jobs_test.py

# coding: utf-8
#
# Copyright 2014 The Oppia Authors. All Rights Reserved.
#
# Licensed 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.

"""Tests for long running jobs and continuous computations."""

import ast

from core import jobs
from core import jobs_registry
from core.domain import event_services
from core.domain import exp_domain
from core.domain import exp_services
from core.platform import models
from core.platform.taskqueue import gae_taskqueue_services as taskqueue_services
from core.tests import test_utils
import feconf

from google.appengine.ext import ndb

(base_models, exp_models, stats_models) = models.Registry.import_models([
    models.NAMES.base_model, models.NAMES.exploration, models.NAMES.statistics])
taskqueue_services = models.Registry.import_taskqueue_services()
transaction_services = models.Registry.import_transaction_services()

JOB_FAILED_MESSAGE = 'failed (as expected)'


class DummyJobManager(jobs.BaseDeferredJobManager):
    @classmethod
    def _run(cls, additional_job_params):
        return 'output'


class AnotherDummyJobManager(jobs.BaseDeferredJobManager):
    @classmethod
    def _run(cls, additional_job_params):
        return 'output'


class DummyJobManagerWithParams(jobs.BaseDeferredJobManager):
    @classmethod
    def _run(cls, additional_job_params):
        return additional_job_params['correct']


class DummyFailingJobManager(jobs.BaseDeferredJobManager):
    @classmethod
    def _run(cls, additional_job_params):
        raise Exception(JOB_FAILED_MESSAGE)


class JobWithNoRunMethodManager(jobs.BaseDeferredJobManager):
    pass


class JobManagerUnitTests(test_utils.GenericTestBase):
    """Test basic job manager operations."""

    def test_create_new(self):
        """Test the creation of a new job."""
        job_id = DummyJobManager.create_new()
        self.assertTrue(job_id.startswith('DummyJob'))
        self.assertEqual(
            DummyJobManager.get_status_code(job_id), jobs.STATUS_CODE_NEW)
        self.assertIsNone(DummyJobManager.get_time_queued_msec(job_id))
        self.assertIsNone(DummyJobManager.get_time_started_msec(job_id))
        self.assertIsNone(DummyJobManager.get_time_finished_msec(job_id))
        self.assertIsNone(DummyJobManager.get_metadata(job_id))
        self.assertIsNone(DummyJobManager.get_output(job_id))
        self.assertIsNone(DummyJobManager.get_error(job_id))

        self.assertFalse(DummyJobManager.is_active(job_id))
        self.assertFalse(DummyJobManager.has_finished(job_id))

    def test_enqueue_job(self):
        """Test the enqueueing of a job."""
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(
                taskqueue_services.QUEUE_NAME_DEFAULT), 1)

        self.assertEqual(
            DummyJobManager.get_status_code(job_id), jobs.STATUS_CODE_QUEUED)
        self.assertIsNotNone(DummyJobManager.get_time_queued_msec(job_id))
        self.assertIsNone(DummyJobManager.get_output(job_id))

    def test_failure_for_job_enqueued_using_wrong_manager(self):
        job_id = DummyJobManager.create_new()
        with self.assertRaisesRegexp(Exception, 'Invalid job type'):
            AnotherDummyJobManager.enqueue(
                job_id, taskqueue_services.QUEUE_NAME_DEFAULT)

    def test_failure_for_job_with_no_run_method(self):
        job_id = JobWithNoRunMethodManager.create_new()
        JobWithNoRunMethodManager.enqueue(
            job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        with self.assertRaisesRegexp(Exception, 'NotImplementedError'):
            self.process_and_flush_pending_tasks()

    def test_complete_job(self):
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        self.process_and_flush_pending_tasks()

        self.assertEqual(
            DummyJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_COMPLETED)
        time_queued_msec = DummyJobManager.get_time_queued_msec(job_id)
        time_started_msec = DummyJobManager.get_time_started_msec(job_id)
        time_finished_msec = DummyJobManager.get_time_finished_msec(job_id)
        self.assertIsNotNone(time_queued_msec)
        self.assertIsNotNone(time_started_msec)
        self.assertIsNotNone(time_finished_msec)
        self.assertLess(time_queued_msec, time_started_msec)
        self.assertLess(time_started_msec, time_finished_msec)

