github.com/apache/beam/sdks/v2@v2.48.2/python/apache_beam/transforms/userstate_test.py

#
# 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.
#

"""Unit tests for the Beam State and Timer API interfaces."""
# pytype: skip-file

import unittest
from typing import Any
from typing import List

import mock
import pytest

import apache_beam as beam
from apache_beam.coders import BytesCoder
from apache_beam.coders import ListCoder
from apache_beam.coders import StrUtf8Coder
from apache_beam.coders import VarIntCoder
from apache_beam.options.pipeline_options import PipelineOptions
from apache_beam.portability import common_urns
from apache_beam.portability.api import beam_runner_api_pb2
from apache_beam.runners import pipeline_context
from apache_beam.runners.common import DoFnSignature
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.transforms import trigger
from apache_beam.transforms import userstate
from apache_beam.transforms import window
from apache_beam.transforms.combiners import ToListCombineFn
from apache_beam.transforms.combiners import TopCombineFn
from apache_beam.transforms.core import DoFn
from apache_beam.transforms.timeutil import TimeDomain
from apache_beam.transforms.userstate import BagStateSpec
from apache_beam.transforms.userstate import CombiningValueStateSpec
from apache_beam.transforms.userstate import ReadModifyWriteStateSpec
from apache_beam.transforms.userstate import SetStateSpec
from apache_beam.transforms.userstate import TimerSpec
from apache_beam.transforms.userstate import get_dofn_specs
from apache_beam.transforms.userstate import is_stateful_dofn
from apache_beam.transforms.userstate import on_timer
from apache_beam.transforms.userstate import validate_stateful_dofn


class TestStatefulDoFn(DoFn):
  """An example stateful DoFn with state and timers."""

  BUFFER_STATE_1 = BagStateSpec('buffer', BytesCoder())
  BUFFER_STATE_2 = BagStateSpec('buffer2', VarIntCoder())
  EXPIRY_TIMER_1 = TimerSpec('expiry1', TimeDomain.WATERMARK)
  EXPIRY_TIMER_2 = TimerSpec('expiry2', TimeDomain.WATERMARK)
  EXPIRY_TIMER_3 = TimerSpec('expiry3', TimeDomain.WATERMARK)
  EXPIRY_TIMER_FAMILY = TimerSpec('expiry_family', TimeDomain.WATERMARK)

  def process(
      self,
      element,
      t=DoFn.TimestampParam,
      buffer_1=DoFn.StateParam(BUFFER_STATE_1),
      buffer_2=DoFn.StateParam(BUFFER_STATE_2),
      timer_1=DoFn.TimerParam(EXPIRY_TIMER_1),
      timer_2=DoFn.TimerParam(EXPIRY_TIMER_2),
      dynamic_timer=DoFn.TimerParam(EXPIRY_TIMER_FAMILY)):
    yield element

  @on_timer(EXPIRY_TIMER_1)
  def on_expiry_1(
      self,
      window=DoFn.WindowParam,
      timestamp=DoFn.TimestampParam,
      key=DoFn.KeyParam,
      buffer=DoFn.StateParam(BUFFER_STATE_1),
      timer_1=DoFn.TimerParam(EXPIRY_TIMER_1),
      timer_2=DoFn.TimerParam(EXPIRY_TIMER_2),
      timer_3=DoFn.TimerParam(EXPIRY_TIMER_3)):
    yield 'expired1'

  @on_timer(EXPIRY_TIMER_2)
  def on_expiry_2(
      self,
      buffer=DoFn.StateParam(BUFFER_STATE_2),
      timer_2=DoFn.TimerParam(EXPIRY_TIMER_2),
      timer_3=DoFn.TimerParam(EXPIRY_TIMER_3)):
    yield 'expired2'

  @on_timer(EXPIRY_TIMER_3)
  def on_expiry_3(
      self,
      buffer_1=DoFn.StateParam(BUFFER_STATE_1),
      buffer_2=DoFn.StateParam(BUFFER_STATE_2),
      timer_3=DoFn.TimerParam(EXPIRY_TIMER_3)):
    yield 'expired3'

  @on_timer(EXPIRY_TIMER_FAMILY)
  def on_expiry_family(
      self,
      dynamic_timer=DoFn.TimerParam(EXPIRY_TIMER_FAMILY),
      dynamic_timer_tag=DoFn.DynamicTimerTagParam):
    yield (dynamic_timer_tag, 'expired_dynamic_timer')


class InterfaceTest(unittest.TestCase):
  def _validate_dofn(self, dofn):
    # Construction of DoFnSignature performs validation of the given DoFn.
    # In particular, it ends up calling userstate._validate_stateful_dofn.
    # That behavior is explicitly tested below in test_validate_dofn()
    return DoFnSignature(dofn)

  @mock.patch('apache_beam.transforms.userstate.validate_stateful_dofn')
  def test_validate_dofn(self, unused_mock):
    dofn = TestStatefulDoFn()
    self._validate_dofn(dofn)
    userstate.validate_stateful_dofn.assert_called_with(dofn)

  def test_spec_construction(self):
    BagStateSpec('statename', VarIntCoder())
    with self.assertRaises(TypeError):
      BagStateSpec(123, VarIntCoder())

    CombiningValueStateSpec('statename', VarIntCoder(), TopCombineFn(10))
    with self.assertRaises(TypeError):
      CombiningValueStateSpec(123, VarIntCoder(), TopCombineFn(10))
    with self.assertRaises(TypeError):
      CombiningValueStateSpec('statename', VarIntCoder(), object())

