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84
sdks/python/apache_beam/examples/snippets/transforms/aggregation/latest.py
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# coding=utf-8 | ||
# | ||
# 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. | ||
# | ||
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from __future__ import absolute_import | ||
from __future__ import print_function | ||
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def latest_globally(test=None): | ||
# [START latest_globally] | ||
import apache_beam as beam | ||
import time | ||
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def to_unix_time(time_str, format='%Y-%m-%d %H:%M:%S'): | ||
return time.mktime(time.strptime(time_str, format)) | ||
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with beam.Pipeline() as pipeline: | ||
latest_element = ( | ||
pipeline | ||
| 'Create crops' >> beam.Create([ | ||
{'item': '🥬', 'harvest': '2020-02-24 00:00:00'}, | ||
{'item': '🍓', 'harvest': '2020-06-16 00:00:00'}, | ||
{'item': '🥕', 'harvest': '2020-07-17 00:00:00'}, | ||
{'item': '🍆', 'harvest': '2020-10-26 00:00:00'}, | ||
{'item': '🍅', 'harvest': '2020-10-01 00:00:00'}, | ||
]) | ||
| 'With timestamps' >> beam.Map( | ||
lambda crop: beam.window.TimestampedValue( | ||
crop['item'], to_unix_time(crop['harvest']))) | ||
| 'Get latest element' >> beam.combiners.Latest.Globally() | ||
| beam.Map(print) | ||
) | ||
# [END latest_globally] | ||
if test: | ||
test(latest_element) | ||
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def latest_per_key(test=None): | ||
# [START latest_per_key] | ||
import apache_beam as beam | ||
import time | ||
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def to_unix_time(time_str, format='%Y-%m-%d %H:%M:%S'): | ||
return time.mktime(time.strptime(time_str, format)) | ||
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with beam.Pipeline() as pipeline: | ||
latest_elements_per_key = ( | ||
pipeline | ||
| 'Create crops' >> beam.Create([ | ||
('spring', {'item': '🥕', 'harvest': '2020-06-28 00:00:00'}), | ||
('spring', {'item': '🍓', 'harvest': '2020-06-16 00:00:00'}), | ||
('summer', {'item': '🥕', 'harvest': '2020-07-17 00:00:00'}), | ||
('summer', {'item': '🍓', 'harvest': '2020-08-26 00:00:00'}), | ||
('summer', {'item': '🍆', 'harvest': '2020-09-04 00:00:00'}), | ||
('summer', {'item': '🥬', 'harvest': '2020-09-18 00:00:00'}), | ||
('summer', {'item': '🍅', 'harvest': '2020-09-22 00:00:00'}), | ||
('autumn', {'item': '🍅', 'harvest': '2020-10-01 00:00:00'}), | ||
('autumn', {'item': '🥬', 'harvest': '2020-10-20 00:00:00'}), | ||
('autumn', {'item': '🍆', 'harvest': '2020-10-26 00:00:00'}), | ||
('winter', {'item': '🥬', 'harvest': '2020-02-24 00:00:00'}), | ||
]) | ||
| 'With timestamps' >> beam.Map( | ||
lambda pair: beam.window.TimestampedValue( | ||
(pair[0], pair[1]['item']), to_unix_time(pair[1]['harvest']))) | ||
| 'Get latest elements per key' >> beam.combiners.Latest.PerKey() | ||
| beam.Map(print) | ||
) | ||
# [END latest_per_key] | ||
if test: | ||
test(latest_elements_per_key) |
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61
sdks/python/apache_beam/examples/snippets/transforms/aggregation/latest_test.py
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# coding=utf-8 | ||
# | ||
# 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. | ||
# | ||
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from __future__ import absolute_import | ||
from __future__ import print_function | ||
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import unittest | ||
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import mock | ||
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from apache_beam.examples.snippets.util import assert_matches_stdout | ||
from apache_beam.testing.test_pipeline import TestPipeline | ||
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from . import latest | ||
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def check_latest_element(actual): | ||
expected = '''[START latest_element] | ||
🍆 | ||
[END latest_element]'''.splitlines()[1:-1] | ||
assert_matches_stdout(actual, expected) | ||
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def check_latest_elements_per_key(actual): | ||
expected = '''[START latest_elements_per_key] | ||
('spring', '🥕') | ||
('summer', '🍅') | ||
('autumn', '🍆') | ||
('winter', '🥬') | ||
[END latest_elements_per_key]'''.splitlines()[1:-1] | ||
assert_matches_stdout(actual, expected) | ||
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@mock.patch('apache_beam.Pipeline', TestPipeline) | ||
@mock.patch( | ||
'apache_beam.examples.snippets.transforms.aggregation.latest.print', str) | ||
class LatestTest(unittest.TestCase): | ||
def test_latest_globally(self): | ||
latest.latest_globally(check_latest_element) | ||
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def test_latest_per_key(self): | ||
latest.latest_per_key(check_latest_elements_per_key) | ||
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if __name__ == '__main__': | ||
unittest.main() |