))


def posint(string: str) -> int:
"""Returns a positive integer."""

integer = int(string)

if integer > 0:
return integer

raise ValueError('Integer must be greater than zero.')


def get_json() -> dict:
"""Returns the mirrors from the respective URL."""

with urlopen(MIRRORS_URL) as response:
return load(response)


def get_mirrors() -> Generator[Mirror]:
"""Yields the respective mirrors."""

for json in get_json()['urls']:
yield Mirror.from_json(json)


def get_sorting_key(order: Tuple[Sorting]) -> Callable:
"""Returns a key function to sort mirrors."""

now = datetime.now()

def key(mirror):
return mirror.get_sorting_key(order, now)

return key


def limit(mirrors: Iterable[Mirror], maximum: int) -> Generator[Mirror]:
"""Limit the amount of mirrors."""

for count, mirror in enumerate(mirrors, start=1):
if maximum is not None and count > maximum:
break

yield mirror


def get_args() -> Namespace:
"""Returns the parsed arguments."""

parser = ArgumentParser(description=__doc__)
parser.add_argument(
'--sort', '-s', type=sorting, default=None, metavar='sorting',
help='sort by the respective properties')
parser.add_argument(
'--reverse', '-r', action='store_true', help='sort in reversed order')
parser.add_argument(
'--countries', '-c', type=stringset, default=None, metavar='countries',
help='match mirrors of these countries')
parser.add_argument(
'--protocols', '-p', type=stringset, default=None, metavar='protocols',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--max-age', '-a', type=hours, default=None, metavar='max_age',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--regex-incl', '-i', type=regex, default=None, metavar='regex_incl',
help='match mirrors that match the regular expression')
parser.add_argument(
'--regex-excl', '-x', type=regex, default=None, metavar='regex_excl',
help='exclude mirrors that match the regular expression')
parser.add_argument(
'--limit', '-l', type=posint, default=None, metavar='file',
help='limit output to this amount of results')
parser.add_argument(
'--output', '-o', type=Path, default=None, metavar='file',
help='write the output to the specified file instead of stdout')
return parser.parse_args()


def dump_mirrors(mirrors: Iterable[Mirror], path: Path) -> int:
"""Dumps the mirrors to the given path."""

mirrorlist = linesep.join(mirror.mirrorlist_record for mirror in mirrors)

try:
with path.open('w') as file:
file.write(mirrorlist)
except PermissionError as permission_error:
LOGGER.error(permission_error)
return 1

return 0


def print_mirrors(mirrors: Iterable[Mirror]) -> int:
"""Prints the mirrors to STDOUT."""

for mirror in mirrors:
try:
print(mirror.mirrorlist_record, flush=True)
except BrokenPipeError:
stderr.close()
return 0

return 0


def main() -> int:
"""Filters and sorts the mirrors."""

basicConfig(level=INFO, format=LOG_FORMAT)
args = get_args()
mirrors = get_mirrors()
filters = Filter(
args.countries, args.protocols, args.max_age, args.regex_incl,
args.regex_excl)
mirrors = filter(filters.match, mirrors)
key = get_sorting_key(args.sort)
mirrors = sorted(mirrors, key=key, reverse=args.reverse)
mirrors = limit(mirrors, args.limit)
mirrors = tuple(mirrors)

if not mirrors and args.limit != 0:
LOGGER.error('No mirrors found.')
return 1

if args.limit is not None and len(mirrors) < args.limit:
LOGGER.warning('Filter yielded less mirrors than specified limit.')

if args.output:
return dump_mirrors(mirrors, args.output)

return print_mirrors(mirrors)


class Sorting(Enum):
"""Sorting options."""

AGE = 'age'
RATE = 'rate'
COUNTRY = 'country'
SCORE = 'score'
DELAY = 'delay'

@classmethod
def from_string(cls, string: str) -> Generator[Sorting]:
"""Returns a tuple of sortings from the respective string."""
for option in strings(string):
yield cls(option)


class Duration(NamedTuple):
"""Represents the duration data on a mirror."""

average: float
stddev: float

@property
def sorting_key(self) -> Tuple[float]:
"""Returns a sorting key."""
average = float('inf') if self.average is None else self.average
stddev = float('inf') if self.stddev is None else self.stddev
return (average, stddev)


class Country(NamedTuple):
"""Represents country information."""

name: str
code: str

def match(self, string: str) -> bool:
"""Matches a country description."""
return string.lower() in {self.name.lower(), self.code.lower()}

@property
def sorting_key(self) -> Tuple[str]:
"""Returns a sorting key."""
name = '~' if self.name is None else self.name
code = '~' if self.code is None else self.code
return (name, code)


class Mirror(NamedTuple):
"""Represents information about a mirror."""

url: ParseResult
last_sync: datetime
completion: float
delay: int
duration: Duration
score: float
active: bool
country: Country
isos: bool
ipv4: bool
ipv6: bool
details: ParseResult

@classmethod
def from_json(cls, json: dict) -> Mirror:
"""Returns a new mirror from a JSON-ish dict."""
url = urlparse(json['url'])
last_sync = json['last_sync']

if last_sync is not None:
last_sync = datetime.strptime(last_sync, DATE_FORMAT).replace(
tzinfo=None)

duration_avg = json['duration_avg']
duration_stddev = json['duration_stddev']
duration = Duration(duration_avg, duration_stddev)
country = json['country']
country_code = json['country_code']
country = Country(country, country_code)
details = urlparse(json['details'])
return cls(
url, last_sync, json['completion_pct'], json['delay'], duration,
json['score'], json['active'], country, json['isos'], json['ipv4'],
json['ipv6'], details)

@property
def mirrorlist_url(self) -> ParseResult:
"""Returns a mirror list URL."""
scheme, netloc, path, params, query, fragment = self.url

if not path.endswith('/'):
path += '/'

return ParseResult(
scheme, netloc, path + REPO_PATH, params, query, fragment)