    SetStateSpec('setstatename', VarIntCoder())
    with self.assertRaises(TypeError):
      SetStateSpec(123, VarIntCoder())
    with self.assertRaises(TypeError):
      SetStateSpec('setstatename', object())

    ReadModifyWriteStateSpec('valuestatename', VarIntCoder())
    with self.assertRaises(TypeError):
      ReadModifyWriteStateSpec(123, VarIntCoder())
    with self.assertRaises(TypeError):
      ReadModifyWriteStateSpec('valuestatename', object())

    # TODO: add more spec tests
    with self.assertRaises(ValueError):
      DoFn.TimerParam(BagStateSpec('elements', BytesCoder()))

    TimerSpec('timer', TimeDomain.WATERMARK)
    TimerSpec('timer', TimeDomain.REAL_TIME)
    with self.assertRaises(ValueError):
      TimerSpec('timer', 'bogus_time_domain')
    with self.assertRaises(ValueError):
      DoFn.StateParam(TimerSpec('timer', TimeDomain.WATERMARK))

  def test_state_spec_proto_conversion(self):
    context = pipeline_context.PipelineContext()
    state = BagStateSpec('statename', VarIntCoder())
    state_proto = state.to_runner_api(context)
    self.assertEqual(
        beam_runner_api_pb2.FunctionSpec(urn=common_urns.user_state.BAG.urn),
        state_proto.protocol)

    context = pipeline_context.PipelineContext()
    state = CombiningValueStateSpec(
        'statename', VarIntCoder(), TopCombineFn(10))
    state_proto = state.to_runner_api(context)
    self.assertEqual(
        beam_runner_api_pb2.FunctionSpec(urn=common_urns.user_state.BAG.urn),
        state_proto.protocol)

    context = pipeline_context.PipelineContext()
    state = SetStateSpec('setstatename', VarIntCoder())
    state_proto = state.to_runner_api(context)
    self.assertEqual(
        beam_runner_api_pb2.FunctionSpec(urn=common_urns.user_state.BAG.urn),
        state_proto.protocol)

    context = pipeline_context.PipelineContext()
    state = ReadModifyWriteStateSpec('valuestatename', VarIntCoder())
    state_proto = state.to_runner_api(context)
    self.assertEqual(
        beam_runner_api_pb2.FunctionSpec(urn=common_urns.user_state.BAG.urn),
        state_proto.protocol)

  def test_param_construction(self):
    with self.assertRaises(ValueError):
      DoFn.StateParam(TimerSpec('timer', TimeDomain.WATERMARK))
    with self.assertRaises(ValueError):
      DoFn.TimerParam(BagStateSpec('elements', BytesCoder()))

  def test_stateful_dofn_detection(self):
    self.assertFalse(is_stateful_dofn(DoFn()))
    self.assertTrue(is_stateful_dofn(TestStatefulDoFn()))

  def test_good_signatures(self):
    class BasicStatefulDoFn(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      EXPIRY_TIMER = TimerSpec('expiry1', TimeDomain.WATERMARK)
      EXPIRY_TIMER_FAMILY = TimerSpec('expiry_family_1', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          buffer=DoFn.StateParam(BUFFER_STATE),
          timer1=DoFn.TimerParam(EXPIRY_TIMER),
          dynamic_timer=DoFn.TimerParam(EXPIRY_TIMER_FAMILY)):
        yield element

      @on_timer(EXPIRY_TIMER)
      def expiry_callback(self, element, timer=DoFn.TimerParam(EXPIRY_TIMER)):
        yield element

      @on_timer(EXPIRY_TIMER_FAMILY)
      def expiry_family_callback(
          self, element, dynamic_timer=DoFn.TimerParam(EXPIRY_TIMER_FAMILY)):
        yield element

    # Validate get_dofn_specs() and timer callbacks in
    # DoFnSignature.
    stateful_dofn = BasicStatefulDoFn()
    signature = self._validate_dofn(stateful_dofn)
    expected_specs = (
        set([BasicStatefulDoFn.BUFFER_STATE]),
        set([
            BasicStatefulDoFn.EXPIRY_TIMER,
            BasicStatefulDoFn.EXPIRY_TIMER_FAMILY
        ]),
    )
    self.assertEqual(expected_specs, get_dofn_specs(stateful_dofn))
    self.assertEqual(
        stateful_dofn.expiry_callback,
        signature.timer_methods[BasicStatefulDoFn.EXPIRY_TIMER].method_value)
    self.assertEqual(
        stateful_dofn.expiry_family_callback,
        signature.timer_methods[
            BasicStatefulDoFn.EXPIRY_TIMER_FAMILY].method_value)

    stateful_dofn = TestStatefulDoFn()
    signature = self._validate_dofn(stateful_dofn)
    expected_specs = (
        set([TestStatefulDoFn.BUFFER_STATE_1, TestStatefulDoFn.BUFFER_STATE_2]),
        set([
            TestStatefulDoFn.EXPIRY_TIMER_1,
            TestStatefulDoFn.EXPIRY_TIMER_2,
            TestStatefulDoFn.EXPIRY_TIMER_3,
            TestStatefulDoFn.EXPIRY_TIMER_FAMILY
        ]))
    self.assertEqual(expected_specs, get_dofn_specs(stateful_dofn))
    self.assertEqual(
        stateful_dofn.on_expiry_1,
        signature.timer_methods[TestStatefulDoFn.EXPIRY_TIMER_1].method_value)
    self.assertEqual(
        stateful_dofn.on_expiry_2,
        signature.timer_methods[TestStatefulDoFn.EXPIRY_TIMER_2].method_value)
    self.assertEqual(
        stateful_dofn.on_expiry_3,
        signature.timer_methods[TestStatefulDoFn.EXPIRY_TIMER_3].method_value)
    self.assertEqual(
        stateful_dofn.on_expiry_family,
        signature.timer_methods[
            TestStatefulDoFn.EXPIRY_TIMER_FAMILY].method_value)