        metadata = DummyJobManager.get_metadata(job_id)
        output = DummyJobManager.get_output(job_id)
        error = DummyJobManager.get_error(job_id)
        self.assertIsNone(metadata)
        self.assertEqual(output, ['output'])
        self.assertIsNone(error)

        self.assertFalse(DummyJobManager.is_active(job_id))
        self.assertTrue(DummyJobManager.has_finished(job_id))

    def test_deferred_job_with_additional_params(self):
        """Test the enqueueing of a job with additional parameters."""
        job_id_1 = DummyJobManagerWithParams.create_new()
        DummyJobManagerWithParams.enqueue(
            job_id_1, taskqueue_services.QUEUE_NAME_DEFAULT,
            additional_job_params={'random': 3, 'correct': 60})
        job_id_2 = DummyJobManagerWithParams.create_new()
        DummyJobManagerWithParams.enqueue(
            job_id_2, taskqueue_services.QUEUE_NAME_DEFAULT,
            additional_job_params={'random': 20, 'correct': 25})

        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            2)
        self.process_and_flush_pending_tasks()

        self.assertTrue(DummyJobManagerWithParams.has_finished(job_id_1))
        self.assertEqual(DummyJobManagerWithParams.get_output(job_id_1), ['60'])
        self.assertTrue(DummyJobManagerWithParams.has_finished(job_id_2))
        self.assertEqual(DummyJobManagerWithParams.get_output(job_id_2), ['25'])

    def test_job_failure(self):
        job_id = DummyFailingJobManager.create_new()
        DummyFailingJobManager.enqueue(
            job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        with self.assertRaisesRegexp(Exception, 'Task failed'):
            self.process_and_flush_pending_tasks()

        self.assertEqual(
            DummyFailingJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_FAILED)
        time_queued_msec = DummyFailingJobManager.get_time_queued_msec(job_id)
        time_started_msec = DummyFailingJobManager.get_time_started_msec(
            job_id)
        time_finished_msec = DummyFailingJobManager.get_time_finished_msec(
            job_id)
        self.assertIsNotNone(time_queued_msec)
        self.assertIsNotNone(time_started_msec)
        self.assertIsNotNone(time_finished_msec)
        self.assertLess(time_queued_msec, time_started_msec)
        self.assertLess(time_started_msec, time_finished_msec)

        metadata = DummyFailingJobManager.get_metadata(job_id)
        output = DummyFailingJobManager.get_output(job_id)
        error = DummyFailingJobManager.get_error(job_id)
        self.assertIsNone(metadata)
        self.assertIsNone(output)
        self.assertIn(JOB_FAILED_MESSAGE, error)

        self.assertFalse(DummyFailingJobManager.is_active(job_id))
        self.assertTrue(DummyFailingJobManager.has_finished(job_id))

    def test_status_code_transitions(self):
        """Test that invalid status code transitions are caught."""
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        DummyJobManager.register_start(job_id)
        DummyJobManager.register_completion(job_id, ['output'])

        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyJobManager.enqueue(
                job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyJobManager.register_completion(job_id, ['output'])
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyJobManager.register_failure(job_id, 'error')

    def test_different_jobs_are_independent(self):
        job_id = DummyJobManager.create_new()
        another_job_id = AnotherDummyJobManager.create_new()

        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        DummyJobManager.register_start(job_id)
        AnotherDummyJobManager.enqueue(
            another_job_id, taskqueue_services.QUEUE_NAME_DEFAULT)

        self.assertEqual(
            DummyJobManager.get_status_code(job_id), jobs.STATUS_CODE_STARTED)
        self.assertEqual(
            AnotherDummyJobManager.get_status_code(another_job_id),
            jobs.STATUS_CODE_QUEUED)

    def test_cannot_instantiate_jobs_from_abstract_base_classes(self):
        with self.assertRaisesRegexp(
            Exception, 'directly create a job using the abstract base'
            ):
            jobs.BaseJobManager.create_new()

    def test_cannot_enqueue_same_job_twice(self):
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyJobManager.enqueue(
                job_id, taskqueue_services.QUEUE_NAME_DEFAULT)

    def test_can_enqueue_two_instances_of_the_same_job(self):
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        job_id_2 = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id_2, taskqueue_services.QUEUE_NAME_DEFAULT)

