#
# 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.
#
"""Timestamp utilities."""
# pytype: skip-file
from __future__ import absolute_import
from abc import ABCMeta
from abc import abstractmethod
from builtins import object
from future.utils import with_metaclass
from apache_beam.portability.api import beam_runner_api_pb2
__all__ = [
'TimeDomain',
]
[docs]class TimeDomain(object):
"""Time domain for streaming timers."""
WATERMARK = 'WATERMARK'
REAL_TIME = 'REAL_TIME'
DEPENDENT_REAL_TIME = 'DEPENDENT_REAL_TIME'
_RUNNER_API_MAPPING = {
WATERMARK: beam_runner_api_pb2.TimeDomain.EVENT_TIME,
REAL_TIME: beam_runner_api_pb2.TimeDomain.PROCESSING_TIME,
DEPENDENT_REAL_TIME: beam_runner_api_pb2.TimeDomain.
SYNCHRONIZED_PROCESSING_TIME,
}
[docs] @staticmethod
def from_string(domain):
if domain in (TimeDomain.WATERMARK,
TimeDomain.REAL_TIME,
TimeDomain.DEPENDENT_REAL_TIME):
return domain
raise ValueError('Unknown time domain: %s' % domain)
[docs] @staticmethod
def to_runner_api(domain):
return TimeDomain._RUNNER_API_MAPPING[domain]
[docs] @staticmethod
def is_event_time(domain):
return TimeDomain.from_string(domain) == TimeDomain.WATERMARK
class TimestampCombinerImpl(with_metaclass(ABCMeta, object)): # type: ignore[misc]
"""Implementation of TimestampCombiner."""
@abstractmethod
def assign_output_time(self, window, input_timestamp):
raise NotImplementedError
@abstractmethod
def combine(self, output_timestamp, other_output_timestamp):
raise NotImplementedError
def combine_all(self, merging_timestamps):
"""Apply combine to list of timestamps."""
combined_output_time = None
for output_time in merging_timestamps:
if combined_output_time is None:
combined_output_time = output_time
elif output_time is not None:
combined_output_time = self.combine(combined_output_time, output_time)
return combined_output_time
def merge(self, unused_result_window, merging_timestamps):
"""Default to returning the result of combine_all."""
return self.combine_all(merging_timestamps)
class DependsOnlyOnWindow(with_metaclass(ABCMeta, TimestampCombinerImpl)): # type: ignore[misc]
"""TimestampCombinerImpl that only depends on the window."""
def merge(self, result_window, unused_merging_timestamps):
# Since we know that the result only depends on the window, we can ignore
# the given timestamps.
return self.assign_output_time(result_window, None)
class OutputAtEarliestInputTimestampImpl(TimestampCombinerImpl):
"""TimestampCombinerImpl outputting at earliest input timestamp."""
def assign_output_time(self, window, input_timestamp):
return input_timestamp
def combine(self, output_timestamp, other_output_timestamp):
"""Default to returning the earlier of two timestamps."""
return min(output_timestamp, other_output_timestamp)
class OutputAtEarliestTransformedInputTimestampImpl(TimestampCombinerImpl):
"""TimestampCombinerImpl outputting at earliest input timestamp."""
def __init__(self, window_fn):
self.window_fn = window_fn
def assign_output_time(self, window, input_timestamp):
return self.window_fn.get_transformed_output_time(window, input_timestamp)
def combine(self, output_timestamp, other_output_timestamp):
return min(output_timestamp, other_output_timestamp)
class OutputAtLatestInputTimestampImpl(TimestampCombinerImpl):
"""TimestampCombinerImpl outputting at latest input timestamp."""
def assign_output_time(self, window, input_timestamp):
return input_timestamp
def combine(self, output_timestamp, other_output_timestamp):
return max(output_timestamp, other_output_timestamp)
class OutputAtEndOfWindowImpl(DependsOnlyOnWindow):
"""TimestampCombinerImpl outputting at end of window."""
def assign_output_time(self, window, unused_input_timestamp):
return window.max_timestamp()
def combine(self, output_timestamp, other_output_timestamp):
return max(output_timestamp, other_output_timestamp)