@property
def mirrorlist_record(self) -> str:
"""Returns a mirror list record."""
return f'Server = {self.mirrorlist_url.geturl()}'

def get_sorting_key(self, order: Tuple[Sorting], now: datetime) -> Tuple:
"""Returns a tuple of the soring keys in the desired order."""
if not order:
return ()

key = []

for option in order:
if option == Sorting.AGE:
if self.last_sync is None:
key.append(now - datetime.fromtimestamp(0))
else:
key.append(now - self.last_sync)
elif option == Sorting.RATE:
key.append(self.duration.sorting_key)
elif option == Sorting.COUNTRY:
key.append(self.country.sorting_key)
elif option == Sorting.SCORE:
key.append(float('inf') if self.score is None else self.score)
elif option == Sorting.DELAY:
key.append(float('inf') if self.delay is None else self.delay)
else:
raise ValueError(f'Invalid sorting option: {option}.')

return tuple(key)


class Filter(NamedTuple):
"""Represents a set of mirror filtering options."""

countries: FrozenSet[str]
protocols: FrozenSet[str]
max_age: timedelta
regex_incl: Pattern
regex_excl: Pattern

def match(self, mirror: Mirror) -> bool:
"""Matches the mirror."""
if self.countries is not None:
if not any(mirror.country.match(c) for c in self.countries):
return False

if self.protocols is not None:
if mirror.url.scheme.lower() not in self.protocols:
return False

if self.max_age is not None:
if mirror.last_sync + self.max_age < datetime.now():
return False

if self.regex_incl is not None:
if not self.regex_incl.fullmatch(mirror.url.geturl()):
return False

if self.regex_excl is not None:
if self.regex_excl.fullmatch(mirror.url.geturl()):
return False

return True


if __name__ == '__main__':
try:
exit(main())
except KeyboardInterrupt:
LOGGER.error('Aborted by user.')
exit(1)



Python version: 3.7










share|improve this question











$endgroup$








  • 1




    $begingroup$
    Which Python 3 version is this supposed to run on? With my Python 3.6 I get an error when doing from __future__ import annotations and from re import Pattern .
    $endgroup$
    – Graipher
    1 hour ago
















3












$begingroup$


After having had a look at reflector's code base I decided to write a new, more lightweight mirror list optimizer from scratch: speculum.



The script queries the Arch Linux mirror list JSON endpoint and performs filtering, sorting and limiting of mirrors according to the user's input.



Any feedback is welcome.



#! /usr/bin/env python3
#
# speculum - An Arch Linux mirror list updater.
#
# Copyright (C) 2019 Richard Neumann <mail at richard dash neumann period de>
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
##############################################################################
"""Yet another Arch Linux mirrorlist optimizer."""

from __future__ import annotations
from argparse import ArgumentParser, Namespace
from datetime import datetime, timedelta
from enum import Enum
from json import load
from logging import INFO, basicConfig, getLogger
from os import linesep
from pathlib import Path
from re import error, compile, Pattern # pylint: disable=W0622
from sys import exit, stderr # pylint: disable=W0622
from typing import Callable, FrozenSet, Generator, Iterable, NamedTuple, Tuple
from urllib.request import urlopen
from urllib.parse import urlparse, ParseResult


MIRRORS_URL = 'https://www.archlinux.org/mirrors/status/json/'
DATE_FORMAT = '%Y-%m-%dT%H:%M:%S%z'
REPO_PATH = '$repo/os/$arch'
LOG_FORMAT = '[%(levelname)s] %(name)s: %(message)s'
LOGGER = getLogger(__file__)


def strings(string: str) -> filter:
"""Splits strings by comma."""

return filter(None, map(lambda s: s.strip().lower(), string.split(',')))


def stringset(string: str) -> FrozenSet[str]:
"""Returns a tuple of strings form a comma separated list."""

return frozenset(strings(string))


def hours(string: str) -> timedelta:
"""Returns a timedelta of the respective
amount of hours from a string.
"""

return timedelta(hours=int(string))


def regex(string: str) -> Pattern:
"""Returns a regular expression."""

try:
return compile(string)
except error:
raise ValueError(str(error))


def sorting(string: str) -> Tuple[Sorting]:
"""Returns a tuple of sorting options
from comma-separated string values.
"""

return tuple(Sorting.from_string(string))


def posint(string: str) -> int:
"""Returns a positive integer."""

integer = int(string)

if integer > 0:
return integer

raise ValueError('Integer must be greater than zero.')


def get_json() -> dict:
"""Returns the mirrors from the respective URL."""

with urlopen(MIRRORS_URL) as response:
return load(response)


def get_mirrors() -> Generator[Mirror]:
"""Yields the respective mirrors."""

for json in get_json()['urls']:
yield Mirror.from_json(json)


def get_sorting_key(order: Tuple[Sorting]) -> Callable:
"""Returns a key function to sort mirrors."""

now = datetime.now()

def key(mirror):
return mirror.get_sorting_key(order, now)

return key


def limit(mirrors: Iterable[Mirror], maximum: int) -> Generator[Mirror]:
"""Limit the amount of mirrors."""

for count, mirror in enumerate(mirrors, start=1):
if maximum is not None and count > maximum:
break

yield mirror


def get_args() -> Namespace:
"""Returns the parsed arguments."""