    def test_cancel_kills_queued_job(self):
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertTrue(DummyJobManager.is_active(job_id))
        DummyJobManager.cancel(job_id, 'admin_user_id')

        self.assertFalse(DummyJobManager.is_active(job_id))
        self.assertEquals(
            DummyJobManager.get_status_code(job_id), jobs.STATUS_CODE_CANCELED)
        self.assertIsNone(DummyJobManager.get_output(job_id))
        self.assertEquals(
            DummyJobManager.get_error(job_id), 'Canceled by admin_user_id')

    def test_cancel_kills_started_job(self):
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertTrue(DummyJobManager.is_active(job_id))
        DummyJobManager.register_start(job_id)

        # Cancel the job immediately after it has started.
        DummyJobManager.cancel(job_id, 'admin_user_id')

        # The job then finishes.
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyJobManager.register_completion(job_id, ['job_output'])

        self.assertFalse(DummyJobManager.is_active(job_id))
        self.assertEquals(
            DummyJobManager.get_status_code(job_id), jobs.STATUS_CODE_CANCELED)
        # Note that no results are recorded for this job.
        self.assertIsNone(DummyJobManager.get_output(job_id))
        self.assertEquals(
            DummyJobManager.get_error(job_id), 'Canceled by admin_user_id')

    def test_cancel_does_not_kill_completed_job(self):
        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertTrue(DummyJobManager.is_active(job_id))
        # Complete the job.
        self.process_and_flush_pending_tasks()

        self.assertFalse(DummyJobManager.is_active(job_id))
        self.assertEquals(
            DummyJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_COMPLETED)
        # Cancel the job after it has finished.
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyJobManager.cancel(job_id, 'admin_user_id')

        # The job should still have 'completed' status.
        self.assertFalse(DummyJobManager.is_active(job_id))
        self.assertEquals(
            DummyJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_COMPLETED)
        self.assertEquals(DummyJobManager.get_output(job_id), ['output'])
        self.assertIsNone(DummyJobManager.get_error(job_id))

    def test_cancel_does_not_kill_failed_job(self):
        job_id = DummyFailingJobManager.create_new()
        DummyFailingJobManager.enqueue(
            job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertTrue(DummyFailingJobManager.is_active(job_id))
        with self.assertRaisesRegexp(Exception, 'Task failed'):
            self.process_and_flush_pending_tasks()

        self.assertFalse(DummyFailingJobManager.is_active(job_id))
        self.assertEquals(
            DummyFailingJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_FAILED)
        # Cancel the job after it has finished.
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            DummyFailingJobManager.cancel(job_id, 'admin_user_id')

        # The job should still have 'failed' status.
        self.assertFalse(DummyFailingJobManager.is_active(job_id))
        self.assertEquals(
            DummyFailingJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_FAILED)
        self.assertIsNone(DummyFailingJobManager.get_output(job_id))
        self.assertIn(
            'raise Exception', DummyFailingJobManager.get_error(job_id))

    def test_cancelling_multiple_unfinished_jobs(self):
        job1_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job1_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        job2_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job2_id, taskqueue_services.QUEUE_NAME_DEFAULT)

        DummyJobManager.register_start(job1_id)
        DummyJobManager.register_start(job2_id)
        DummyJobManager.cancel_all_unfinished_jobs('admin_user_id')

        self.assertFalse(DummyJobManager.is_active(job1_id))
        self.assertFalse(DummyJobManager.is_active(job2_id))
        self.assertEquals(
            DummyJobManager.get_status_code(job1_id),
            jobs.STATUS_CODE_CANCELED)
        self.assertEquals(
            DummyJobManager.get_status_code(job2_id),
            jobs.STATUS_CODE_CANCELED)
        self.assertIsNone(DummyJobManager.get_output(job1_id))
        self.assertIsNone(DummyJobManager.get_output(job2_id))
        self.assertEquals(
            'Canceled by admin_user_id', DummyJobManager.get_error(job1_id))
        self.assertEquals(
            'Canceled by admin_user_id', DummyJobManager.get_error(job2_id))

    def test_cancelling_one_unfinished_job(self):
        job1_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job1_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        job2_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job2_id, taskqueue_services.QUEUE_NAME_DEFAULT)

