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# http://www.apache.org/licenses/LICENSE-2.0
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"""Tests for consumer_tracking_pipeline_visitor."""
from __future__ import absolute_import
import logging
import unittest
from apache_beam import pvalue
from apache_beam.io import Read
from apache_beam.io import iobase
from apache_beam.pipeline import Pipeline
from apache_beam.pvalue import AsList
from apache_beam.runners.direct import DirectRunner
from apache_beam.runners.direct.consumer_tracking_pipeline_visitor import ConsumerTrackingPipelineVisitor
from apache_beam.transforms import CoGroupByKey
from apache_beam.transforms import Create
from apache_beam.transforms import DoFn
from apache_beam.transforms import FlatMap
from apache_beam.transforms import Flatten
from apache_beam.transforms import ParDo
# Disable frequent lint warning due to pipe operator for chaining transforms.
# pylint: disable=expression-not-assigned
# pylint: disable=pointless-statement
class ConsumerTrackingPipelineVisitorTest(unittest.TestCase):
def setUp(self):
self.pipeline = Pipeline(DirectRunner())
self.visitor = ConsumerTrackingPipelineVisitor()
try: # Python 2
self.assertCountEqual = self.assertItemsEqual
except AttributeError: # Python 3
pass
def test_root_transforms(self):
class DummySource(iobase.BoundedSource):
pass
root_read = Read(DummySource())
root_flatten = Flatten(pipeline=self.pipeline)
pbegin = pvalue.PBegin(self.pipeline)
pcoll_read = pbegin | 'read' >> root_read
pcoll_read | FlatMap(lambda x: x)
[] | 'flatten' >> root_flatten
self.pipeline.visit(self.visitor)
root_transforms = [t.transform for t in self.visitor.root_transforms]
self.assertCountEqual(root_transforms, [root_read, root_flatten])
pbegin_consumers = [c.transform
for c in self.visitor.value_to_consumers[pbegin]]
self.assertCountEqual(pbegin_consumers, [root_read])
self.assertEqual(len(self.visitor.step_names), 3)
def test_side_inputs(self):
class SplitNumbersFn(DoFn):
def process(self, element):
if element < 0:
yield pvalue.TaggedOutput('tag_negative', element)
else:
yield element
class ProcessNumbersFn(DoFn):
def process(self, element, negatives):
yield element
class DummySource(iobase.BoundedSource):
pass
root_read = Read(DummySource())
result = (self.pipeline
| 'read' >> root_read
| ParDo(SplitNumbersFn()).with_outputs('tag_negative',
main='positive'))
positive, negative = result
positive | ParDo(ProcessNumbersFn(), AsList(negative))
self.pipeline.visit(self.visitor)
root_transforms = [t.transform for t in self.visitor.root_transforms]
self.assertEqual(root_transforms, [root_read])
self.assertEqual(len(self.visitor.step_names), 3)
self.assertEqual(len(self.visitor.views), 1)
self.assertTrue(isinstance(self.visitor.views[0],
pvalue.AsList))
def test_co_group_by_key(self):
emails = self.pipeline | 'email' >> Create([('joe', 'joe@example.com')])
phones = self.pipeline | 'phone' >> Create([('mary', '111-222-3333')])
{'emails': emails, 'phones': phones} | CoGroupByKey()
self.pipeline.visit(self.visitor)
root_transforms = [t.transform for t in self.visitor.root_transforms]
self.assertEqual(len(root_transforms), 2)
self.assertGreater(
len(self.visitor.step_names), 3) # 2 creates + expanded CoGBK
self.assertEqual(len(self.visitor.views), 0)
if __name__ == '__main__':
logging.getLogger().setLevel(logging.DEBUG)
unittest.main()