github.com/apache/beam/sdks/v2@v2.48.2/python/apache_beam/io/range_trackers_test.py

#
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# 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
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#
#    http://www.apache.org/licenses/LICENSE-2.0
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"""Unit tests for the range_trackers module."""
# pytype: skip-file

import copy
import logging
import math
import unittest
from typing import Optional
from typing import Union

from apache_beam.io import range_trackers


class OffsetRangeTrackerTest(unittest.TestCase):
  def test_try_return_record_simple_sparse(self):
    tracker = range_trackers.OffsetRangeTracker(100, 200)
    self.assertTrue(tracker.try_claim(110))
    self.assertTrue(tracker.try_claim(140))
    self.assertTrue(tracker.try_claim(183))
    self.assertFalse(tracker.try_claim(210))

  def test_try_return_record_simple_dense(self):
    tracker = range_trackers.OffsetRangeTracker(3, 6)
    self.assertTrue(tracker.try_claim(3))
    self.assertTrue(tracker.try_claim(4))
    self.assertTrue(tracker.try_claim(5))
    self.assertFalse(tracker.try_claim(6))

  def test_try_claim_update_last_attempt(self):
    tracker = range_trackers.OffsetRangeTracker(1, 2)
    self.assertTrue(tracker.try_claim(1))
    self.assertEqual(1, tracker.last_attempted_record_start)

    self.assertFalse(tracker.try_claim(3))
    self.assertEqual(3, tracker.last_attempted_record_start)

    self.assertFalse(tracker.try_claim(6))
    self.assertEqual(6, tracker.last_attempted_record_start)

    with self.assertRaises(Exception):
      tracker.try_claim(6)

  def test_set_current_position(self):
    tracker = range_trackers.OffsetRangeTracker(0, 6)
    self.assertTrue(tracker.try_claim(2))
    # Cannot set current position before successful claimed pos.
    with self.assertRaises(Exception):
      tracker.set_current_position(1)

    self.assertFalse(tracker.try_claim(10))
    tracker.set_current_position(11)
    self.assertEqual(10, tracker.last_attempted_record_start)
    self.assertEqual(11, tracker.last_record_start)

  def test_try_return_record_continuous_until_split_point(self):
    tracker = range_trackers.OffsetRangeTracker(9, 18)
    # Return records with gaps of 2; every 3rd record is a split point.
    self.assertTrue(tracker.try_claim(10))
    tracker.set_current_position(12)
    tracker.set_current_position(14)
    self.assertTrue(tracker.try_claim(16))
    # Out of range, but not a split point...
    tracker.set_current_position(18)
    tracker.set_current_position(20)
    # Out of range AND a split point.
    self.assertFalse(tracker.try_claim(22))

  def test_split_at_offset_fails_if_unstarted(self):
    tracker = range_trackers.OffsetRangeTracker(100, 200)
    self.assertFalse(tracker.try_split(150))

  def test_split_at_offset(self):
    tracker = range_trackers.OffsetRangeTracker(100, 200)
    self.assertTrue(tracker.try_claim(110))
    # Example positions we shouldn't split at, when last record starts at 110:
    self.assertFalse(tracker.try_split(109))
    self.assertFalse(tracker.try_split(110))
    self.assertFalse(tracker.try_split(200))
    self.assertFalse(tracker.try_split(210))
    # Example positions we *should* split at:
    self.assertTrue(copy.copy(tracker).try_split(111))
    self.assertTrue(copy.copy(tracker).try_split(129))
    self.assertTrue(copy.copy(tracker).try_split(130))
    self.assertTrue(copy.copy(tracker).try_split(131))
    self.assertTrue(copy.copy(tracker).try_split(150))
    self.assertTrue(copy.copy(tracker).try_split(199))

    # If we split at 170 and then at 150:
    self.assertTrue(tracker.try_split(170))
    self.assertTrue(tracker.try_split(150))
    # Should be able  to return a record starting before the new stop offset.
    # Returning records starting at the same offset is ok.
    self.assertTrue(copy.copy(tracker).try_claim(135))
    self.assertTrue(copy.copy(tracker).try_claim(135))
    # Should be able to return a record starting right before the new stop
    # offset.
    self.assertTrue(copy.copy(tracker).try_claim(149))
    # Should not be able to return a record starting at or after the new stop
    # offset.
    self.assertFalse(tracker.try_claim(150))
    self.assertFalse(tracker.try_claim(151))
    # Should accept non-splitpoint records starting after stop offset.
    tracker.set_current_position(152)
    tracker.set_current_position(160)
    tracker.set_current_position(171)

  def test_get_position_for_fraction_dense(self):
    # Represents positions 3, 4, 5.
    tracker = range_trackers.OffsetRangeTracker(3, 6)

