| # |
| # 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. |
| # |
| |
| from time import time |
| |
| import apache_beam as beam |
| from apache_beam.metrics import Metrics |
| |
| |
| 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, name_prefix): |
| # type: (str, str) -> None |
| self.namespace = namespace |
| self.name_prefix = name_prefix |
| self.doFn = MonitorDoFn(namespace, name_prefix) |
| |
| |
| 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) |
| |
| def start_bundle(self): |
| self.event_time.update(int(time() * 1000)) |
| |
| def process(self, element, timestamp=beam.DoFn.TimestampParam): |
| self.element_count.inc() |
| self.event_timestamp.update(timestamp) |
| yield element |
| |
| def finish_bundle(self): |
| self.event_time.update(int(time() * 1000)) |
| |
| |
| class MonitorSuffix: |
| ELEMENT_COUNTER = '.elements' |
| EVENT_TIMESTAMP = '.event_timestamp' |
| EVENT_TIME = '.event_time' |