  def test_bad_signatures(self):
    # (1) The same state parameter is duplicated on the process method.
    class BadStatefulDoFn1(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())

      def process(
          self,
          element,
          b1=DoFn.StateParam(BUFFER_STATE),
          b2=DoFn.StateParam(BUFFER_STATE)):
        yield element

    with self.assertRaises(ValueError):
      self._validate_dofn(BadStatefulDoFn1())

    # (2) The same timer parameter is duplicated on the process method.
    class BadStatefulDoFn2(DoFn):
      TIMER = TimerSpec('timer', TimeDomain.WATERMARK)

      def process(
          self, element, t1=DoFn.TimerParam(TIMER), t2=DoFn.TimerParam(TIMER)):
        yield element

    with self.assertRaises(ValueError):
      self._validate_dofn(BadStatefulDoFn2())

    # (3) The same state parameter is duplicated on the on_timer method.
    class BadStatefulDoFn3(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      EXPIRY_TIMER_1 = TimerSpec('expiry1', TimeDomain.WATERMARK)
      EXPIRY_TIMER_2 = TimerSpec('expiry2', TimeDomain.WATERMARK)

      @on_timer(EXPIRY_TIMER_1)
      def expiry_callback(
          self,
          element,
          b1=DoFn.StateParam(BUFFER_STATE),
          b2=DoFn.StateParam(BUFFER_STATE)):
        yield element

    with self.assertRaises(ValueError):
      self._validate_dofn(BadStatefulDoFn3())

    # (4) The same timer parameter is duplicated on the on_timer method.
    class BadStatefulDoFn4(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      EXPIRY_TIMER_1 = TimerSpec('expiry1', TimeDomain.WATERMARK)
      EXPIRY_TIMER_2 = TimerSpec('expiry2', TimeDomain.WATERMARK)

      @on_timer(EXPIRY_TIMER_1)
      def expiry_callback(
          self,
          element,
          t1=DoFn.TimerParam(EXPIRY_TIMER_2),
          t2=DoFn.TimerParam(EXPIRY_TIMER_2)):
        yield element

    with self.assertRaises(ValueError):
      self._validate_dofn(BadStatefulDoFn4())

    # (5) The same timer family parameter is duplicated on the process method.
    class BadStatefulDoFn5(DoFn):
      EXPIRY_TIMER_FAMILY = TimerSpec('dynamic_timer', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          dynamic_timer_1=DoFn.TimerParam(EXPIRY_TIMER_FAMILY),
          dynamic_timer_2=DoFn.TimerParam(EXPIRY_TIMER_FAMILY)):
        yield element

    with self.assertRaises(ValueError):
      self._validate_dofn(BadStatefulDoFn5())

  def test_validation_typos(self):
    # (1) Here, the user mistakenly used the same timer spec twice for two
    # different timer callbacks.
    with self.assertRaisesRegex(
        ValueError,
        r'Multiple on_timer callbacks registered for TimerSpec\(.*expiry1\).'):

      class StatefulDoFnWithTimerWithTypo1(DoFn):  # pylint: disable=unused-variable
        BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
        EXPIRY_TIMER_1 = TimerSpec('expiry1', TimeDomain.WATERMARK)
        EXPIRY_TIMER_2 = TimerSpec('expiry2', TimeDomain.WATERMARK)

        def process(self, element):
          pass

        @on_timer(EXPIRY_TIMER_1)
        def on_expiry_1(self, buffer_state=DoFn.StateParam(BUFFER_STATE)):
          yield 'expired1'

        # Note that we mistakenly associate this with the first timer.
        @on_timer(EXPIRY_TIMER_1)
        def on_expiry_2(self, buffer_state=DoFn.StateParam(BUFFER_STATE)):
          yield 'expired2'

    # (2) Here, the user mistakenly used the same callback name and overwrote
    # the first on_expiry_1 callback.
    class StatefulDoFnWithTimerWithTypo2(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      EXPIRY_TIMER_1 = TimerSpec('expiry1', TimeDomain.WATERMARK)
      EXPIRY_TIMER_2 = TimerSpec('expiry2', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          timer1=DoFn.TimerParam(EXPIRY_TIMER_1),
          timer2=DoFn.TimerParam(EXPIRY_TIMER_2)):
        pass

      @on_timer(EXPIRY_TIMER_1)
      def on_expiry_1(self, buffer_state=DoFn.StateParam(BUFFER_STATE)):
        yield 'expired1'

      # Note that we mistakenly reuse the "on_expiry_1" name; this is valid
      # syntactically in Python.
      @on_timer(EXPIRY_TIMER_2)
      def on_expiry_1(self, buffer_state=DoFn.StateParam(BUFFER_STATE)):  # pylint: disable=function-redefined
        yield 'expired2'