parser = ArgumentParser(description=__doc__)
parser.add_argument(
'--sort', '-s', type=sorting, default=None, metavar='sorting',
help='sort by the respective properties')
parser.add_argument(
'--reverse', '-r', action='store_true', help='sort in reversed order')
parser.add_argument(
'--countries', '-c', type=stringset, default=None, metavar='countries',
help='match mirrors of these countries')
parser.add_argument(
'--protocols', '-p', type=stringset, default=None, metavar='protocols',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--max-age', '-a', type=hours, default=None, metavar='max_age',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--regex-incl', '-i', type=regex, default=None, metavar='regex_incl',
help='match mirrors that match the regular expression')
parser.add_argument(
'--regex-excl', '-x', type=regex, default=None, metavar='regex_excl',
help='exclude mirrors that match the regular expression')
parser.add_argument(
'--limit', '-l', type=posint, default=None, metavar='file',
help='limit output to this amount of results')
parser.add_argument(
'--output', '-o', type=Path, default=None, metavar='file',
help='write the output to the specified file instead of stdout')
return parser.parse_args()


def dump_mirrors(mirrors: Iterable[Mirror], path: Path) -> int:
"""Dumps the mirrors to the given path."""

mirrorlist = linesep.join(mirror.mirrorlist_record for mirror in mirrors)

try:
with path.open('w') as file:
file.write(mirrorlist)
except PermissionError as permission_error:
LOGGER.error(permission_error)
return 1

return 0


def print_mirrors(mirrors: Iterable[Mirror]) -> int:
"""Prints the mirrors to STDOUT."""

for mirror in mirrors:
try:
print(mirror.mirrorlist_record, flush=True)
except BrokenPipeError:
stderr.close()
return 0

return 0


def main() -> int:
"""Filters and sorts the mirrors."""

basicConfig(level=INFO, format=LOG_FORMAT)
args = get_args()
mirrors = get_mirrors()
filters = Filter(
args.countries, args.protocols, args.max_age, args.regex_incl,
args.regex_excl)
mirrors = filter(filters.match, mirrors)
key = get_sorting_key(args.sort)
mirrors = sorted(mirrors, key=key, reverse=args.reverse)
mirrors = limit(mirrors, args.limit)
mirrors = tuple(mirrors)

if not mirrors and args.limit != 0:
LOGGER.error('No mirrors found.')
return 1

if args.limit is not None and len(mirrors) < args.limit:
LOGGER.warning('Filter yielded less mirrors than specified limit.')

if args.output:
return dump_mirrors(mirrors, args.output)

return print_mirrors(mirrors)


class Sorting(Enum):
"""Sorting options."""

AGE = 'age'
RATE = 'rate'
COUNTRY = 'country'
SCORE = 'score'
DELAY = 'delay'

@classmethod
def from_string(cls, string: str) -> Generator[Sorting]:
"""Returns a tuple of sortings from the respective string."""
for option in strings(string):
yield cls(option)


class Duration(NamedTuple):
"""Represents the duration data on a mirror."""

average: float
stddev: float

@property
def sorting_key(self) -> Tuple[float]:
"""Returns a sorting key."""
average = float('inf') if self.average is None else self.average
stddev = float('inf') if self.stddev is None else self.stddev
return (average, stddev)


class Country(NamedTuple):
"""Represents country information."""

name: str
code: str

def match(self, string: str) -> bool:
"""Matches a country description."""
return string.lower() in {self.name.lower(), self.code.lower()}

@property
def sorting_key(self) -> Tuple[str]:
"""Returns a sorting key."""
name = '~' if self.name is None else self.name
code = '~' if self.code is None else self.code
return (name, code)


class Mirror(NamedTuple):
"""Represents information about a mirror."""

url: ParseResult
last_sync: datetime
completion: float
delay: int
duration: Duration
score: float
active: bool
country: Country
isos: bool
ipv4: bool
ipv6: bool
details: ParseResult

@classmethod
def from_json(cls, json: dict) -> Mirror:
"""Returns a new mirror from a JSON-ish dict."""
url = urlparse(json['url'])
last_sync = json['last_sync']

if last_sync is not None:
last_sync = datetime.strptime(last_sync, DATE_FORMAT).replace(
tzinfo=None)

duration_avg = json['duration_avg']
duration_stddev = json['duration_stddev']
duration = Duration(duration_avg, duration_stddev)
country = json['country']
country_code = json['country_code']
country = Country(country, country_code)
details = urlparse(json['details'])
return cls(
url, last_sync, json['completion_pct'], json['delay'], duration,
json['score'], json['active'], country, json['isos'], json['ipv4'],
json['ipv6'], details)

@property
def mirrorlist_url(self) -> ParseResult:
"""Returns a mirror list URL."""
scheme, netloc, path, params, query, fragment = self.url

if not path.endswith('/'):
path += '/'

return ParseResult(
scheme, netloc, path + REPO_PATH, params, query, fragment)

@property
def mirrorlist_record(self) -> str:
"""Returns a mirror list record."""
return f'Server = {self.mirrorlist_url.geturl()}'

def get_sorting_key(self, order: Tuple[Sorting], now: datetime) -> Tuple:
"""Returns a tuple of the soring keys in the desired order."""
if not order:
return ()

key = []

for option in order:
if option == Sorting.AGE:
if self.last_sync is None:
key.append(now - datetime.fromtimestamp(0))
else:
key.append(now - self.last_sync)
elif option == Sorting.RATE:
key.append(self.duration.sorting_key)
elif option == Sorting.COUNTRY:
key.append(self.country.sorting_key)
elif option == Sorting.SCORE:
key.append(float('inf') if self.score is None else self.score)
elif option == Sorting.DELAY:
key.append(float('inf') if self.delay is None else self.delay)
else:
raise ValueError(f'Invalid sorting option: {option}.')

return tuple(key)


class Filter(NamedTuple):
"""Represents a set of mirror filtering options."""