    # Position must be an integer type.
    self.assertTrue(isinstance(tracker.position_at_fraction(0.0), int))
    # [3, 3) represents 0.0 of [3, 6)
    self.assertEqual(3, tracker.position_at_fraction(0.0))
    # [3, 4) represents up to 1/3 of [3, 6)
    self.assertEqual(4, tracker.position_at_fraction(1.0 / 6))
    self.assertEqual(4, tracker.position_at_fraction(0.333))
    # [3, 5) represents up to 2/3 of [3, 6)
    self.assertEqual(5, tracker.position_at_fraction(0.334))
    self.assertEqual(5, tracker.position_at_fraction(0.666))
    # Any fraction consumed over 2/3 means the whole [3, 6) has been consumed.
    self.assertEqual(6, tracker.position_at_fraction(0.667))

  def test_get_fraction_consumed_dense(self):
    tracker = range_trackers.OffsetRangeTracker(3, 6)
    self.assertEqual(0, tracker.fraction_consumed())
    self.assertTrue(tracker.try_claim(3))
    self.assertEqual(0.0, tracker.fraction_consumed())
    self.assertTrue(tracker.try_claim(4))
    self.assertEqual(1.0 / 3, tracker.fraction_consumed())
    self.assertTrue(tracker.try_claim(5))
    self.assertEqual(2.0 / 3, tracker.fraction_consumed())
    tracker.set_current_position(6)
    self.assertEqual(1.0, tracker.fraction_consumed())
    tracker.set_current_position(7)
    self.assertFalse(tracker.try_claim(7))

  def test_get_fraction_consumed_sparse(self):
    tracker = range_trackers.OffsetRangeTracker(100, 200)
    self.assertEqual(0, tracker.fraction_consumed())
    self.assertTrue(tracker.try_claim(110))
    # Consumed positions through 110 = total 10 positions of 100 done.
    self.assertEqual(0.10, tracker.fraction_consumed())
    self.assertTrue(tracker.try_claim(150))
    self.assertEqual(0.50, tracker.fraction_consumed())
    self.assertTrue(tracker.try_claim(195))
    self.assertEqual(0.95, tracker.fraction_consumed())

  def test_everything_with_unbounded_range(self):
    tracker = range_trackers.OffsetRangeTracker(
        100, range_trackers.OffsetRangeTracker.OFFSET_INFINITY)
    self.assertTrue(tracker.try_claim(150))
    self.assertTrue(tracker.try_claim(250))
    # get_position_for_fraction_consumed should fail for an unbounded range
    with self.assertRaises(Exception):
      tracker.position_at_fraction(0.5)

  def test_try_return_first_record_not_split_point(self):
    with self.assertRaises(Exception):
      range_trackers.OffsetRangeTracker(100, 200).set_current_position(120)

  def test_try_return_record_non_monotonic(self):
    tracker = range_trackers.OffsetRangeTracker(100, 200)
    self.assertTrue(tracker.try_claim(120))
    with self.assertRaises(Exception):
      tracker.try_claim(110)

  def test_try_split_points(self):
    tracker = range_trackers.OffsetRangeTracker(100, 400)

    def dummy_callback(stop_position):
      return int(stop_position // 5)

    tracker.set_split_points_unclaimed_callback(dummy_callback)

    self.assertEqual(tracker.split_points(), (0, 81))
    self.assertTrue(tracker.try_claim(120))
    self.assertEqual(tracker.split_points(), (0, 81))
    self.assertTrue(tracker.try_claim(140))
    self.assertEqual(tracker.split_points(), (1, 81))
    tracker.try_split(200)
    self.assertEqual(tracker.split_points(), (1, 41))
    self.assertTrue(tracker.try_claim(150))
    self.assertEqual(tracker.split_points(), (2, 41))
    self.assertTrue(tracker.try_claim(180))
    self.assertEqual(tracker.split_points(), (3, 41))
    self.assertFalse(tracker.try_claim(210))
    self.assertEqual(tracker.split_points(), (3, 41))


class OrderedPositionRangeTrackerTest(unittest.TestCase):
  class DoubleRangeTracker(range_trackers.OrderedPositionRangeTracker):
    @staticmethod
    def fraction_to_position(fraction, start, end):
      return start + (end - start) * fraction