        DummyJobManager.register_start(job1_id)
        DummyJobManager.register_start(job2_id)
        DummyJobManager.cancel(job1_id, 'admin_user_id')
        with self.assertRaisesRegexp(Exception, 'Invalid status code change'):
            self.process_and_flush_pending_tasks()
        DummyJobManager.register_completion(job2_id, ['output'])

        self.assertFalse(DummyJobManager.is_active(job1_id))
        self.assertFalse(DummyJobManager.is_active(job2_id))
        self.assertEquals(
            DummyJobManager.get_status_code(job1_id),
            jobs.STATUS_CODE_CANCELED)
        self.assertEquals(
            DummyJobManager.get_status_code(job2_id),
            jobs.STATUS_CODE_COMPLETED)
        self.assertIsNone(DummyJobManager.get_output(job1_id))
        self.assertEquals(DummyJobManager.get_output(job2_id), ['output'])
        self.assertEquals(
            'Canceled by admin_user_id', DummyJobManager.get_error(job1_id))
        self.assertIsNone(DummyJobManager.get_error(job2_id))

    def test_compress_output_list_with_single_char_outputs(self):
        input_list = [1, 2, 3, 4, 5]
        expected_output = ['1', '2', '3', '<TRUNCATED>']
        actual_output = jobs.BaseJobManager._compress_output_list(  # pylint: disable=protected-access
            input_list, test_only_max_output_len_chars=3)
        self.assertEquals(actual_output, expected_output)

    def test_compress_output_list_with_multi_char_outputs(self):
        input_list = ['abcd', 'efgh', 'ijkl']
        expected_output = ['abcd', 'efgh', 'ij <TRUNCATED>']
        actual_output = jobs.BaseJobManager._compress_output_list(  # pylint: disable=protected-access
            input_list, test_only_max_output_len_chars=10)
        self.assertEquals(actual_output, expected_output)

    def test_compress_output_list_with_zero_max_output_len(self):
        input_list = [1, 2, 3]
        expected_output = ['<TRUNCATED>']
        actual_output = jobs.BaseJobManager._compress_output_list(  # pylint: disable=protected-access
            input_list, test_only_max_output_len_chars=0)
        self.assertEquals(actual_output, expected_output)

    def test_compress_output_list_with_exact_max_output_len(self):
        input_list = ['abc']
        expected_output = ['abc']
        actual_output = jobs.BaseJobManager._compress_output_list(  # pylint: disable=protected-access
            input_list, test_only_max_output_len_chars=3)
        self.assertEquals(actual_output, expected_output)

    def test_compress_output_list_with_empty_outputs(self):
        input_list = []
        expected_output = []
        actual_output = jobs.BaseJobManager._compress_output_list(input_list)  # pylint: disable=protected-access
        self.assertEquals(actual_output, expected_output)

    def test_compress_output_list_with_duplicate_outputs(self):
        input_list = ['bar', 'foo'] * 3
        expected_output = ['(3x) bar', '(3x) foo']
        actual_output = jobs.BaseJobManager._compress_output_list(  # pylint: disable=protected-access
            input_list,
            # Make sure no output gets truncated.
            test_only_max_output_len_chars=sum(len(s) for s in expected_output))
        self.assertEquals(actual_output, expected_output)

    def test_compress_output_list_with_truncated_duplicate_outputs(self):
        input_list = ['supercalifragilisticexpialidocious'] * 3
        expected_output = ['(3x) super <TRUNCATED>']
        actual_output = jobs.BaseJobManager._compress_output_list(  # pylint: disable=protected-access
            input_list, test_only_max_output_len_chars=10)
        self.assertEquals(actual_output, expected_output)


SUM_MODEL_ID = 'all_data_id'


class NumbersModel(ndb.Model):
    number = ndb.IntegerProperty()


class SumModel(ndb.Model):
    total = ndb.IntegerProperty(default=0)
    failed = ndb.BooleanProperty(default=False)


class TestDeferredJobManager(jobs.BaseDeferredJobManager):
    """Base class for testing deferred jobs."""
    pass


class TestAdditionJobManager(TestDeferredJobManager):
    """Test job that sums all NumbersModel data.

    The result is stored in a SumModel entity with id SUM_MODEL_ID.
    """
    @classmethod
    def _run(cls, additional_job_params):
        total = sum([
            numbers_model.number for numbers_model in NumbersModel.query()])
        SumModel(id=SUM_MODEL_ID, total=total).put()


class FailingAdditionJobManager(TestDeferredJobManager):
    """Test job that stores stuff in SumModel and then fails."""