countries: FrozenSet[str]
protocols: FrozenSet[str]
max_age: timedelta
regex_incl: Pattern
regex_excl: Pattern

def match(self, mirror: Mirror) -> bool:
"""Matches the mirror."""
if self.countries is not None:
if not any(mirror.country.match(c) for c in self.countries):
return False

if self.protocols is not None:
if mirror.url.scheme.lower() not in self.protocols:
return False

if self.max_age is not None:
if mirror.last_sync + self.max_age < datetime.now():
return False

if self.regex_incl is not None:
if not self.regex_incl.fullmatch(mirror.url.geturl()):
return False

if self.regex_excl is not None:
if self.regex_excl.fullmatch(mirror.url.geturl()):
return False

return True


if __name__ == '__main__':
try:
exit(main())
except KeyboardInterrupt:
LOGGER.error('Aborted by user.')
exit(1)



Python version: 3.7










share|improve this question











$endgroup$








  • 1




    $begingroup$
    Which Python 3 version is this supposed to run on? With my Python 3.6 I get an error when doing from __future__ import annotations and from re import Pattern .
    $endgroup$
    – Graipher
    1 hour ago














3












3








3





$begingroup$


After having had a look at reflector's code base I decided to write a new, more lightweight mirror list optimizer from scratch: speculum.



The script queries the Arch Linux mirror list JSON endpoint and performs filtering, sorting and limiting of mirrors according to the user's input.



Any feedback is welcome.



#! /usr/bin/env python3
#
# speculum - An Arch Linux mirror list updater.
#
# Copyright (C) 2019 Richard Neumann <mail at richard dash neumann period de>
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
##############################################################################
"""Yet another Arch Linux mirrorlist optimizer."""

from __future__ import annotations
from argparse import ArgumentParser, Namespace
from datetime import datetime, timedelta
from enum import Enum
from json import load
from logging import INFO, basicConfig, getLogger
from os import linesep
from pathlib import Path
from re import error, compile, Pattern # pylint: disable=W0622
from sys import exit, stderr # pylint: disable=W0622
from typing import Callable, FrozenSet, Generator, Iterable, NamedTuple, Tuple
from urllib.request import urlopen
from urllib.parse import urlparse, ParseResult


MIRRORS_URL = 'https://www.archlinux.org/mirrors/status/json/'
DATE_FORMAT = '%Y-%m-%dT%H:%M:%S%z'
REPO_PATH = '$repo/os/$arch'
LOG_FORMAT = '[%(levelname)s] %(name)s: %(message)s'
LOGGER = getLogger(__file__)


def strings(string: str) -> filter:
"""Splits strings by comma."""

return filter(None, map(lambda s: s.strip().lower(), string.split(',')))


def stringset(string: str) -> FrozenSet[str]:
"""Returns a tuple of strings form a comma separated list."""

return frozenset(strings(string))


def hours(string: str) -> timedelta:
"""Returns a timedelta of the respective
amount of hours from a string.
"""

return timedelta(hours=int(string))


def regex(string: str) -> Pattern:
"""Returns a regular expression."""

try:
return compile(string)
except error:
raise ValueError(str(error))


def sorting(string: str) -> Tuple[Sorting]:
"""Returns a tuple of sorting options
from comma-separated string values.
"""

return tuple(Sorting.from_string(string))


def posint(string: str) -> int:
"""Returns a positive integer."""

integer = int(string)

if integer > 0:
return integer

raise ValueError('Integer must be greater than zero.')


def get_json() -> dict:
"""Returns the mirrors from the respective URL."""

with urlopen(MIRRORS_URL) as response:
return load(response)


def get_mirrors() -> Generator[Mirror]:
"""Yields the respective mirrors."""

for json in get_json()['urls']:
yield Mirror.from_json(json)


def get_sorting_key(order: Tuple[Sorting]) -> Callable:
"""Returns a key function to sort mirrors."""

now = datetime.now()

def key(mirror):
return mirror.get_sorting_key(order, now)

return key


def limit(mirrors: Iterable[Mirror], maximum: int) -> Generator[Mirror]:
"""Limit the amount of mirrors."""

for count, mirror in enumerate(mirrors, start=1):
if maximum is not None and count > maximum:
break

yield mirror


def get_args() -> Namespace:
"""Returns the parsed arguments."""

parser = ArgumentParser(description=__doc__)
parser.add_argument(
'--sort', '-s', type=sorting, default=None, metavar='sorting',
help='sort by the respective properties')
parser.add_argument(
'--reverse', '-r', action='store_true', help='sort in reversed order')
parser.add_argument(
'--countries', '-c', type=stringset, default=None, metavar='countries',
help='match mirrors of these countries')
parser.add_argument(
'--protocols', '-p', type=stringset, default=None, metavar='protocols',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--max-age', '-a', type=hours, default=None, metavar='max_age',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--regex-incl', '-i', type=regex, default=None, metavar='regex_incl',
help='match mirrors that match the regular expression')
parser.add_argument(
'--regex-excl', '-x', type=regex, default=None, metavar='regex_excl',
help='exclude mirrors that match the regular expression')
parser.add_argument(
'--limit', '-l', type=posint, default=None, metavar='file',
help='limit output to this amount of results')
parser.add_argument(
'--output', '-o', type=Path, default=None, metavar='file',
help='write the output to the specified file instead of stdout')
return parser.parse_args()


def dump_mirrors(mirrors: Iterable[Mirror], path: Path) -> int:
"""Dumps the mirrors to the given path."""

mirrorlist = linesep.join(mirror.mirrorlist_record for mirror in mirrors)

try:
with path.open('w') as file:
file.write(mirrorlist)
except PermissionError as permission_error:
LOGGER.error(permission_error)
return 1

return 0


def print_mirrors(mirrors: Iterable[Mirror]) -> int:
"""Prints the mirrors to STDOUT."""

for mirror in mirrors:
try:
print(mirror.mirrorlist_record, flush=True)
except BrokenPipeError:
stderr.close()
return 0

return 0


def main() -> int:
"""Filters and sorts the mirrors."""

basicConfig(level=INFO, format=LOG_FORMAT)
args = get_args()
mirrors = get_mirrors()
filters = Filter(
args.countries, args.protocols, args.max_age, args.regex_incl,
args.regex_excl)
mirrors = filter(filters.match, mirrors)
key = get_sorting_key(args.sort)
mirrors = sorted(mirrors, key=key, reverse=args.reverse)
mirrors = limit(mirrors, args.limit)
mirrors = tuple(mirrors)

if not mirrors and args.limit != 0:
LOGGER.error('No mirrors found.')
return 1

if args.limit is not None and len(mirrors) < args.limit:
LOGGER.warning('Filter yielded less mirrors than specified limit.')

if args.output:
return dump_mirrors(mirrors, args.output)

return print_mirrors(mirrors)


class Sorting(Enum):
"""Sorting options."""