      # Use a stable string value for matching.
      def __repr__(self):
        return 'StatefulDoFnWithTimerWithTypo2'

    dofn = StatefulDoFnWithTimerWithTypo2()
    with self.assertRaisesRegex(
        ValueError,
        (r'The on_timer callback for TimerSpec\(.*expiry1\) is not the '
         r'specified .on_expiry_1 method for DoFn '
         r'StatefulDoFnWithTimerWithTypo2 \(perhaps it was overwritten\?\).')):
      validate_stateful_dofn(dofn)

    # (2) Here, the user forgot to add an on_timer decorator for 'expiry2'
    class StatefulDoFnWithTimerWithTypo3(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      EXPIRY_TIMER_1 = TimerSpec('expiry1', TimeDomain.WATERMARK)
      EXPIRY_TIMER_2 = TimerSpec('expiry2', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          timer1=DoFn.TimerParam(EXPIRY_TIMER_1),
          timer2=DoFn.TimerParam(EXPIRY_TIMER_2)):
        pass

      @on_timer(EXPIRY_TIMER_1)
      def on_expiry_1(self, buffer_state=DoFn.StateParam(BUFFER_STATE)):
        yield 'expired1'

      def on_expiry_2(self, buffer_state=DoFn.StateParam(BUFFER_STATE)):
        yield 'expired2'

      # Use a stable string value for matching.
      def __repr__(self):
        return 'StatefulDoFnWithTimerWithTypo3'

    dofn = StatefulDoFnWithTimerWithTypo3()
    with self.assertRaisesRegex(
        ValueError,
        (r'DoFn StatefulDoFnWithTimerWithTypo3 has a TimerSpec without an '
         r'associated on_timer callback: TimerSpec\(.*expiry2\).')):
      validate_stateful_dofn(dofn)


class StatefulDoFnOnDirectRunnerTest(unittest.TestCase):
  # pylint: disable=expression-not-assigned
  all_records = None  # type: List[Any]

  def setUp(self):
    # Use state on the TestCase class, since other references would be pickled
    # into a closure and not have the desired side effects.
    #
    # TODO(https://github.com/apache/beam/issues/18987): Use assert_that after
    # it works for the cases here in streaming mode.
    StatefulDoFnOnDirectRunnerTest.all_records = []

  def record_dofn(self):
    class RecordDoFn(DoFn):
      def process(self, element):
        StatefulDoFnOnDirectRunnerTest.all_records.append(element)

    return RecordDoFn()

  def test_simple_stateful_dofn(self):
    class SimpleTestStatefulDoFn(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      EXPIRY_TIMER = TimerSpec('expiry', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          buffer=DoFn.StateParam(BUFFER_STATE),
          timer1=DoFn.TimerParam(EXPIRY_TIMER)):
        unused_key, value = element
        buffer.add(b'A' + str(value).encode('latin1'))
        timer1.set(20)

      @on_timer(EXPIRY_TIMER)
      def expiry_callback(
          self,
          buffer=DoFn.StateParam(BUFFER_STATE),
          timer=DoFn.TimerParam(EXPIRY_TIMER)):
        yield b''.join(sorted(buffer.read()))

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(10).add_elements(
              [1,
               2]).add_elements([3]).advance_watermark_to(25).add_elements([4]))
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(SimpleTestStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    # Two firings should occur: once after element 3 since the timer should
    # fire after the watermark passes time 20, and another time after element
    # 4, since the timer issued at that point should fire immediately.
    self.assertEqual([b'A1A2A3', b'A1A2A3A4'],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_clearing_bag_state(self):
    class BagStateClearingStatefulDoFn(beam.DoFn):

      BAG_STATE = BagStateSpec('bag_state', StrUtf8Coder())
      EMIT_TIMER = TimerSpec('emit_timer', TimeDomain.WATERMARK)
      CLEAR_TIMER = TimerSpec('clear_timer', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          bag_state=beam.DoFn.StateParam(BAG_STATE),
          emit_timer=beam.DoFn.TimerParam(EMIT_TIMER),
          clear_timer=beam.DoFn.TimerParam(CLEAR_TIMER)):
        value = element[1]
        bag_state.add(value)
        clear_timer.set(100)
        emit_timer.set(1000)

      @on_timer(EMIT_TIMER)
      def emit_values(self, bag_state=beam.DoFn.StateParam(BAG_STATE)):
        for value in bag_state.read():
          yield value
        yield 'extra'

      @on_timer(CLEAR_TIMER)
      def clear_values(self, bag_state=beam.DoFn.StateParam(BAG_STATE)):
        bag_state.clear()

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(0).add_elements([
              ('key', 'value')
          ]).advance_watermark_to(100))

      _ = (
          p
          | test_stream
          | beam.ParDo(BagStateClearingStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual(['extra'], StatefulDoFnOnDirectRunnerTest.all_records)

  def test_two_timers_one_function(self):
    class BagStateClearingStatefulDoFn(beam.DoFn):

      BAG_STATE = BagStateSpec('bag_state', StrUtf8Coder())
      EMIT_TIMER = TimerSpec('emit_timer', TimeDomain.WATERMARK)
      EMIT_TWICE_TIMER = TimerSpec('clear_timer', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          bag_state=beam.DoFn.StateParam(BAG_STATE),
          emit_timer=beam.DoFn.TimerParam(EMIT_TIMER),
          emit_twice_timer=beam.DoFn.TimerParam(EMIT_TWICE_TIMER)):
        value = element[1]
        bag_state.add(value)
        emit_twice_timer.set(100)
        emit_timer.set(1000)