    @classmethod
    def _run(cls, additional_job_params):
        total = sum([
            numbers_model.number for numbers_model in NumbersModel.query()])
        SumModel(id=SUM_MODEL_ID, total=total).put()
        raise Exception('Oops, I failed.')

    @classmethod
    def _post_failure_hook(cls, job_id):
        model = SumModel.get_by_id(SUM_MODEL_ID)
        model.failed = True
        model.put()


class DatastoreJobIntegrationTests(test_utils.GenericTestBase):
    """Tests the behavior of a job that affects data in the datastore.

    This job gets all NumbersModel instances and sums their values, and puts
    the summed values in a SumModel instance with id SUM_MODEL_ID. The
    computation is redone from scratch each time the job is run.
    """

    def _get_stored_total(self):
        sum_model = SumModel.get_by_id(SUM_MODEL_ID)
        return sum_model.total if sum_model else 0

    def _populate_data(self):
        """Populate the datastore with four NumbersModel instances."""
        NumbersModel(number=1).put()
        NumbersModel(number=2).put()
        NumbersModel(number=1).put()
        NumbersModel(number=2).put()

    def test_sequential_jobs(self):
        self._populate_data()
        self.assertEqual(self._get_stored_total(), 0)

        TestAdditionJobManager.enqueue(
            TestAdditionJobManager.create_new(),
            taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        self.process_and_flush_pending_tasks()
        self.assertEqual(self._get_stored_total(), 6)

        NumbersModel(number=3).put()

        TestAdditionJobManager.enqueue(
            TestAdditionJobManager.create_new(),
            taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        self.process_and_flush_pending_tasks()
        self.assertEqual(self._get_stored_total(), 9)

    def test_multiple_enqueued_jobs(self):
        self._populate_data()
        TestAdditionJobManager.enqueue(
            TestAdditionJobManager.create_new(),
            taskqueue_services.QUEUE_NAME_DEFAULT)

        NumbersModel(number=3).put()
        TestAdditionJobManager.enqueue(
            TestAdditionJobManager.create_new(),
            taskqueue_services.QUEUE_NAME_DEFAULT)

        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            2)
        self.process_and_flush_pending_tasks()
        self.assertEqual(self._get_stored_total(), 9)

    def test_failing_job(self):
        self._populate_data()
        job_id = FailingAdditionJobManager.create_new()
        FailingAdditionJobManager.enqueue(
            job_id, taskqueue_services.QUEUE_NAME_DEFAULT)

        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        with self.assertRaisesRegexp(
            taskqueue_services.PermanentTaskFailure, 'Oops, I failed'
            ):
            self.process_and_flush_pending_tasks()
        # The work that the failing job did before it failed is still done.
        self.assertEqual(self._get_stored_total(), 6)

        # The post-failure hook should have run.
        self.assertTrue(SumModel.get_by_id(SUM_MODEL_ID).failed)

        self.assertTrue(
            FailingAdditionJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_FAILED)


class SampleMapReduceJobManager(jobs.BaseMapReduceJobManager):
    """Test job that counts the total number of explorations."""

    @classmethod
    def entity_classes_to_map_over(cls):
        return [exp_models.ExplorationModel]

    @staticmethod
    def map(item):
        yield ('sum', 1)

    @staticmethod
    def reduce(key, values):
        yield (key, sum([int(value) for value in values]))


class MapReduceJobIntegrationTests(test_utils.GenericTestBase):
    """Tests MapReduce jobs end-to-end."""

    def setUp(self):
        """Create an exploration so that there is something to count."""
        super(MapReduceJobIntegrationTests, self).setUp()
        exploration = exp_domain.Exploration.create_default_exploration(
            'exp_id')
        exp_services.save_new_exploration('owner_id', exploration)
        self.process_and_flush_pending_tasks()

    def test_count_all_explorations(self):
        job_id = SampleMapReduceJobManager.create_new()
        SampleMapReduceJobManager.enqueue(
            job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(
                taskqueue_services.QUEUE_NAME_DEFAULT), 1)
        self.process_and_flush_pending_tasks()

        self.assertEqual(
            SampleMapReduceJobManager.get_output(job_id), ['[u\'sum\', 1]'])
        self.assertEqual(
            SampleMapReduceJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_COMPLETED)


class JobRegistryTests(test_utils.GenericTestBase):
    """Tests job registry."""