AGE = 'age'
RATE = 'rate'
COUNTRY = 'country'
SCORE = 'score'
DELAY = 'delay'

@classmethod
def from_string(cls, string: str) -> Generator[Sorting]:
"""Returns a tuple of sortings from the respective string."""
for option in strings(string):
yield cls(option)


class Duration(NamedTuple):
"""Represents the duration data on a mirror."""

average: float
stddev: float

@property
def sorting_key(self) -> Tuple[float]:
"""Returns a sorting key."""
average = float('inf') if self.average is None else self.average
stddev = float('inf') if self.stddev is None else self.stddev
return (average, stddev)


class Country(NamedTuple):
"""Represents country information."""

name: str
code: str

def match(self, string: str) -> bool:
"""Matches a country description."""
return string.lower() in {self.name.lower(), self.code.lower()}

@property
def sorting_key(self) -> Tuple[str]:
"""Returns a sorting key."""
name = '~' if self.name is None else self.name
code = '~' if self.code is None else self.code
return (name, code)


class Mirror(NamedTuple):
"""Represents information about a mirror."""

url: ParseResult
last_sync: datetime
completion: float
delay: int
duration: Duration
score: float
active: bool
country: Country
isos: bool
ipv4: bool
ipv6: bool
details: ParseResult

@classmethod
def from_json(cls, json: dict) -> Mirror:
"""Returns a new mirror from a JSON-ish dict."""
url = urlparse(json['url'])
last_sync = json['last_sync']

if last_sync is not None:
last_sync = datetime.strptime(last_sync, DATE_FORMAT).replace(
tzinfo=None)

duration_avg = json['duration_avg']
duration_stddev = json['duration_stddev']
duration = Duration(duration_avg, duration_stddev)
country = json['country']
country_code = json['country_code']
country = Country(country, country_code)
details = urlparse(json['details'])
return cls(
url, last_sync, json['completion_pct'], json['delay'], duration,
json['score'], json['active'], country, json['isos'], json['ipv4'],
json['ipv6'], details)

@property
def mirrorlist_url(self) -> ParseResult:
"""Returns a mirror list URL."""
scheme, netloc, path, params, query, fragment = self.url

if not path.endswith('/'):
path += '/'

return ParseResult(
scheme, netloc, path + REPO_PATH, params, query, fragment)

@property
def mirrorlist_record(self) -> str:
"""Returns a mirror list record."""
return f'Server = {self.mirrorlist_url.geturl()}'

def get_sorting_key(self, order: Tuple[Sorting], now: datetime) -> Tuple:
"""Returns a tuple of the soring keys in the desired order."""
if not order:
return ()

key = []

for option in order:
if option == Sorting.AGE:
if self.last_sync is None:
key.append(now - datetime.fromtimestamp(0))
else:
key.append(now - self.last_sync)
elif option == Sorting.RATE:
key.append(self.duration.sorting_key)
elif option == Sorting.COUNTRY:
key.append(self.country.sorting_key)
elif option == Sorting.SCORE:
key.append(float('inf') if self.score is None else self.score)
elif option == Sorting.DELAY:
key.append(float('inf') if self.delay is None else self.delay)
else:
raise ValueError(f'Invalid sorting option: {option}.')

return tuple(key)


class Filter(NamedTuple):
"""Represents a set of mirror filtering options."""

countries: FrozenSet[str]
protocols: FrozenSet[str]
max_age: timedelta
regex_incl: Pattern
regex_excl: Pattern

def match(self, mirror: Mirror) -> bool:
"""Matches the mirror."""
if self.countries is not None:
if not any(mirror.country.match(c) for c in self.countries):
return False

if self.protocols is not None:
if mirror.url.scheme.lower() not in self.protocols:
return False

if self.max_age is not None:
if mirror.last_sync + self.max_age < datetime.now():
return False

if self.regex_incl is not None:
if not self.regex_incl.fullmatch(mirror.url.geturl()):
return False

if self.regex_excl is not None:
if self.regex_excl.fullmatch(mirror.url.geturl()):
return False

return True


if __name__ == '__main__':
try:
exit(main())
except KeyboardInterrupt:
LOGGER.error('Aborted by user.')
exit(1)



Python version: 3.7










share|improve this question











$endgroup$




After having had a look at reflector's code base I decided to write a new, more lightweight mirror list optimizer from scratch: speculum.



The script queries the Arch Linux mirror list JSON endpoint and performs filtering, sorting and limiting of mirrors according to the user's input.



Any feedback is welcome.