    @staticmethod
    def position_to_fraction(pos, start, end):
      return float(pos - start) / (end - start)

  def test_try_claim(self):
    tracker = self.DoubleRangeTracker(10, 20)
    self.assertTrue(tracker.try_claim(10))
    self.assertTrue(tracker.try_claim(15))
    self.assertFalse(tracker.try_claim(20))
    self.assertFalse(tracker.try_claim(25))

  def test_fraction_consumed(self):
    tracker = self.DoubleRangeTracker(10, 20)
    self.assertEqual(0, tracker.fraction_consumed())
    tracker.try_claim(10)
    self.assertEqual(0, tracker.fraction_consumed())
    tracker.try_claim(15)
    self.assertEqual(.5, tracker.fraction_consumed())
    tracker.try_claim(17)
    self.assertEqual(.7, tracker.fraction_consumed())
    tracker.try_claim(25)
    self.assertEqual(.7, tracker.fraction_consumed())

  def test_try_split(self):
    tracker = self.DoubleRangeTracker(10, 20)
    tracker.try_claim(15)
    self.assertEqual(.5, tracker.fraction_consumed())
    # Split at 18.
    self.assertEqual((18, 0.8), tracker.try_split(18))
    # Fraction consumed reflects smaller range.
    self.assertEqual(.625, tracker.fraction_consumed())
    # We can claim anything less than 18,
    self.assertTrue(tracker.try_claim(17))
    # but can't split before claimed 17,
    self.assertIsNone(tracker.try_split(16))
    # nor claim anything at or after 18.
    self.assertFalse(tracker.try_claim(18))
    self.assertFalse(tracker.try_claim(19))

  def test_claim_order(self):
    tracker = self.DoubleRangeTracker(10, 20)
    tracker.try_claim(12)
    tracker.try_claim(15)
    with self.assertRaises(ValueError):
      tracker.try_claim(13)

  def test_out_of_range(self):
    tracker = self.DoubleRangeTracker(10, 20)

    # Can't claim before range.
    with self.assertRaises(ValueError):
      tracker.try_claim(-5)

    # Can't split before range.
    self.assertFalse(tracker.try_split(-5))

    # Reject useless split at start position.
    self.assertFalse(tracker.try_split(10))

    # Can't split after range.
    self.assertFalse(tracker.try_split(25))
    tracker.try_split(15)

    # Can't split after modified range.
    self.assertFalse(tracker.try_split(17))

    # Reject useless split at end position.
    self.assertFalse(tracker.try_split(15))
    self.assertTrue(tracker.try_split(14))


class UnsplittableRangeTrackerTest(unittest.TestCase):
  def test_try_claim(self):
    tracker = range_trackers.UnsplittableRangeTracker(
        range_trackers.OffsetRangeTracker(100, 200))
    self.assertTrue(tracker.try_claim(110))
    self.assertTrue(tracker.try_claim(140))
    self.assertTrue(tracker.try_claim(183))
    self.assertFalse(tracker.try_claim(210))

  def test_try_split_fails(self):
    tracker = range_trackers.UnsplittableRangeTracker(
        range_trackers.OffsetRangeTracker(100, 200))
    self.assertTrue(tracker.try_claim(110))
    # Out of range
    self.assertFalse(tracker.try_split(109))
    self.assertFalse(tracker.try_split(210))

    # Within range. But splitting is still unsuccessful.
    self.assertFalse(copy.copy(tracker).try_split(111))
    self.assertFalse(copy.copy(tracker).try_split(130))
    self.assertFalse(copy.copy(tracker).try_split(199))


class LexicographicKeyRangeTrackerTest(unittest.TestCase):
  """Tests of LexicographicKeyRangeTracker."""

