def setUp(self):
self.window1 = IntervalWindow(0, 10)
self.window2 = IntervalWindow(10, 20)
self.window3 = IntervalWindow(20, 30)
self.windowed_value = WindowedValue(
'a', 57, (self.window1, self.window2, self.window3))
self.restriction = OffsetRange(0, 100)
self.watermark_estimator_state = Timestamp(21)
self.restriction_provider = TestOffsetRestrictionProvider()
self.watermark_estimator = ManualWatermarkEstimator(Timestamp(42))
self.maxDiff = None
def test_set_watermark(self):
watermark_estimator = ManualWatermarkEstimator(None)
self.assertIsNone(watermark_estimator.current_watermark())
watermark_estimator.observe_timestamp(Timestamp(10))
self.assertIsNone(watermark_estimator.current_watermark())
watermark_estimator.set_watermark(Timestamp(20))
self.assertEqual(watermark_estimator.current_watermark(), Timestamp(20))
watermark_estimator.set_watermark(Timestamp(30))
self.assertEqual(watermark_estimator.current_watermark(), Timestamp(30))
with self.assertRaises(ValueError):
watermark_estimator.set_watermark(Timestamp(25))
def test_initialization(self): watermark_estimator = ManualWatermarkEstimator(None) self.assertIsNone(watermark_estimator.get_estimator_state()) self.assertIsNone(watermark_estimator.current_watermark()) watermark_estimator = ManualWatermarkEstimator(Timestamp(10)) self.assertEqual(watermark_estimator.get_estimator_state(), Timestamp(10))
def test_non_exsited_attr(self):
estimator = ThreadsafeWatermarkEstimator(ManualWatermarkEstimator(None))
with self.assertRaises(AttributeError):
estimator.non_existed_call()
def test_track_timestamp(self): estimator = ThreadsafeWatermarkEstimator(ManualWatermarkEstimator(None)) estimator.observe_timestamp(timestamp.Timestamp(10)) self.assertIsNone(estimator.current_watermark()) estimator.set_watermark(timestamp.Timestamp(20)) self.assertEqual(estimator.current_watermark(), timestamp.Timestamp(20))
def test_get_estimator_state(self): estimator = ThreadsafeWatermarkEstimator(ManualWatermarkEstimator(None)) self.assertIsNone(estimator.get_estimator_state()) estimator.set_watermark(timestamp.Timestamp(10)) self.assertEqual(estimator.get_estimator_state(), timestamp.Timestamp(10))
class PerWindowInvokerSplitTest(unittest.TestCase):
def setUp(self):
self.window1 = IntervalWindow(0, 10)
self.window2 = IntervalWindow(10, 20)
self.window3 = IntervalWindow(20, 30)
self.windowed_value = WindowedValue(
'a', 57, (self.window1, self.window2, self.window3))
self.restriction = OffsetRange(0, 100)
self.watermark_estimator_state = Timestamp(21)
self.restriction_provider = TestOffsetRestrictionProvider()
self.watermark_estimator = ManualWatermarkEstimator(Timestamp(42))
self.maxDiff = None
def create_split_in_window(self, offset_index, windows):
return (
SplitResultPrimary(primary_value=WindowedValue((('a', (
OffsetRange(0, offset_index),
self.watermark_estimator_state)), offset_index), 57, windows)),
SplitResultResidual(
residual_value=WindowedValue(
(('a', (OffsetRange(offset_index, 100),
self.watermark_estimator.get_estimator_state())),
100 - offset_index), 57, windows),
current_watermark=self.watermark_estimator.current_watermark(),
deferred_timestamp=None))
def create_split_across_windows(self, primary_windows, residual_windows):
primary = SplitResultPrimary(primary_value=WindowedValue((
('a', (OffsetRange(0, 100), self.watermark_estimator_state)),
100), 57, primary_windows)) if primary_windows else None
residual = SplitResultResidual(
residual_value=WindowedValue(
(('a', (OffsetRange(0, 100), self.watermark_estimator_state)),
100), 57, residual_windows),
current_watermark=None,
deferred_timestamp=None) if residual_windows else None
return primary, residual
def test_non_window_observing_checkpoint(self):
# test checkpoint
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.0, None, None, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
expected_primary_split, expected_residual_split = (
self.create_split_in_window(31, self.windowed_value.windows))
self.assertEqual([expected_primary_split], primaries)
self.assertEqual([expected_residual_split], residuals)
# We don't expect the stop index to be set for non window observing splits
self.assertIsNone(stop_index)
def test_non_window_observing_split(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.1, None, None, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
expected_primary_split, expected_residual_split = (
self.create_split_in_window(37, self.windowed_value.windows))
self.assertEqual([expected_primary_split], primaries)
self.assertEqual([expected_residual_split], residuals)
# We don't expect the stop index to be set for non window observing splits
self.assertIsNone(stop_index)
def test_non_window_observing_split_when_restriction_is_done(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(100)
self.assertIsNone(
PerWindowInvoker._try_split(0.1, None, None, self.windowed_value,
self.restriction,
self.watermark_estimator_state,
self.restriction_provider,
restriction_tracker,
self.watermark_estimator))
def test_window_observing_checkpoint_on_first_window(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.0, 0, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
expected_primary_split, expected_residual_split = (
self.create_split_in_window(31, (self.window1, )))
_, expected_residual_windows = (self.create_split_across_windows(
None, (
self.window2,
self.window3,
)))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_split))
hc.assert_that(
residuals,
hc.contains_inanyorder(
expected_residual_split,
expected_residual_windows,
))
self.assertEqual(stop_index, 1)
def test_window_observing_checkpoint_on_first_window_after_prior_split(
self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.0,
0,
2, # stop index < len(windows) representing a prior split had occurred
self.windowed_value,
self.restriction,
self.watermark_estimator_state,
self.restriction_provider,
restriction_tracker,
self.watermark_estimator)
expected_primary_split, expected_residual_split = (
self.create_split_in_window(31, (self.window1, )))
_, expected_residual_windows = (self.create_split_across_windows(