#! /usr/bin/env python3
#
# speculum - An Arch Linux mirror list updater.
#
# Copyright (C) 2019 Richard Neumann <mail at richard dash neumann period de>
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
##############################################################################
"""Yet another Arch Linux mirrorlist optimizer."""

from __future__ import annotations
from argparse import ArgumentParser, Namespace
from datetime import datetime, timedelta
from enum import Enum
from json import load
from logging import INFO, basicConfig, getLogger
from os import linesep
from pathlib import Path
from re import error, compile, Pattern # pylint: disable=W0622
from sys import exit, stderr # pylint: disable=W0622
from typing import Callable, FrozenSet, Generator, Iterable, NamedTuple, Tuple
from urllib.request import urlopen
from urllib.parse import urlparse, ParseResult


MIRRORS_URL = 'https://www.archlinux.org/mirrors/status/json/'
DATE_FORMAT = '%Y-%m-%dT%H:%M:%S%z'
REPO_PATH = '$repo/os/$arch'
LOG_FORMAT = '[%(levelname)s] %(name)s: %(message)s'
LOGGER = getLogger(__file__)


def strings(string: str) -> filter:
"""Splits strings by comma."""

return filter(None, map(lambda s: s.strip().lower(), string.split(',')))


def stringset(string: str) -> FrozenSet[str]:
"""Returns a tuple of strings form a comma separated list."""

return frozenset(strings(string))


def hours(string: str) -> timedelta:
"""Returns a timedelta of the respective
amount of hours from a string.
"""

return timedelta(hours=int(string))


def regex(string: str) -> Pattern:
"""Returns a regular expression."""

try:
return compile(string)
except error:
raise ValueError(str(error))


def sorting(string: str) -> Tuple[Sorting]:
"""Returns a tuple of sorting options
from comma-separated string values.
"""

return tuple(Sorting.from_string(string))


def posint(string: str) -> int:
"""Returns a positive integer."""

integer = int(string)

if integer > 0:
return integer

raise ValueError('Integer must be greater than zero.')


def get_json() -> dict:
"""Returns the mirrors from the respective URL."""

with urlopen(MIRRORS_URL) as response:
return load(response)


def get_mirrors() -> Generator[Mirror]:
"""Yields the respective mirrors."""

for json in get_json()['urls']:
yield Mirror.from_json(json)


def get_sorting_key(order: Tuple[Sorting]) -> Callable:
"""Returns a key function to sort mirrors."""

now = datetime.now()

def key(mirror):
return mirror.get_sorting_key(order, now)

return key


def limit(mirrors: Iterable[Mirror], maximum: int) -> Generator[Mirror]:
"""Limit the amount of mirrors."""

for count, mirror in enumerate(mirrors, start=1):
if maximum is not None and count > maximum:
break

yield mirror


def get_args() -> Namespace:
"""Returns the parsed arguments."""

parser = ArgumentParser(description=__doc__)
parser.add_argument(
'--sort', '-s', type=sorting, default=None, metavar='sorting',
help='sort by the respective properties')
parser.add_argument(
'--reverse', '-r', action='store_true', help='sort in reversed order')
parser.add_argument(
'--countries', '-c', type=stringset, default=None, metavar='countries',
help='match mirrors of these countries')
parser.add_argument(
'--protocols', '-p', type=stringset, default=None, metavar='protocols',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--max-age', '-a', type=hours, default=None, metavar='max_age',
help='match mirrors that use one of the specified protocols')
parser.add_argument(
'--regex-incl', '-i', type=regex, default=None, metavar='regex_incl',
help='match mirrors that match the regular expression')
parser.add_argument(
'--regex-excl', '-x', type=regex, default=None, metavar='regex_excl',
help='exclude mirrors that match the regular expression')
parser.add_argument(
'--limit', '-l', type=posint, default=None, metavar='file',
help='limit output to this amount of results')
parser.add_argument(
'--output', '-o', type=Path, default=None, metavar='file',
help='write the output to the specified file instead of stdout')
return parser.parse_args()


def dump_mirrors(mirrors: Iterable[Mirror], path: Path) -> int:
"""Dumps the mirrors to the given path."""

mirrorlist = linesep.join(mirror.mirrorlist_record for mirror in mirrors)

try:
with path.open('w') as file:
file.write(mirrorlist)
except PermissionError as permission_error:
LOGGER.error(permission_error)
return 1

return 0


def print_mirrors(mirrors: Iterable[Mirror]) -> int:
"""Prints the mirrors to STDOUT."""

for mirror in mirrors:
try:
print(mirror.mirrorlist_record, flush=True)
except BrokenPipeError:
stderr.close()
return 0

return 0


def main() -> int:
"""Filters and sorts the mirrors."""

basicConfig(level=INFO, format=LOG_FORMAT)
args = get_args()
mirrors = get_mirrors()
filters = Filter(
args.countries, args.protocols, args.max_age, args.regex_incl,
args.regex_excl)
mirrors = filter(filters.match, mirrors)
key = get_sorting_key(args.sort)
mirrors = sorted(mirrors, key=key, reverse=args.reverse)
mirrors = limit(mirrors, args.limit)
mirrors = tuple(mirrors)

if not mirrors and args.limit != 0:
LOGGER.error('No mirrors found.')
return 1

if args.limit is not None and len(mirrors) < args.limit:
LOGGER.warning('Filter yielded less mirrors than specified limit.')

if args.output:
return dump_mirrors(mirrors, args.output)

return print_mirrors(mirrors)


class Sorting(Enum):
"""Sorting options."""