  key_to_fraction = (
      range_trackers.LexicographicKeyRangeTracker.position_to_fraction)
  fraction_to_key = (
      range_trackers.LexicographicKeyRangeTracker.fraction_to_position)

  def _check(
      self,
      fraction: Optional[float] = None,
      key: Union[bytes, str] = None,
      start: Union[bytes, str] = None,
      end: Union[bytes, str] = None,
      delta: float = 0.0):
    assert key is not None or fraction is not None
    if fraction is None:
      fraction = self.key_to_fraction(key, start, end)
    elif key is None:
      key = self.fraction_to_key(fraction, start, end)

    if key is None and end is None and fraction == 1:
      # No way to distinguish from fraction == 0.
      computed_fraction = 1
    else:
      computed_fraction = self.key_to_fraction(key, start, end)
    computed_key = self.fraction_to_key(fraction, start, end)

    if delta:
      self.assertAlmostEqual(
          computed_fraction,
          fraction,
          delta=delta,
          places=None,
          msg=str(locals()))
    else:
      self.assertEqual(computed_fraction, fraction, str(locals()))
    self.assertEqual(computed_key, key, str(locals()))

  def test_key_to_fraction_no_endpoints(self):
    self._check(key=b'\x07', fraction=7 / 256.)
    self._check(key=b'\xFF', fraction=255 / 256.)
    self._check(key=b'\x01\x02\x03', fraction=(2**16 + 2**9 + 3) / (2.0**24))
    self._check(key=b'UUUUUUT', fraction=1 / 3)
    self._check(key=b'3333334', fraction=1 / 5)
    self._check(key=b'$\x92I$\x92I$', fraction=1 / 7, delta=1e-3)
    self._check(key=b'\x01\x02\x03', fraction=(2**16 + 2**9 + 3) / (2.0**24))

  def test_key_to_fraction(self):
    # test no key, no start
    self._check(end=b'eeeeee', fraction=0.0)
    self._check(end='eeeeee', fraction=0.0)

    # test no fraction
    self._check(key=b'bbbbbb', start=b'aaaaaa', end=b'eeeeee')
    self._check(key='bbbbbb', start='aaaaaa', end='eeeeee')

    # test no start
    self._check(key=b'eeeeee', end=b'eeeeee', fraction=1.0)
    self._check(key='eeeeee', end='eeeeee', fraction=1.0)
    self._check(key=b'\x19YYYYY@', end=b'eeeeee', fraction=0.25)
    self._check(key=b'2\xb2\xb2\xb2\xb2\xb2\x80', end='eeeeee', fraction=0.5)
    self._check(key=b'L\x0c\x0c\x0c\x0c\x0b\xc0', end=b'eeeeee', fraction=0.75)

    # test bytes keys
    self._check(key=b'\x87', start=b'\x80', fraction=7 / 128.)
    self._check(key=b'\x07', end=b'\x10', fraction=7 / 16.)
    self._check(key=b'\x47', start=b'\x40', end=b'\x80', fraction=7 / 64.)
    self._check(key=b'\x47\x80', start=b'\x40', end=b'\x80', fraction=15 / 128.)

    # test string keys
    self._check(key='aaaaaa', start='aaaaaa', end='eeeeee', fraction=0.0)
    self._check(key='bbbbbb', start='aaaaaa', end='eeeeee', fraction=0.25)
    self._check(key='cccccc', start='aaaaaa', end='eeeeee', fraction=0.5)
    self._check(key='dddddd', start='aaaaaa', end='eeeeee', fraction=0.75)
    self._check(key='eeeeee', start='aaaaaa', end='eeeeee', fraction=1.0)

  def test_key_to_fraction_common_prefix(self):
    # test bytes keys
    self._check(
        key=b'a' * 100 + b'b',
        start=b'a' * 100 + b'a',
        end=b'a' * 100 + b'c',
        fraction=0.5)
    self._check(
        key=b'a' * 100 + b'b',
        start=b'a' * 100 + b'a',
        end=b'a' * 100 + b'e',
        fraction=0.25)
    self._check(
        key=b'\xFF' * 100 + b'\x40',
        start=b'\xFF' * 100,
        end=None,
        fraction=0.25)
    self._check(
        key=b'foob',
        start=b'fooa\xFF\xFF\xFF\xFF\xFF\xFF\xFF\xFF\xFE',
        end=b'foob\x00\x00\x00\x00\x00\x00\x00\x00\x02',
        fraction=0.5)