      @on_timer(EMIT_TWICE_TIMER)
      @on_timer(EMIT_TIMER)
      def emit_values(self, bag_state=beam.DoFn.StateParam(BAG_STATE)):
        for value in bag_state.read():
          yield value

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(0).add_elements([
              ('key', 'value')
          ]).advance_watermark_to(100))

      _ = (
          p
          | test_stream
          | beam.ParDo(BagStateClearingStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual(['value', 'value'],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_simple_read_modify_write_stateful_dofn(self):
    class SimpleTestReadModifyWriteStatefulDoFn(DoFn):
      VALUE_STATE = ReadModifyWriteStateSpec('value', StrUtf8Coder())

      def process(self, element, last_element=DoFn.StateParam(VALUE_STATE)):
        last_element.write('%s:%s' % element)
        yield last_element.read()

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(0).add_elements([
              ('a', 1)
          ]).advance_watermark_to(10).add_elements([
              ('a', 3)
          ]).advance_watermark_to(20).add_elements([('a', 5)]))
      (
          p | test_stream
          | beam.ParDo(SimpleTestReadModifyWriteStatefulDoFn())
          | beam.ParDo(self.record_dofn()))
    self.assertEqual(['a:1', 'a:3', 'a:5'],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_clearing_read_modify_write_state(self):
    class SimpleClearingReadModifyWriteStatefulDoFn(DoFn):
      VALUE_STATE = ReadModifyWriteStateSpec('value', StrUtf8Coder())

      def process(self, element, last_element=DoFn.StateParam(VALUE_STATE)):
        value = last_element.read()
        if value is not None:
          yield value
        last_element.clear()
        last_element.write("%s:%s" % (last_element.read(), element[1]))
        if element[1] == 5:
          yield last_element.read()

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(0).add_elements([
              ('a', 1)
          ]).advance_watermark_to(10).add_elements([
              ('a', 3)
          ]).advance_watermark_to(20).add_elements([('a', 5)]))
      (
          p | test_stream
          | beam.ParDo(SimpleClearingReadModifyWriteStatefulDoFn())
          | beam.ParDo(self.record_dofn()))
    self.assertEqual(['None:1', 'None:3', 'None:5'],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_simple_set_stateful_dofn(self):
    class SimpleTestSetStatefulDoFn(DoFn):
      BUFFER_STATE = SetStateSpec('buffer', VarIntCoder())
      EXPIRY_TIMER = TimerSpec('expiry', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          buffer=DoFn.StateParam(BUFFER_STATE),
          timer1=DoFn.TimerParam(EXPIRY_TIMER)):
        unused_key, value = element
        buffer.add(value)
        timer1.set(20)

      @on_timer(EXPIRY_TIMER)
      def expiry_callback(self, buffer=DoFn.StateParam(BUFFER_STATE)):
        yield sorted(buffer.read())

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(10).add_elements(
              [1, 2, 3]).add_elements([2]).advance_watermark_to(24))
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(SimpleTestSetStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    # Two firings should occur: once after element 3 since the timer should
    # fire after the watermark passes time 20, and another time after element
    # 4, since the timer issued at that point should fire immediately.
    self.assertEqual([[1, 2, 3]], StatefulDoFnOnDirectRunnerTest.all_records)

  def test_clearing_set_state(self):
    class SetStateClearingStatefulDoFn(beam.DoFn):

      SET_STATE = SetStateSpec('buffer', StrUtf8Coder())
      EMIT_TIMER = TimerSpec('emit_timer', TimeDomain.WATERMARK)
      CLEAR_TIMER = TimerSpec('clear_timer', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          set_state=beam.DoFn.StateParam(SET_STATE),
          emit_timer=beam.DoFn.TimerParam(EMIT_TIMER),
          clear_timer=beam.DoFn.TimerParam(CLEAR_TIMER)):
        value = element[1]
        set_state.add(value)
        clear_timer.set(100)
        emit_timer.set(1000)

      @on_timer(EMIT_TIMER)
      def emit_values(self, set_state=beam.DoFn.StateParam(SET_STATE)):
        for value in set_state.read():
          yield value

      @on_timer(CLEAR_TIMER)
      def clear_values(self, set_state=beam.DoFn.StateParam(SET_STATE)):
        set_state.clear()
        set_state.add('different-value')

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(0).add_elements([
              ('key1', 'value1')
          ]).advance_watermark_to(100))

      _ = (
          p
          | test_stream
          | beam.ParDo(SetStateClearingStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual(['different-value'],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_stateful_set_state_portably(self):
    class SetStatefulDoFn(beam.DoFn):

      SET_STATE = SetStateSpec('buffer', VarIntCoder())

      def process(self, element, set_state=beam.DoFn.StateParam(SET_STATE)):
        _, value = element
        aggregated_value = 0
        set_state.add(value)
        for saved_value in set_state.read():
          aggregated_value += saved_value
        yield aggregated_value

    with TestPipeline() as p:
      values = p | beam.Create([('key', 1), ('key', 2), ('key', 3), ('key', 4),
                                ('key', 3)],
                               reshuffle=False)
      actual_values = (values | beam.ParDo(SetStatefulDoFn()))
      assert_that(actual_values, equal_to([1, 3, 6, 10, 10]))

  def test_stateful_set_state_clean_portably(self):
    class SetStateClearingStatefulDoFn(beam.DoFn):

