| # | |
| # 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. | |
| # | |
| # pytype: skip-file | |
| """Unit tests for deduplicate transform by using TestStream.""" | |
| import unittest | |
| import pytest | |
| import apache_beam as beam | |
| from apache_beam.coders import coders | |
| from apache_beam.testing.test_pipeline import TestPipeline | |
| from apache_beam.testing.test_stream import TestStream | |
| from apache_beam.testing.util import assert_that | |
| from apache_beam.testing.util import equal_to | |
| from apache_beam.testing.util import equal_to_per_window | |
| from apache_beam.transforms import deduplicate | |
| from apache_beam.transforms import window | |
| from apache_beam.utils.timestamp import Duration | |
| from apache_beam.utils.timestamp import Timestamp | |
| # TestStream is only supported in streaming pipeline. The Deduplicate transform | |
| # also requires Timer support. Sickbaying this testsuite until dataflow runner | |
| # supports both TestStream and user timer. | |
| @pytest.mark.no_sickbay_batch | |
| @pytest.mark.no_sickbay_streaming | |
| @pytest.mark.it_validatesrunner | |
| class DeduplicateTest(unittest.TestCase): | |
| def __init__(self, *args, **kwargs): | |
| self.runner = None | |
| self.options = None | |
| super().__init__(*args, **kwargs) | |
| def set_runner(self, runner): | |
| self.runner = runner | |
| def set_options(self, options): | |
| self.options = options | |
| def create_pipeline(self): | |
| if self.runner and self.options: | |
| return TestPipeline(runner=self.runner, options=self.options) | |
| elif self.runner: | |
| return TestPipeline(runner=self.runner) | |
| elif self.options: | |
| return TestPipeline(options=self.options) | |
| else: | |
| return TestPipeline() | |
| def test_deduplication_in_different_windows(self): | |
| with self.create_pipeline() as p: | |
| test_stream = ( | |
| TestStream( | |
| coder=coders.StrUtf8Coder()).advance_watermark_to(0).add_elements( | |
| [ | |
| window.TimestampedValue('k1', 0), | |
| window.TimestampedValue('k2', 10), | |
| window.TimestampedValue('k3', 20), | |
| window.TimestampedValue('k1', 30), | |
| window.TimestampedValue('k2', 40), | |
| window.TimestampedValue('k3', 50), | |
| window.TimestampedValue('k4', 60), | |
| window.TimestampedValue('k5', 70), | |
| window.TimestampedValue('k6', 80) | |
| ]).advance_watermark_to_infinity()) | |
| res = ( | |
| p | |
| | test_stream | |
| | beam.WindowInto(window.FixedWindows(30)) | |
| | deduplicate.Deduplicate(processing_time_duration=10 * 60) | |
| | beam.Map(lambda e, ts=beam.DoFn.TimestampParam: (e, ts))) | |
| # Deduplication should happen per window. | |
| expect_unique_keys_per_window = { | |
| window.IntervalWindow(0, 30): [('k1', Timestamp(0)), | |
| ('k2', Timestamp(10)), | |
| ('k3', Timestamp(20))], | |
| window.IntervalWindow(30, 60): [('k1', Timestamp(30)), | |
| ('k2', Timestamp(40)), | |
| ('k3', Timestamp(50))], | |
| window.IntervalWindow(60, 90): [('k4', Timestamp(60)), | |
| ('k5', Timestamp(70)), | |
| ('k6', Timestamp(80))], | |
| } | |
| assert_that( | |
| res, | |
| equal_to_per_window(expect_unique_keys_per_window), | |
| use_global_window=False, | |
| label='assert per window') | |
| @unittest.skip('TestStream not yet supported') | |
| def test_deduplication_with_event_time(self): | |
| deduplicate_duration = 60 | |
| with self.create_pipeline() as p: | |
| test_stream = ( | |
| TestStream(coder=coders.StrUtf8Coder()).with_output_types( | |
| str).advance_watermark_to(0).add_elements([ | |
| window.TimestampedValue('k1', 0), | |
| window.TimestampedValue('k2', 20), | |
| window.TimestampedValue('k3', 30) | |
| ]).advance_watermark_to(30).add_elements([ | |
| window.TimestampedValue('k1', 40), | |
| window.TimestampedValue('k2', 50), | |
| window.TimestampedValue('k3', 60) | |
| ]).advance_watermark_to(deduplicate_duration).add_elements([ | |
| window.TimestampedValue('k1', 70) | |
| ]).advance_watermark_to_infinity()) | |
| res = ( | |
| p | |
| | test_stream | |
| | deduplicate.Deduplicate( | |
| event_time_duration=Duration(deduplicate_duration)) | |
| | beam.Map(lambda e, ts=beam.DoFn.TimestampParam: (e, ts))) | |
| assert_that( | |
| res, | |
| equal_to([('k1', Timestamp(0)), ('k2', Timestamp(20)), | |
| ('k3', Timestamp(30)), ('k1', Timestamp(70))])) | |
| @unittest.skip('TestStream not yet supported') | |
| def test_deduplication_with_processing_time(self): | |
| deduplicate_duration = 60 | |
| with self.create_pipeline() as p: | |
| test_stream = ( | |
| TestStream(coder=coders.StrUtf8Coder()).with_output_types( | |
| str).advance_watermark_to(0).add_elements([ | |
| window.TimestampedValue('k1', 0), | |
| window.TimestampedValue('k2', 20), | |
| window.TimestampedValue('k3', 30) | |
| ]).advance_processing_time(30).add_elements([ | |
| window.TimestampedValue('k1', 40), | |
| window.TimestampedValue('k2', 50), | |
| window.TimestampedValue('k3', 60) | |
| ]).advance_processing_time(deduplicate_duration).add_elements([ | |
| window.TimestampedValue('k1', 70) | |
| ]).advance_watermark_to_infinity()) | |
| res = ( | |
| p | |
| | test_stream | |
| | deduplicate.Deduplicate( | |
| processing_time_duration=Duration(deduplicate_duration)) | |
| | beam.Map(lambda e, ts=beam.DoFn.TimestampParam: (e, ts))) | |
| assert_that( | |
| res, | |
| equal_to([('k1', Timestamp(0)), ('k2', Timestamp(20)), | |
| ('k3', Timestamp(30)), ('k1', Timestamp(70))])) | |
| if __name__ == '__main__': | |
| unittest.main() |