armada/armada/handlers/metrics.py

176 lines
6.2 KiB
Python

# Copyright 2019 The Armada Authors.
#
# Licensed 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.
from contextlib import ExitStack
from enum import Enum
import os
import prometheus_client
from prometheus_client import multiprocess, values, context_managers
class ActionMetrics():
""" Support for defining and observing metrics for an action, including
tracking attempts, failures, and timing.
"""
_PREFIX = 'armada'
def __init__(self, prefix, description, labels):
"""
:param prefix: prefix to use for each metric name
:param description: description of action to use in metric description
:param labels: label names to define for each metric
"""
self.full_prefix = '{}_{}'.format(self.__class__._PREFIX, prefix)
self.progress = prometheus_client.Gauge(
'{}_attempt_inprogress'.format(self.full_prefix),
'In progress attempts to {}'.format(description),
labels,
registry=REGISTRY,
multiprocess_mode='livesum')
self.attempt_total = prometheus_client.Counter(
'{}_attempt_total'.format(self.full_prefix),
'Total attempts to {}'.format(description),
labels,
registry=REGISTRY)
self.failure_total = prometheus_client.Counter(
'{}_failure_total'.format(self.full_prefix),
'Total failures to {}'.format(description),
labels,
registry=REGISTRY)
self.duration = prometheus_client.Histogram(
'{}_duration_seconds'.format(self.full_prefix),
'Seconds to {}'.format(description),
labels,
registry=REGISTRY)
def get_context(self, *args, **kwargs):
""" Any extra args are used as metric label values.
:return: a context manager for the action which observes the desired
metrics.
:rtype: contextmanager
"""
progress = self.progress.labels(*args, **kwargs)
attempt_total = self.attempt_total.labels(*args, **kwargs)
attempt_total.inc()
failure_total = self.failure_total.labels(*args, **kwargs)
duration = self.duration.labels(*args, **kwargs)
e = ExitStack()
contexts = [
progress.track_inprogress(),
failure_total.count_exceptions(),
duration.time()
]
for ctx in contexts:
e.enter_context(ctx)
return e
class ChartHandleMetrics(ActionMetrics):
def __init__(self, prefix, description, labels):
super().__init__(prefix, description, labels)
self.concurrency = prometheus_client.Histogram(
'{}_concurrency_count'.format(self.full_prefix),
'Count of charts being handled concurrently for chart',
labels,
registry=REGISTRY)
def get_context(self, concurrency_value, *args, **kwargs):
concurrency = self.concurrency.labels(*args, **kwargs)
concurrency.observe(concurrency_value)
return super().get_context(*args, **kwargs)
class ActionWithTimeoutMetrics(ActionMetrics):
def __init__(self, prefix, description, labels):
super().__init__(prefix, description, labels)
self.timeout = prometheus_client.Histogram(
'{}_timeout_duration_seconds'.format(self.full_prefix),
'Configured timeout (in seconds) to {}'.format(description),
labels,
registry=REGISTRY)
self.timeout_usage = prometheus_client.Histogram(
'{}_timeout_usage_ratio'.format(self.full_prefix),
'Ratio of duration to timeout to {}'.format(description),
labels,
registry=REGISTRY)
def get_context(self, timeout_value, *args, **kwargs):
timeout = self.timeout.labels(*args, **kwargs)
timeout_usage = self.timeout_usage.labels(*args, **kwargs)
timeout.observe(timeout_value)
def observe_timeout_usage(duration):
# Avoid division by 0
if timeout_value:
val = duration / timeout_value
timeout_usage.observe(val)
timer = context_managers.Timer(observe_timeout_usage)
context = super().get_context(*args, **kwargs)
context.enter_context(timer)
return context
class ChartDeployAction(Enum):
""" Enum to define sub-actions for the chart deploy action, to be used as
label values.
"""
INSTALL = 1
UPGRADE = 2
NOOP = 3
def get_label_value(self):
"""
:return: the label value
:rtype: str
"""
return self.name.lower()
REGISTRY = prometheus_client.CollectorRegistry()
if "prometheus_multiproc_dir" in os.environ:
# For why this is needed see:
# https://github.com/prometheus/client_python/issues/275#issuecomment-504755024
import uwsgi
prometheus_client.values.ValueClass = values.MultiProcessValue(
uwsgi.worker_id)
multiprocess.MultiProcessCollector(REGISTRY)
APPLY = ActionMetrics('apply', 'apply a manifest', ['manifest'])
# TODO: Ideally include an action (ChartDeployAction) label, but that's not
# determined until after chart handling starts.
CHART_HANDLE = ChartHandleMetrics(
'chart_handle',
'handle a chart (including delete, deploy, test (all as necessary) but '
'not download)', ['manifest', 'chart'])
CHART_DOWNLOAD = ActionMetrics(
'chart_download', 'download a chart (will be noop if previously cached)',
['manifest', 'chart'])
CHART_DELETE = ActionMetrics(
'chart_delete', 'delete a chart', ['manifest', 'chart'])
CHART_DEPLOY = ActionWithTimeoutMetrics(
'chart_deploy',
'deploy a chart (including install/upgrade and wait (all as necessary))',
['manifest', 'chart', 'action'])
CHART_TEST = ActionWithTimeoutMetrics(
'chart_test', 'test a chart', ['manifest', 'chart'])