incubator-airflow/airflow/stats.py

265 строки
9.5 KiB
Python

#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import logging
import socket
import string
import textwrap
from functools import wraps
from typing import TYPE_CHECKING, Callable, Optional, TypeVar, cast
from airflow.configuration import conf
from airflow.exceptions import AirflowConfigException, InvalidStatsNameException
from airflow.typing_compat import Protocol
log = logging.getLogger(__name__)
class StatsLogger(Protocol):
"""This class is only used for TypeChecking (for IDEs, mypy, pylint, etc)"""
def incr(cls, stat: str, count: int = 1, rate: int = 1) -> None:
...
def decr(cls, stat: str, count: int = 1, rate: int = 1) -> None:
...
def gauge(cls, stat: str, value: float, rate: int = 1, delta: bool = False) -> None:
...
def timing(cls, stat: str, dt) -> None:
...
class DummyStatsLogger:
"""If no StatsLogger is configured, DummyStatsLogger is used as a fallback"""
@classmethod
def incr(cls, stat, count=1, rate=1):
pass
@classmethod
def decr(cls, stat, count=1, rate=1):
pass
@classmethod
def gauge(cls, stat, value, rate=1, delta=False):
pass
@classmethod
def timing(cls, stat, dt):
pass
# Only characters in the character set are considered valid
# for the stat_name if stat_name_default_handler is used.
ALLOWED_CHARACTERS = set(string.ascii_letters + string.digits + '_.-')
def stat_name_default_handler(stat_name, max_length=250) -> str:
"""A function that validate the statsd stat name, apply changes to the stat name
if necessary and return the transformed stat name.
"""
if not isinstance(stat_name, str):
raise InvalidStatsNameException('The stat_name has to be a string')
if len(stat_name) > max_length:
raise InvalidStatsNameException(textwrap.dedent("""\
The stat_name ({stat_name}) has to be less than {max_length} characters.
""".format(stat_name=stat_name, max_length=max_length)))
if not all((c in ALLOWED_CHARACTERS) for c in stat_name):
raise InvalidStatsNameException(textwrap.dedent("""\
The stat name ({stat_name}) has to be composed with characters in
{allowed_characters}.
""".format(stat_name=stat_name,
allowed_characters=ALLOWED_CHARACTERS)))
return stat_name
def get_current_handler_stat_name_func() -> Callable[[str], str]:
"""Get Stat Name Handler from airflow.cfg"""
return conf.getimport('scheduler', 'stat_name_handler') or stat_name_default_handler
T = TypeVar("T", bound=Callable) # pylint: disable=invalid-name
def validate_stat(fn: T) -> T:
"""Check if stat name contains invalid characters.
Log and not emit stats if name is invalid
"""
@wraps(fn)
def wrapper(_self, stat, *args, **kwargs):
try:
handler_stat_name_func = get_current_handler_stat_name_func()
stat_name = handler_stat_name_func(stat)
return fn(_self, stat_name, *args, **kwargs)
except InvalidStatsNameException:
log.error('Invalid stat name: %s.', stat, exc_info=True)
return
return cast(T, wrapper)
class AllowListValidator:
"""Class to filter unwanted stats"""
def __init__(self, allow_list=None):
if allow_list:
self.allow_list = tuple([item.strip().lower() for item in allow_list.split(',')])
else:
self.allow_list = None
def test(self, stat):
if self.allow_list is not None:
return stat.strip().lower().startswith(self.allow_list)
else:
return True # default is all metrics allowed
class SafeStatsdLogger:
"""Statsd Logger"""
def __init__(self, statsd_client, allow_list_validator=AllowListValidator()):
self.statsd = statsd_client
self.allow_list_validator = allow_list_validator
@validate_stat
def incr(self, stat, count=1, rate=1):
if self.allow_list_validator.test(stat):
return self.statsd.incr(stat, count, rate)
@validate_stat
def decr(self, stat, count=1, rate=1):
if self.allow_list_validator.test(stat):
return self.statsd.decr(stat, count, rate)