None, (self.window2, )))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_split))
hc.assert_that(
residuals,
hc.contains_inanyorder(
expected_residual_split,
expected_residual_windows,
))
self.assertEqual(stop_index, 1)
def test_window_observing_split_on_first_window(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.2, 0, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
# 20% of 2.7 windows = 20% of 270 offset left = 54 offset
# 30 + 54 = 84 split offset
expected_primary_split, expected_residual_split = (
self.create_split_in_window(84, (self.window1, )))
_, expected_residual_windows = (self.create_split_across_windows(
None, (
self.window2,
self.window3,
)))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_split))
hc.assert_that(
residuals,
hc.contains_inanyorder(
expected_residual_split,
expected_residual_windows,
))
self.assertEqual(stop_index, 1)
def test_window_observing_split_on_middle_window(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.2, 1, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
# 20% of 1.7 windows = 20% of 170 offset left = 34 offset
# 30 + 34 = 64 split offset
expected_primary_split, expected_residual_split = (
self.create_split_in_window(64, (self.window2, )))
expected_primary_windows, expected_residual_windows = (
self.create_split_across_windows((self.window1, ),
(self.window3, )))
hc.assert_that(
primaries,
hc.contains_inanyorder(
expected_primary_split,
expected_primary_windows,
))
hc.assert_that(
residuals,
hc.contains_inanyorder(
expected_residual_split,
expected_residual_windows,
))
self.assertEqual(stop_index, 2)
def test_window_observing_split_on_last_window(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.2, 2, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
# 20% of 0.7 windows = 20% of 70 offset left = 14 offset
# 30 + 14 = 44 split offset
expected_primary_split, expected_residual_split = (
self.create_split_in_window(44, (self.window3, )))
expected_primary_windows, _ = (self.create_split_across_windows((
self.window1,
self.window2,
), None))
hc.assert_that(
primaries,
hc.contains_inanyorder(
expected_primary_split,
expected_primary_windows,
))
hc.assert_that(residuals,
hc.contains_inanyorder(expected_residual_split, ))
self.assertEqual(stop_index, 3)
def test_window_observing_split_on_first_window_fallback(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(100)
# We assume that we can't split this fully claimed restriction
self.assertIsNone(restriction_tracker.try_split(0))
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.0, 0, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
expected_primary_windows, expected_residual_windows = (
self.create_split_across_windows((self.window1, ), (
self.window2,
self.window3,
)))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_windows, ))
hc.assert_that(residuals,
hc.contains_inanyorder(expected_residual_windows, ))
self.assertEqual(stop_index, 1)
def test_window_observing_split_on_middle_window_fallback(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(100)
# We assume that we can't split this fully claimed restriction
self.assertIsNone(restriction_tracker.try_split(0))
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.0, 1, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
expected_primary_windows, expected_residual_windows = (
self.create_split_across_windows((
self.window1,
self.window2,
), (self.window3, )))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_windows, ))
hc.assert_that(residuals,
hc.contains_inanyorder(expected_residual_windows, ))
self.assertEqual(stop_index, 2)
def test_window_observing_split_on_last_window_when_split_not_possible(
self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(100)
# We assume that we can't split this fully claimed restriction
self.assertIsNone(restriction_tracker.try_split(0))
self.assertIsNone(
PerWindowInvoker._try_split(0.0, 2, 3, self.windowed_value,
self.restriction,
self.watermark_estimator_state,
self.restriction_provider,
restriction_tracker,
self.watermark_estimator))
def test_window_observing_split_on_window_boundary_round_up(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.6, 0, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
# 60% of 2.7 windows = 60% of 270 offset left = 162 offset
# 30 + 162 = 192 offset --> round to end of window 2
expected_primary_windows, expected_residual_windows = (
self.create_split_across_windows((
self.window1,
self.window2,
), (self.window3, )))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_windows, ))
hc.assert_that(residuals,
hc.contains_inanyorder(expected_residual_windows, ))
self.assertEqual(stop_index, 2)
def test_window_observing_split_on_window_boundary_round_down(self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.3, 0, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
# 30% of 2.7 windows = 30% of 270 offset left = 81 offset
# 30 + 81 = 111 offset --> round to end of window 1
expected_primary_windows, expected_residual_windows = (
self.create_split_across_windows((self.window1, ), (
self.window2,
self.window3,
)))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_windows, ))
hc.assert_that(residuals,
hc.contains_inanyorder(expected_residual_windows, ))
self.assertEqual(stop_index, 1)
def test_window_observing_split_on_window_boundary_round_down_on_last_window(
self):
restriction_tracker = OffsetRestrictionTracker(self.restriction)
restriction_tracker.try_claim(30)
(primaries, residuals, stop_index) = PerWindowInvoker._try_split(
0.9, 0, 3, self.windowed_value, self.restriction,
self.watermark_estimator_state, self.restriction_provider,
restriction_tracker, self.watermark_estimator)
# 90% of 2.7 windows = 90% of 270 offset left = 243 offset
# 30 + 243 = 273 offset --> prefer a split so round to end of window 2
# instead of no split
expected_primary_windows, expected_residual_windows = (
self.create_split_across_windows((
self.window1,
self.window2,
), (self.window3, )))
hc.assert_that(primaries,
hc.contains_inanyorder(expected_primary_windows, ))
hc.assert_that(residuals,
hc.contains_inanyorder(expected_residual_windows, ))
self.assertEqual(stop_index, 2)