    # test string keys
    self._check(
        key='a' * 100 + 'a',
        start='a' * 100 + 'a',
        end='a' * 100 + 'e',
        fraction=0.0)
    self._check(
        key='a' * 100 + 'b',
        start='a' * 100 + 'a',
        end='a' * 100 + 'e',
        fraction=0.25)
    self._check(
        key='a' * 100 + 'c',
        start='a' * 100 + 'a',
        end='a' * 100 + 'e',
        fraction=0.5)
    self._check(
        key='a' * 100 + 'd',
        start='a' * 100 + 'a',
        end='a' * 100 + 'e',
        fraction=0.75)
    self._check(
        key='a' * 100 + 'e',
        start='a' * 100 + 'a',
        end='a' * 100 + 'e',
        fraction=1.0)

  def test_tiny(self):
    # test bytes keys
    self._check(fraction=.5**20, key=b'\0\0\x10')
    self._check(fraction=.5**20, start=b'a', end=b'b', key=b'a\0\0\x10')
    self._check(fraction=.5**20, start=b'a', end=b'c', key=b'a\0\0\x20')
    self._check(
        fraction=.5**20, start=b'xy_a', end=b'xy_c', key=b'xy_a\0\0\x20')
    self._check(
        fraction=.5**20, start=b'\xFF\xFF\x80', key=b'\xFF\xFF\x80\x00\x08')
    self._check(
        fraction=.5**20 / 3,
        start=b'xy_a',
        end=b'xy_c',
        key=b'xy_a\x00\x00\n\xaa\xaa\xaa\xaa\xaa',
        delta=1e-15)
    self._check(fraction=.5**100, key=b'\0' * 12 + b'\x10')

    # test string keys
    self._check(fraction=.5**20, start='a', end='b', key='a\0\0\x10')
    self._check(fraction=.5**20, start='a', end='c', key='a\0\0\x20')
    self._check(fraction=.5**20, start='xy_a', end='xy_c', key='xy_a\0\0\x20')

  def test_lots(self):
    for fraction in (0, 1, .5, .75, 7. / 512, 1 - 7. / 4096):
      self._check(fraction)
      self._check(fraction, start=b'\x01')
      self._check(fraction, end=b'\xF0')
      self._check(fraction, start=b'0x75', end=b'\x76')
      self._check(fraction, start=b'0x75', end=b'\x77')
      self._check(fraction, start=b'0x75', end=b'\x78')
      self._check(
          fraction, start=b'a' * 100 + b'\x80', end=b'a' * 100 + b'\x81')
      self._check(
          fraction, start=b'a' * 101 + b'\x80', end=b'a' * 101 + b'\x81')
      self._check(
          fraction, start=b'a' * 102 + b'\x80', end=b'a' * 102 + b'\x81')
    for fraction in (.3, 1 / 3., 1 / math.e, .001, 1e-30, .99, .999999):
      self._check(fraction, delta=1e-14)
      self._check(fraction, start=b'\x01', delta=1e-14)
      self._check(fraction, end=b'\xF0', delta=1e-14)
      self._check(fraction, start=b'0x75', end=b'\x76', delta=1e-14)
      self._check(fraction, start=b'0x75', end=b'\x77', delta=1e-14)
      self._check(fraction, start=b'0x75', end=b'\x78', delta=1e-14)
      self._check(
          fraction,
          start=b'a' * 100 + b'\x80',
          end=b'a' * 100 + b'\x81',
          delta=1e-14)

  def test_good_prec(self):
    # There should be about 7 characters (~53 bits) of precision
    # (beyond the common prefix of start and end).
    self._check(
        1 / math.e,
        start='AAAAAAA',
        end='zzzzzzz',
        key='VNg/ot\x82',
        delta=1e-14)
    self._check(
        1 / math.e,
        start=b'abc_abc',
        end=b'abc_xyz',
        key=b'abc_i\xe0\xf4\x84\x86\x99\x96',
        delta=1e-15)
    # This remains true even if the start and end keys are given to
    # high precision.
    self._check(
        1 / math.e,
        start=b'abcd_abc\0\0\0\0\0_______________abc',
        end=b'abcd_xyz\0\0\0\0\0\0_______________abc',
        key=b'abcd_i\xe0\xf4\x84\x86\x99\x96',
        delta=1e-15)
    # For very small fractions, however, higher precision is used to
    # accurately represent small increments in the keyspace.
    self._check(
        1e-20 / math.e,
        start=b'abcd_abc',
        end=b'abcd_xyz',
        key=b'abcd_abc\x00\x00\x00\x00\x00\x01\x91#\x172N\xbb',
        delta=1e-35)


if __name__ == '__main__':
  logging.getLogger().setLevel(logging.INFO)
  unittest.main()