AGE = 'age'
RATE = 'rate'
COUNTRY = 'country'
SCORE = 'score'
DELAY = 'delay'

@classmethod
def from_string(cls, string: str) -> Generator[Sorting]:
"""Returns a tuple of sortings from the respective string."""
for option in strings(string):
yield cls(option)


class Duration(NamedTuple):
"""Represents the duration data on a mirror."""

average: float
stddev: float

@property
def sorting_key(self) -> Tuple[float]:
"""Returns a sorting key."""
average = float('inf') if self.average is None else self.average
stddev = float('inf') if self.stddev is None else self.stddev
return (average, stddev)


class Country(NamedTuple):
"""Represents country information."""

name: str
code: str

def match(self, string: str) -> bool:
"""Matches a country description."""
return string.lower() in {self.name.lower(), self.code.lower()}

@property
def sorting_key(self) -> Tuple[str]:
"""Returns a sorting key."""
name = '~' if self.name is None else self.name
code = '~' if self.code is None else self.code
return (name, code)


class Mirror(NamedTuple):
"""Represents information about a mirror."""

url: ParseResult
last_sync: datetime
completion: float
delay: int
duration: Duration
score: float
active: bool
country: Country
isos: bool
ipv4: bool
ipv6: bool
details: ParseResult

@classmethod
def from_json(cls, json: dict) -> Mirror:
"""Returns a new mirror from a JSON-ish dict."""
url = urlparse(json['url'])
last_sync = json['last_sync']

if last_sync is not None:
last_sync = datetime.strptime(last_sync, DATE_FORMAT).replace(
tzinfo=None)

duration_avg = json['duration_avg']
duration_stddev = json['duration_stddev']
duration = Duration(duration_avg, duration_stddev)
country = json['country']
country_code = json['country_code']
country = Country(country, country_code)
details = urlparse(json['details'])
return cls(
url, last_sync, json['completion_pct'], json['delay'], duration,
json['score'], json['active'], country, json['isos'], json['ipv4'],
json['ipv6'], details)

@property
def mirrorlist_url(self) -> ParseResult:
"""Returns a mirror list URL."""
scheme, netloc, path, params, query, fragment = self.url

if not path.endswith('/'):
path += '/'

return ParseResult(
scheme, netloc, path + REPO_PATH, params, query, fragment)

@property
def mirrorlist_record(self) -> str:
"""Returns a mirror list record."""
return f'Server = {self.mirrorlist_url.geturl()}'

def get_sorting_key(self, order: Tuple[Sorting], now: datetime) -> Tuple:
"""Returns a tuple of the soring keys in the desired order."""
if not order:
return ()

key = []

for option in order:
if option == Sorting.AGE:
if self.last_sync is None:
key.append(now - datetime.fromtimestamp(0))
else:
key.append(now - self.last_sync)
elif option == Sorting.RATE:
key.append(self.duration.sorting_key)
elif option == Sorting.COUNTRY:
key.append(self.country.sorting_key)
elif option == Sorting.SCORE:
key.append(float('inf') if self.score is None else self.score)
elif option == Sorting.DELAY:
key.append(float('inf') if self.delay is None else self.delay)
else:
raise ValueError(f'Invalid sorting option: {option}.')

return tuple(key)


class Filter(NamedTuple):
"""Represents a set of mirror filtering options."""

countries: FrozenSet[str]
protocols: FrozenSet[str]
max_age: timedelta
regex_incl: Pattern
regex_excl: Pattern

def match(self, mirror: Mirror) -> bool:
"""Matches the mirror."""
if self.countries is not None:
if not any(mirror.country.match(c) for c in self.countries):
return False

if self.protocols is not None:
if mirror.url.scheme.lower() not in self.protocols:
return False

if self.max_age is not None:
if mirror.last_sync + self.max_age < datetime.now():
return False

if self.regex_incl is not None:
if not self.regex_incl.fullmatch(mirror.url.geturl()):
return False

if self.regex_excl is not None:
if self.regex_excl.fullmatch(mirror.url.geturl()):
return False

return True


if __name__ == '__main__':
try:
exit(main())
except KeyboardInterrupt:
LOGGER.error('Aborted by user.')
exit(1)



Python version: 3.7







python python-3.x






share|improve this question















share|improve this question













share|improve this question




share|improve this question








edited 56 mins ago







Richard Neumann

















asked 1 hour ago









Richard NeumannRichard Neumann

1,906724




1,906724








  • 1




    $begingroup$
    Which Python 3 version is this supposed to run on? With my Python 3.6 I get an error when doing from __future__ import annotations and from re import Pattern .
    $endgroup$
    – Graipher
    1 hour ago














  • 1




    $begingroup$
    Which Python 3 version is this supposed to run on? With my Python 3.6 I get an error when doing from __future__ import annotations and from re import Pattern .
    $endgroup$
    – Graipher
    1 hour ago








1




1




$begingroup$
Which Python 3 version is this supposed to run on? With my Python 3.6 I get an error when doing from __future__ import annotations and from re import Pattern .
$endgroup$
– Graipher
1 hour ago




$begingroup$
Which Python 3 version is this supposed to run on? With my Python 3.6 I get an error when doing from __future__ import annotations and from re import Pattern .
$endgroup$
– Graipher
1 hour ago










1 Answer
1






active

oldest

votes


















3












$begingroup$

The classic Python file structure is this:



import this

class Foo:
def methods(self):
pass

def function():
pass

def main():
pass

if __name__ == "__main__":
main()


While you do have all of those elements, by putting the classes all the way at the end you had me quite confused.





In your regex function you are just printing the name of the exception, not the exception text. So you will always just get back ValueError: <class 'sre_constants.error'> instead of a helpful description. Just use as:



def regex(string: str) -> Pattern:
"""Returns a regular expression."""
try:
return compile(string)
except error as e:
raise ValueError(str(e))




I think you have slightly over-engineered this. Instead I would use a simple pandas.DataFrame, which can easily be filtered and sorted. I am going to forgo the command line interface and hardcode the values, you seem to have that part down.



(tbc)



import pandas as pd
from datetime import datetime

sort = "age,country"
countries = "US,Germany"
max_age = 10

mirrors = get_json()
df = pd.DataFrame(mirrors['urls'])
df['age'] = datetime.now() - pd.to_datetime(df.last_sync)





share|improve this answer











$endgroup$













  • $begingroup$
    Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
    $endgroup$
    – Richard Neumann
    36 mins ago






  • 1




    $begingroup$
    @RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
    $endgroup$
    – Graipher
    33 mins ago











Your Answer





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1 Answer
1






active

oldest

votes








1 Answer
1






active

oldest

votes









active

oldest

votes






active

oldest

votes









3












$begingroup$

The classic Python file structure is this:



import this

class Foo:
def methods(self):
pass

def function():
pass

def main():
pass

if __name__ == "__main__":
main()


While you do have all of those elements, by putting the classes all the way at the end you had me quite confused.