    def test_each_one_off_class_is_subclass_of_base_job_manager(self):
        for klass in jobs_registry.ONE_OFF_JOB_MANAGERS:
            self.assertTrue(issubclass(klass, jobs.BaseJobManager))

    def test_each_one_off_class_is_not_abstract(self):
        for klass in jobs_registry.ONE_OFF_JOB_MANAGERS:
            self.assertFalse(klass._is_abstract())  # pylint: disable=protected-access

    def test_validity_of_each_continuous_computation_class(self):
        for klass in jobs_registry.ALL_CONTINUOUS_COMPUTATION_MANAGERS:
            self.assertTrue(
                issubclass(klass, jobs.BaseContinuousComputationManager))

            event_types_listened_to = klass.get_event_types_listened_to()
            self.assertTrue(isinstance(event_types_listened_to, list))
            for event_type in event_types_listened_to:
                self.assertTrue(isinstance(event_type, basestring))
                self.assertTrue(issubclass(
                    event_services.Registry.get_event_class_by_type(
                        event_type),
                    event_services.BaseEventHandler))

            rdc = klass._get_realtime_datastore_class()  # pylint: disable=protected-access
            self.assertTrue(issubclass(
                rdc, jobs.BaseRealtimeDatastoreClassForContinuousComputations))

            # The list of allowed base classes. This can be extended as the
            # need arises, though we may also want to implement
            # _get_continuous_computation_class() and
            # _entity_created_before_job_queued() for other base classes
            # that are added to this list.
            allowed_base_batch_job_classes = [
                jobs.BaseMapReduceJobManagerForContinuousComputations]
            self.assertTrue(any([
                issubclass(klass._get_batch_job_manager_class(), superclass)  # pylint: disable=protected-access
                for superclass in allowed_base_batch_job_classes]))


class JobQueriesTests(test_utils.GenericTestBase):
    """Tests queries for jobs."""

    def test_get_data_for_recent_jobs(self):
        self.assertEqual(jobs.get_data_for_recent_jobs(), [])

        job_id = DummyJobManager.create_new()
        DummyJobManager.enqueue(job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        recent_jobs = jobs.get_data_for_recent_jobs()
        self.assertEqual(len(recent_jobs), 1)
        self.assertDictContainsSubset({
            'id': job_id,
            'status_code': jobs.STATUS_CODE_QUEUED,
            'job_type': 'DummyJobManager',
            'is_cancelable': True,
            'error': None
        }, recent_jobs[0])


class TwoClassesMapReduceJobManager(jobs.BaseMapReduceJobManager):
    """A test job handler that counts entities in two datastore classes."""

    @classmethod
    def entity_classes_to_map_over(cls):
        return [exp_models.ExplorationModel, exp_models.ExplorationRightsModel]

    @staticmethod
    def map(item):
        yield ('sum', 1)

    @staticmethod
    def reduce(key, values):
        yield [key, sum([int(value) for value in values])]


class TwoClassesMapReduceJobIntegrationTests(test_utils.GenericTestBase):
    """Tests MapReduce jobs using two classes end-to-end."""

    def setUp(self):
        """Create an exploration so that there is something to count."""
        super(TwoClassesMapReduceJobIntegrationTests, self).setUp()
        exploration = exp_domain.Exploration.create_default_exploration(
            'exp_id')
        # Note that this ends up creating an entry in the
        # ExplorationRightsModel as well.
        exp_services.save_new_exploration('owner_id', exploration)
        self.process_and_flush_pending_tasks()

    def test_count_entities(self):
        self.assertEqual(exp_models.ExplorationModel.query().count(), 1)
        self.assertEqual(exp_models.ExplorationRightsModel.query().count(), 1)

        job_id = TwoClassesMapReduceJobManager.create_new()
        TwoClassesMapReduceJobManager.enqueue(
            job_id, taskqueue_services.QUEUE_NAME_DEFAULT)
        self.assertEqual(
            self.count_jobs_in_taskqueue(taskqueue_services.QUEUE_NAME_DEFAULT),
            1)
        self.process_and_flush_pending_tasks()

        self.assertEqual(
            TwoClassesMapReduceJobManager.get_output(job_id), ['[u\'sum\', 2]'])
        self.assertEqual(
            TwoClassesMapReduceJobManager.get_status_code(job_id),
            jobs.STATUS_CODE_COMPLETED)


class StartExplorationRealtimeModel(
        jobs.BaseRealtimeDatastoreClassForContinuousComputations):
    count = ndb.IntegerProperty(default=0)


class StartExplorationMRJobManager(
        jobs.BaseMapReduceJobManagerForContinuousComputations):