@validate_stat
def gauge(self, stat, value, rate=1, delta=False):
if self.allow_list_validator.test(stat):
return self.statsd.gauge(stat, value, rate, delta)
@validate_stat
def timing(self, stat, dt):
if self.allow_list_validator.test(stat):
return self.statsd.timing(stat, dt)
class SafeDogStatsdLogger:
"""DogStatsd Logger"""
def __init__(self, dogstatsd_client, allow_list_validator=AllowListValidator()):
self.dogstatsd = dogstatsd_client
self.allow_list_validator = allow_list_validator
@validate_stat
def incr(self, stat, count=1, rate=1, tags=None):
if self.allow_list_validator.test(stat):
tags = tags or []
return self.dogstatsd.increment(metric=stat, value=count, tags=tags, sample_rate=rate)
@validate_stat
def decr(self, stat, count=1, rate=1, tags=None):
if self.allow_list_validator.test(stat):
tags = tags or []
return self.dogstatsd.decrement(metric=stat, value=count, tags=tags, sample_rate=rate)
@validate_stat
def gauge(self, stat, value, rate=1, delta=False, tags=None):
if self.allow_list_validator.test(stat):
tags = tags or []
return self.dogstatsd.gauge(metric=stat, value=value, tags=tags, sample_rate=rate)
@validate_stat
def timing(self, stat, dt, tags=None):
if self.allow_list_validator.test(stat):
tags = tags or []
return self.dogstatsd.timing(metric=stat, value=dt, tags=tags)
class _Stats(type):
instance: Optional[StatsLogger] = None
def __getattr__(cls, name):
return getattr(cls.instance, name)
def __init__(self, *args, **kwargs):
super().__init__(self)
if self.__class__.instance is None:
try:
is_datadog_enabled_defined = conf.has_option('scheduler', 'statsd_datadog_enabled')
if is_datadog_enabled_defined and conf.getboolean('scheduler', 'statsd_datadog_enabled'):
self.__class__.instance = self.get_dogstatsd_logger()
elif conf.getboolean('scheduler', 'statsd_on'):
self.__class__.instance = self.get_statsd_logger()
else:
self.__class__.instance = DummyStatsLogger()
except (socket.gaierror, ImportError) as e:
log.error("Could not configure StatsClient: %s, using DummyStatsLogger instead.", e)
self.__class__.instance = DummyStatsLogger()
def get_statsd_logger(self):
if conf.getboolean('scheduler', 'statsd_on'):
from statsd import StatsClient
if conf.has_option('scheduler', 'statsd_custom_client_path'):
stats_class = conf.getimport('scheduler', 'statsd_custom_client_path')
if not issubclass(stats_class, StatsClient):
raise AirflowConfigException(
"Your custom Statsd client must extend the statsd.StatsClient in order to ensure "
"backwards compatibility."
)
else:
log.info("Successfully loaded custom Statsd client")
else:
stats_class = StatsClient
statsd = stats_class(
host=conf.get('scheduler', 'statsd_host'),
port=conf.getint('scheduler', 'statsd_port'),
prefix=conf.get('scheduler', 'statsd_prefix'))
allow_list_validator = AllowListValidator(conf.get('scheduler', 'statsd_allow_list', fallback=None))
return SafeStatsdLogger(statsd, allow_list_validator)
def get_dogstatsd_logger(self):
from datadog import DogStatsd
dogstatsd = DogStatsd(
host=conf.get('scheduler', 'statsd_host'),
port=conf.getint('scheduler', 'statsd_port'),
namespace=conf.get('scheduler', 'statsd_prefix'),
constant_tags=self.get_constant_tags())
dogstatsd_allow_list = conf.get('scheduler', 'statsd_allow_list', fallback=None)
allow_list_validator = AllowListValidator(dogstatsd_allow_list)
return SafeDogStatsdLogger(dogstatsd, allow_list_validator)
def get_constant_tags(self):
tags = []
tags_in_string = conf.get('scheduler', 'statsd_datadog_tags', fallback=None)
if tags_in_string is None or tags_in_string == '':
return tags
else:
for key_value in tags_in_string.split(','):
tags.append(key_value)
return tags
if TYPE_CHECKING:
Stats: StatsLogger
else:
class Stats(metaclass=_Stats): # noqa: D101
pass