      SET_STATE = SetStateSpec('buffer', VarIntCoder())
      EMIT_TIMER = TimerSpec('emit_timer', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          set_state=beam.DoFn.StateParam(SET_STATE),
          emit_timer=beam.DoFn.TimerParam(EMIT_TIMER)):
        _, value = element
        set_state.add(value)

        all_elements = [element for element in set_state.read()]

        if len(all_elements) == 5:
          set_state.clear()
          set_state.add(100)
          emit_timer.set(1)

      @on_timer(EMIT_TIMER)
      def emit_values(self, set_state=beam.DoFn.StateParam(SET_STATE)):
        yield sorted(set_state.read())

    with TestPipeline() as p:
      values = p | beam.Create([('key', 1), ('key', 2), ('key', 3), ('key', 4),
                                ('key', 5)])
      actual_values = (
          values
          | beam.Map(lambda t: window.TimestampedValue(t, 1))
          | beam.WindowInto(window.FixedWindows(1))
          | beam.ParDo(SetStateClearingStatefulDoFn()))

      assert_that(actual_values, equal_to([[100]]))

  def test_stateful_dofn_nonkeyed_input(self):
    p = TestPipeline()
    values = p | beam.Create([1, 2, 3])
    with self.assertRaisesRegex(
        ValueError,
        ('Input elements to the transform .* with stateful DoFn must be '
         'key-value pairs.')):
      values | beam.ParDo(TestStatefulDoFn())

  def test_generate_sequence_with_realtime_timer(self):
    from apache_beam.transforms.combiners import CountCombineFn

    class GenerateRecords(beam.DoFn):

      EMIT_TIMER = TimerSpec('emit_timer', TimeDomain.REAL_TIME)
      COUNT_STATE = CombiningValueStateSpec(
          'count_state', VarIntCoder(), CountCombineFn())

      def __init__(self, frequency, total_records):
        self.total_records = total_records
        self.frequency = frequency

      def process(self, element, emit_timer=beam.DoFn.TimerParam(EMIT_TIMER)):
        # Processing time timers should be set on ABSOLUTE TIME.
        emit_timer.set(self.frequency)
        yield element[1]

      @on_timer(EMIT_TIMER)
      def emit_values(
          self,
          emit_timer=beam.DoFn.TimerParam(EMIT_TIMER),
          count_state=beam.DoFn.StateParam(COUNT_STATE)):
        count = count_state.read() or 0
        if self.total_records == count:
          return

        count_state.add(1)
        # Processing time timers should be set on ABSOLUTE TIME.
        emit_timer.set(count + 1 + self.frequency)
        yield 'value'

    TOTAL_RECORDS = 3
    FREQUENCY = 1

    test_stream = (
        TestStream().advance_watermark_to(0).add_elements([
            ('key', 0)
        ]).advance_processing_time(1)  # Timestamp: 1
        .add_elements([('key', 1)]).advance_processing_time(1)  # Timestamp: 2
        .add_elements([('key', 2)]).advance_processing_time(1)  # Timestamp: 3
        .add_elements([('key', 3)]))

    with beam.Pipeline(argv=['--streaming', '--runner=DirectRunner']) as p:
      _ = (
          p
          | test_stream
          | beam.ParDo(GenerateRecords(FREQUENCY, TOTAL_RECORDS))
          | beam.ParDo(self.record_dofn()))

    self.assertEqual(
        # 4 RECORDS go through process
        # 3 values are emitted from timer
        # Timestamp moves gradually.
        [0, 'value', 1, 'value', 2, 'value', 3],
        StatefulDoFnOnDirectRunnerTest.all_records)

  def test_simple_stateful_dofn_combining(self):
    class SimpleTestStatefulDoFn(DoFn):
      BUFFER_STATE = CombiningValueStateSpec(
          'buffer', ListCoder(VarIntCoder()), ToListCombineFn())
      EXPIRY_TIMER = TimerSpec('expiry1', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          buffer=DoFn.StateParam(BUFFER_STATE),
          timer1=DoFn.TimerParam(EXPIRY_TIMER)):
        unused_key, value = element
        buffer.add(value)
        timer1.set(20)

      @on_timer(EXPIRY_TIMER)
      def expiry_callback(
          self,
          buffer=DoFn.StateParam(BUFFER_STATE),
          timer=DoFn.TimerParam(EXPIRY_TIMER)):
        yield ''.join(str(x) for x in sorted(buffer.read()))

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(10).add_elements(
              [1,
               2]).add_elements([3]).advance_watermark_to(25).add_elements([4]))
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(SimpleTestStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual(['123', '1234'],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_timer_output_timestamp(self):
    class TimerEmittingStatefulDoFn(DoFn):
      EMIT_TIMER_1 = TimerSpec('emit1', TimeDomain.WATERMARK)
      EMIT_TIMER_2 = TimerSpec('emit2', TimeDomain.WATERMARK)
      EMIT_TIMER_3 = TimerSpec('emit3', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          timer1=DoFn.TimerParam(EMIT_TIMER_1),
          timer2=DoFn.TimerParam(EMIT_TIMER_2),
          timer3=DoFn.TimerParam(EMIT_TIMER_3)):
        timer1.set(10)
        timer2.set(20)
        timer3.set(30)

      @on_timer(EMIT_TIMER_1)
      def emit_callback_1(self):
        yield 'timer1'

      @on_timer(EMIT_TIMER_2)
      def emit_callback_2(self):
        yield 'timer2'