In your regex function you are just printing the name of the exception, not the exception text. So you will always just get back ValueError: <class 'sre_constants.error'> instead of a helpful description. Just use as:



def regex(string: str) -> Pattern:
"""Returns a regular expression."""
try:
return compile(string)
except error as e:
raise ValueError(str(e))




I think you have slightly over-engineered this. Instead I would use a simple pandas.DataFrame, which can easily be filtered and sorted. I am going to forgo the command line interface and hardcode the values, you seem to have that part down.



(tbc)



import pandas as pd
from datetime import datetime

sort = "age,country"
countries = "US,Germany"
max_age = 10

mirrors = get_json()
df = pd.DataFrame(mirrors['urls'])
df['age'] = datetime.now() - pd.to_datetime(df.last_sync)





share|improve this answer











$endgroup$













  • $begingroup$
    Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
    $endgroup$
    – Richard Neumann
    36 mins ago






  • 1




    $begingroup$
    @RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
    $endgroup$
    – Graipher
    33 mins ago
















3












$begingroup$

The classic Python file structure is this:



import this

class Foo:
def methods(self):
pass

def function():
pass

def main():
pass

if __name__ == "__main__":
main()


While you do have all of those elements, by putting the classes all the way at the end you had me quite confused.





In your regex function you are just printing the name of the exception, not the exception text. So you will always just get back ValueError: <class 'sre_constants.error'> instead of a helpful description. Just use as:



def regex(string: str) -> Pattern:
"""Returns a regular expression."""
try:
return compile(string)
except error as e:
raise ValueError(str(e))




I think you have slightly over-engineered this. Instead I would use a simple pandas.DataFrame, which can easily be filtered and sorted. I am going to forgo the command line interface and hardcode the values, you seem to have that part down.



(tbc)



import pandas as pd
from datetime import datetime

sort = "age,country"
countries = "US,Germany"
max_age = 10

mirrors = get_json()
df = pd.DataFrame(mirrors['urls'])
df['age'] = datetime.now() - pd.to_datetime(df.last_sync)





share|improve this answer











$endgroup$













  • $begingroup$
    Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
    $endgroup$
    – Richard Neumann
    36 mins ago






  • 1




    $begingroup$
    @RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
    $endgroup$
    – Graipher
    33 mins ago














3












3








3





$begingroup$

The classic Python file structure is this:



import this

class Foo:
def methods(self):
pass

def function():
pass

def main():
pass

if __name__ == "__main__":
main()


While you do have all of those elements, by putting the classes all the way at the end you had me quite confused.





In your regex function you are just printing the name of the exception, not the exception text. So you will always just get back ValueError: <class 'sre_constants.error'> instead of a helpful description. Just use as:



def regex(string: str) -> Pattern:
"""Returns a regular expression."""
try:
return compile(string)
except error as e:
raise ValueError(str(e))




I think you have slightly over-engineered this. Instead I would use a simple pandas.DataFrame, which can easily be filtered and sorted. I am going to forgo the command line interface and hardcode the values, you seem to have that part down.



(tbc)



import pandas as pd
from datetime import datetime

sort = "age,country"
countries = "US,Germany"
max_age = 10

mirrors = get_json()
df = pd.DataFrame(mirrors['urls'])
df['age'] = datetime.now() - pd.to_datetime(df.last_sync)





share|improve this answer











$endgroup$



The classic Python file structure is this:



import this

class Foo:
def methods(self):
pass

def function():
pass

def main():
pass

if __name__ == "__main__":
main()


While you do have all of those elements, by putting the classes all the way at the end you had me quite confused.





In your regex function you are just printing the name of the exception, not the exception text. So you will always just get back ValueError: <class 'sre_constants.error'> instead of a helpful description. Just use as:



def regex(string: str) -> Pattern:
"""Returns a regular expression."""
try:
return compile(string)
except error as e:
raise ValueError(str(e))




I think you have slightly over-engineered this. Instead I would use a simple pandas.DataFrame, which can easily be filtered and sorted. I am going to forgo the command line interface and hardcode the values, you seem to have that part down.



(tbc)



import pandas as pd
from datetime import datetime

sort = "age,country"
countries = "US,Germany"
max_age = 10

mirrors = get_json()
df = pd.DataFrame(mirrors['urls'])
df['age'] = datetime.now() - pd.to_datetime(df.last_sync)






share|improve this answer














share|improve this answer



share|improve this answer








edited 33 mins ago

























answered 49 mins ago









GraipherGraipher

25.1k53687




25.1k53687












  • $begingroup$
    Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
    $endgroup$
    – Richard Neumann
    36 mins ago






  • 1




    $begingroup$
    @RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
    $endgroup$
    – Graipher
    33 mins ago


















  • $begingroup$
    Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
    $endgroup$
    – Richard Neumann
    36 mins ago






  • 1




    $begingroup$
    @RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
    $endgroup$
    – Graipher
    33 mins ago
















$begingroup$
Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
$endgroup$
– Richard Neumann
36 mins ago




$begingroup$
Thanks. But regarding the style I thought it was: imports, Exceptions, functions, classes.
$endgroup$
– Richard Neumann
36 mins ago




1




1




$begingroup$
@RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
$endgroup$
– Graipher
33 mins ago




$begingroup$
@RichardNeumann: I'll try to find a reference and finish the alternative solution after lunch...
$endgroup$
– Graipher
33 mins ago


















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