#
# 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
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from time import time
import apache_beam as beam
from apache_beam.metrics import Metrics
[docs]
class Monitor(object):
"""
A monitor of elements with support for later retrieving their metrics
monitor objects contains a doFn to record metrics
Args:
namespace: the namespace all metrics within this Monitor uses
name_prefix: a prefix for this Monitor's metrics' names, intended to
be unique in per-monitor basis in pipeline
"""
def __init__(self, namespace: str, name_prefix: str) -> None:
self.namespace = namespace
self.name_prefix = name_prefix
self.doFn = MonitorDoFn(namespace, name_prefix)
[docs]
class MonitorDoFn(beam.DoFn):
def __init__(self, namespace, prefix):
self.element_count = Metrics.counter(
namespace, prefix + MonitorSuffix.ELEMENT_COUNTER)
self.event_time = Metrics.distribution(
namespace, prefix + MonitorSuffix.EVENT_TIME)
self.event_timestamp = Metrics.distribution(
namespace, prefix + MonitorSuffix.EVENT_TIMESTAMP)
[docs]
def start_bundle(self):
self.event_time.update(int(time() * 1000))
[docs]
def process(self, element, timestamp=beam.DoFn.TimestampParam):
self.element_count.inc()
self.event_timestamp.update(timestamp)
yield element
[docs]
def finish_bundle(self):
self.event_time.update(int(time() * 1000))
[docs]
class MonitorSuffix:
ELEMENT_COUNTER = '.elements'
EVENT_TIMESTAMP = '.event_timestamp'
EVENT_TIME = '.event_time'