      @on_timer(EMIT_TIMER_3)
      def emit_callback_3(self):
        yield 'timer3'

    class TimestampReifyingDoFn(DoFn):
      def process(self, element, ts=DoFn.TimestampParam):
        yield (element, int(ts))

    with TestPipeline() as p:
      test_stream = (TestStream().advance_watermark_to(10).add_elements([1]))
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(TimerEmittingStatefulDoFn())
          | beam.ParDo(TimestampReifyingDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('timer1', 10), ('timer2', 20), ('timer3', 30)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  def test_timer_output_timestamp_and_window(self):
    class TimerEmittingStatefulDoFn(DoFn):
      EMIT_TIMER_1 = TimerSpec('emit1', TimeDomain.WATERMARK)

      def process(self, element, timer1=DoFn.TimerParam(EMIT_TIMER_1)):
        timer1.set(10)

      @on_timer(EMIT_TIMER_1)
      def emit_callback_1(
          self,
          window=DoFn.WindowParam,
          ts=DoFn.TimestampParam,
          key=DoFn.KeyParam):
        yield (
            'timer1-{key}'.format(key=key),
            int(ts),
            int(window.start),
            int(window.end))

    pipeline_options = PipelineOptions()
    with TestPipeline(options=pipeline_options) as p:
      test_stream = (TestStream().advance_watermark_to(10).add_elements([1]))
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | "window_into" >> beam.WindowInto(
              window.FixedWindows(5),
              accumulation_mode=trigger.AccumulationMode.DISCARDING)
          | beam.ParDo(TimerEmittingStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('timer1-mykey', 10, 10, 15)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  def test_timer_default_tag(self):
    class DynamicTimerDoFn(DoFn):
      EMIT_TIMER_FAMILY = TimerSpec('emit', TimeDomain.WATERMARK)

      def process(self, element, emit=DoFn.TimerParam(EMIT_TIMER_FAMILY)):
        emit.set(10)
        emit.set(20, dynamic_timer_tag='')

      @on_timer(EMIT_TIMER_FAMILY)
      def emit_callback(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

    with TestPipeline() as p:
      test_stream = (TestStream().advance_watermark_to(10).add_elements(
          [1])).advance_watermark_to_infinity()
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(DynamicTimerDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('', 20)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  def test_dynamic_timer_simple_dofn(self):
    class DynamicTimerDoFn(DoFn):
      EMIT_TIMER_FAMILY = TimerSpec('emit', TimeDomain.WATERMARK)

      def process(self, element, emit=DoFn.TimerParam(EMIT_TIMER_FAMILY)):
        emit.set(10, dynamic_timer_tag='emit1')
        emit.set(20, dynamic_timer_tag='emit2')
        emit.set(30, dynamic_timer_tag='emit3')

      @on_timer(EMIT_TIMER_FAMILY)
      def emit_callback(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

    with TestPipeline() as p:
      test_stream = (TestStream().advance_watermark_to(10).add_elements(
          [1])).advance_watermark_to_infinity()
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(DynamicTimerDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('emit1', 10), ('emit2', 20), ('emit3', 30)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  @pytest.mark.no_xdist
  @pytest.mark.timeout(10)
  def test_dynamic_timer_clear_then_set_timer(self):
    class EmitTwoEvents(DoFn):
      EMIT_CLEAR_SET_TIMER = TimerSpec('emitclear', TimeDomain.WATERMARK)

      def process(self, element, emit=DoFn.TimerParam(EMIT_CLEAR_SET_TIMER)):
        yield ('1', 'set')
        emit.set(1)

      @on_timer(EMIT_CLEAR_SET_TIMER)
      def emit_clear(self):
        yield ('1', 'clear')

    class DynamicTimerDoFn(DoFn):
      EMIT_TIMER_FAMILY = TimerSpec('emit', TimeDomain.WATERMARK)

      def process(self, element, emit=DoFn.TimerParam(EMIT_TIMER_FAMILY)):
        if element[1] == 'set':
          emit.set(10, dynamic_timer_tag='emit1')
          emit.set(20, dynamic_timer_tag='emit2')
        if element[1] == 'clear':
          emit.set(30, dynamic_timer_tag='emit3')
          emit.clear(dynamic_timer_tag='emit3')
          emit.set(40, dynamic_timer_tag='emit3')
        return []

      @on_timer(EMIT_TIMER_FAMILY)
      def emit_callback(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

    with TestPipeline() as p:
      res = (
          p
          | beam.Create([('1', 'impulse')])
          | beam.ParDo(EmitTwoEvents())
          | beam.ParDo(DynamicTimerDoFn()))
      assert_that(res, equal_to([('emit1', 10), ('emit2', 20), ('emit3', 40)]))

  def test_dynamic_timer_clear_timer(self):
    class DynamicTimerDoFn(DoFn):
      EMIT_TIMER_FAMILY = TimerSpec('emit', TimeDomain.WATERMARK)

      def process(self, element, emit=DoFn.TimerParam(EMIT_TIMER_FAMILY)):
        if element[1] == 'set':
          emit.set(10, dynamic_timer_tag='emit1')
          emit.set(20, dynamic_timer_tag='emit2')
          emit.set(30, dynamic_timer_tag='emit3')
        if element[1] == 'clear':
          emit.clear(dynamic_timer_tag='emit3')