    @classmethod
    def _get_continuous_computation_class(cls):
        return StartExplorationEventCounter

    @classmethod
    def entity_classes_to_map_over(cls):
        return [stats_models.StartExplorationEventLogEntryModel]

    @staticmethod
    def map(item):
        current_class = StartExplorationMRJobManager
        if current_class._entity_created_before_job_queued(item):  # pylint: disable=protected-access
            yield (
                item.exploration_id, {
                    'event_type': item.event_type,
                })

    @staticmethod
    def reduce(key, stringified_values):
        started_count = 0
        for value_str in stringified_values:
            value = ast.literal_eval(value_str)
            if value['event_type'] == feconf.EVENT_TYPE_START_EXPLORATION:
                started_count += 1
        stats_models.ExplorationAnnotationsModel(
            id=key, num_starts=started_count).put()


class StartExplorationEventCounter(jobs.BaseContinuousComputationManager):
    """A continuous-computation job that counts 'start exploration' events.

    This class should only be used in tests.
    """

    @classmethod
    def get_event_types_listened_to(cls):
        return [feconf.EVENT_TYPE_START_EXPLORATION]

    @classmethod
    def _get_realtime_datastore_class(cls):
        return StartExplorationRealtimeModel

    @classmethod
    def _get_batch_job_manager_class(cls):
        return StartExplorationMRJobManager

    @classmethod
    def _kickoff_batch_job_after_previous_one_ends(cls):
        """Override this method so that it does not immediately start a
        new MapReduce job. Non-test subclasses should not do this.
        """
        pass

    @classmethod
    def _handle_incoming_event(
            cls, active_realtime_layer, event_type, exp_id, unused_exp_version,
            unused_state_name, unused_session_id, unused_params,
            unused_play_type):

        def _increment_counter():
            realtime_class = cls._get_realtime_datastore_class()
            realtime_model_id = realtime_class.get_realtime_id(
                active_realtime_layer, exp_id)

            realtime_model = realtime_class.get(
                realtime_model_id, strict=False)
            if realtime_model is None:
                realtime_class(
                    id=realtime_model_id, count=1,
                    realtime_layer=active_realtime_layer).put()
            else:
                realtime_model.count += 1
                realtime_model.put()

        transaction_services.run_in_transaction(_increment_counter)

    # Public query method.
    @classmethod
    def get_count(cls, exploration_id):
        """Return the number of 'start exploration' events received.

        Answers the query by combining the existing MR job output and the
        active realtime_datastore_class.
        """
        mr_model = stats_models.ExplorationAnnotationsModel.get(
            exploration_id, strict=False)
        realtime_model = cls._get_realtime_datastore_class().get(
            cls.get_active_realtime_layer_id(exploration_id), strict=False)

        answer = 0
        if mr_model is not None:
            answer += mr_model.num_starts
        if realtime_model is not None:
            answer += realtime_model.count
        return answer


class ContinuousComputationTests(test_utils.GenericTestBase):
    """Tests continuous computations for 'start exploration' events."""

    EXP_ID = 'exp_id'

    ALL_CC_MANAGERS_FOR_TESTS = [
        StartExplorationEventCounter]

    def setUp(self):
        """Create an exploration and register the event listener manually."""
        super(ContinuousComputationTests, self).setUp()

        exploration = exp_domain.Exploration.create_default_exploration(
            self.EXP_ID)
        exp_services.save_new_exploration('owner_id', exploration)
        self.process_and_flush_pending_tasks()

    def test_continuous_computation_workflow(self):
        """An integration test for continuous computations."""
        with self.swap(
            jobs_registry, 'ALL_CONTINUOUS_COMPUTATION_MANAGERS',
            self.ALL_CC_MANAGERS_FOR_TESTS
            ):
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 0)

            # Record an event. This will put the event in the task queue.
            event_services.StartExplorationEventHandler.record(
                self.EXP_ID, 1, feconf.DEFAULT_INIT_STATE_NAME, 'session_id',
                {}, feconf.PLAY_TYPE_NORMAL)
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 0)
            self.assertEqual(
                self.count_jobs_in_taskqueue(
                    taskqueue_services.QUEUE_NAME_EVENTS), 1)

            # When the task queue is flushed, the data is recorded in the two
            # realtime layers.
            self.process_and_flush_pending_tasks()
            self.assertEqual(
                self.count_jobs_in_taskqueue(
                    taskqueue_services.QUEUE_NAME_EVENTS), 0)
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 1)
            self.assertEqual(StartExplorationRealtimeModel.get(
                '0:%s' % self.EXP_ID).count, 1)
            self.assertEqual(StartExplorationRealtimeModel.get(
                '1:%s' % self.EXP_ID).count, 1)

            # The batch job has not run yet, so no entity for self.EXP_ID will
            # have been created in the batch model yet.
            with self.assertRaises(base_models.BaseModel.EntityNotFoundError):
                stats_models.ExplorationAnnotationsModel.get(self.EXP_ID)

            # Launch the batch computation.
            StartExplorationEventCounter.start_computation()
            # Data in realtime layer 0 is still there.
            self.assertEqual(StartExplorationRealtimeModel.get(
                '0:%s' % self.EXP_ID).count, 1)
            # Data in realtime layer 1 has been deleted.
            self.assertIsNone(StartExplorationRealtimeModel.get(
                '1:%s' % self.EXP_ID, strict=False))

            self.assertEqual(
                self.count_jobs_in_taskqueue(
                    taskqueue_services.QUEUE_NAME_CONTINUOUS_JOBS), 1)
            self.process_and_flush_pending_tasks()
            self.assertEqual(
                stats_models.ExplorationAnnotationsModel.get(
                    self.EXP_ID).num_starts, 1)

            # The overall count is still 1.
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 1)
            # Data in realtime layer 0 has been deleted.
            self.assertIsNone(StartExplorationRealtimeModel.get(
                '0:%s' % self.EXP_ID, strict=False))
            # Data in realtime layer 1 has been deleted.
            self.assertIsNone(StartExplorationRealtimeModel.get(
                '1:%s' % self.EXP_ID, strict=False))

    def test_events_coming_in_while_batch_job_is_running(self):
        with self.swap(
            jobs_registry, 'ALL_CONTINUOUS_COMPUTATION_MANAGERS',
            self.ALL_CC_MANAGERS_FOR_TESTS
            ):
            # Currently no events have been recorded.
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 0)

            # Enqueue the batch computation. (It is running on 0 events).
            StartExplorationEventCounter._kickoff_batch_job()  # pylint: disable=protected-access
            # Record an event while this job is in the queue. Simulate
            # this by directly calling on_incoming_event(), because using
            # StartExplorationEventHandler.record() would just put the event
            # in the task queue, which we don't want to flush yet.
            event_services.StartExplorationEventHandler._handle_event(  # pylint: disable=protected-access
                self.EXP_ID, 1, feconf.DEFAULT_INIT_STATE_NAME, 'session_id',
                {}, feconf.PLAY_TYPE_NORMAL)
            StartExplorationEventCounter.on_incoming_event(
                event_services.StartExplorationEventHandler.EVENT_TYPE,
                self.EXP_ID, 1, feconf.DEFAULT_INIT_STATE_NAME, 'session_id',
                {}, feconf.PLAY_TYPE_NORMAL)
            # The overall count is now 1.
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 1)

            # Finish the job.
            self.process_and_flush_pending_tasks()
            # When the batch job completes, the overall count is still 1.
            self.assertEqual(
                StartExplorationEventCounter.get_count(self.EXP_ID), 1)
            # The batch job result should still be 0, since the event arrived
            # after the batch job started.
            with self.assertRaises(base_models.BaseModel.EntityNotFoundError):
                stats_models.ExplorationAnnotationsModel.get(self.EXP_ID)


# TODO(sll): When we have some concrete ContinuousComputations running in
# production, add an integration test to ensure that the registration of event
# handlers in the main codebase is happening correctly.