      @on_timer(EMIT_TIMER_FAMILY)
      def emit_callback(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(5).add_elements(
              ['set']).advance_watermark_to(10).add_elements(
                  ['clear']).advance_watermark_to_infinity())
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(DynamicTimerDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('emit1', 10), ('emit2', 20)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  def test_dynamic_timer_multiple(self):
    class DynamicTimerDoFn(DoFn):
      EMIT_TIMER_FAMILY1 = TimerSpec('emit_family_1', TimeDomain.WATERMARK)
      EMIT_TIMER_FAMILY2 = TimerSpec('emit_family_2', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          emit1=DoFn.TimerParam(EMIT_TIMER_FAMILY1),
          emit2=DoFn.TimerParam(EMIT_TIMER_FAMILY2)):
        emit1.set(10, dynamic_timer_tag='emit11')
        emit1.set(20, dynamic_timer_tag='emit12')
        emit1.set(30, dynamic_timer_tag='emit13')
        emit2.set(30, dynamic_timer_tag='emit21')
        emit2.set(20, dynamic_timer_tag='emit22')
        emit2.set(10, dynamic_timer_tag='emit23')

      @on_timer(EMIT_TIMER_FAMILY1)
      def emit_callback(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

      @on_timer(EMIT_TIMER_FAMILY2)
      def emit_callback_2(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(5).add_elements(
              ['1']).advance_watermark_to_infinity())
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(DynamicTimerDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('emit11', 10), ('emit12', 20), ('emit13', 30),
                      ('emit21', 30), ('emit22', 20), ('emit23', 10)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  def test_dynamic_timer_and_simple_timer(self):
    class DynamicTimerDoFn(DoFn):
      EMIT_TIMER_FAMILY = TimerSpec('emit', TimeDomain.WATERMARK)
      GC_TIMER = TimerSpec('gc', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          emit=DoFn.TimerParam(EMIT_TIMER_FAMILY),
          gc=DoFn.TimerParam(GC_TIMER)):
        emit.set(10, dynamic_timer_tag='emit1')
        emit.set(20, dynamic_timer_tag='emit2')
        emit.set(30, dynamic_timer_tag='emit3')
        gc.set(40)

      @on_timer(EMIT_TIMER_FAMILY)
      def emit_callback(
          self, ts=DoFn.TimestampParam, tag=DoFn.DynamicTimerTagParam):
        yield (tag, ts)

      @on_timer(GC_TIMER)
      def gc(self, ts=DoFn.TimestampParam):
        yield ('gc', ts)

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(5).add_elements(
              ['1']).advance_watermark_to_infinity())
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(DynamicTimerDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('emit1', 10), ('emit2', 20), ('emit3', 30), ('gc', 40)],
                     sorted(StatefulDoFnOnDirectRunnerTest.all_records))

  def test_index_assignment(self):
    class IndexAssigningStatefulDoFn(DoFn):
      INDEX_STATE = CombiningValueStateSpec('index', sum)

      def process(self, element, state=DoFn.StateParam(INDEX_STATE)):
        unused_key, value = element
        current_index = state.read()
        yield (value, current_index)
        state.add(1)

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(10).add_elements([
              'A', 'B'
          ]).add_elements(['C']).advance_watermark_to(25).add_elements(['D']))
      (
          p
          | test_stream
          | beam.Map(lambda x: ('mykey', x))
          | beam.ParDo(IndexAssigningStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    self.assertEqual([('A', 0), ('B', 1), ('C', 2), ('D', 3)],
                     StatefulDoFnOnDirectRunnerTest.all_records)

  def test_hash_join(self):
    class HashJoinStatefulDoFn(DoFn):
      BUFFER_STATE = BagStateSpec('buffer', BytesCoder())
      UNMATCHED_TIMER = TimerSpec('unmatched', TimeDomain.WATERMARK)

      def process(
          self,
          element,
          state=DoFn.StateParam(BUFFER_STATE),
          timer=DoFn.TimerParam(UNMATCHED_TIMER)):
        key, value = element
        existing_values = list(state.read())
        if not existing_values:
          state.add(value)
          timer.set(100)
        else:
          yield b'Record<%s,%s,%s>' % (key, existing_values[0], value)
          state.clear()
          timer.clear()

      @on_timer(UNMATCHED_TIMER)
      def expiry_callback(self, state=DoFn.StateParam(BUFFER_STATE)):
        buffered = list(state.read())
        assert len(buffered) == 1, buffered
        state.clear()
        yield b'Unmatched<%s>' % (buffered[0], )

    with TestPipeline() as p:
      test_stream = (
          TestStream().advance_watermark_to(10).add_elements([
              (b'A', b'a'), (b'B', b'b')
          ]).add_elements([
              (b'A', b'aa'), (b'C', b'c')
          ]).advance_watermark_to(25).add_elements([
              (b'A', b'aaa'), (b'B', b'bb')
          ]).add_elements([
              (b'D', b'd'), (b'D', b'dd'), (b'D', b'ddd'), (b'D', b'dddd')
          ]).advance_watermark_to(125).add_elements([(b'C', b'cc')]))
      (
          p
          | test_stream
          | beam.ParDo(HashJoinStatefulDoFn())
          | beam.ParDo(self.record_dofn()))

    equal_to(StatefulDoFnOnDirectRunnerTest.all_records)([
        b'Record<A,a,aa>',
        b'Record<B,b,bb>',
        b'Record<D,d,dd>',
        b'Record<D,ddd,dddd>',
        b'Unmatched<aaa>',
        b'Unmatched<c>',
        b'Unmatched<cc>'
    ])


if __name__ == '__main__':
  unittest.main()