mirror of
https://github.com/Infinidat/infi.clickhouse_orm.git
synced 2024-11-22 00:56:34 +03:00
335 lines
13 KiB
Python
335 lines
13 KiB
Python
import unittest
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import datetime
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from infi.clickhouse_orm import *
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import logging
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logging.getLogger("requests").setLevel(logging.WARNING)
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class _EnginesHelperTestCase(unittest.TestCase):
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def setUp(self):
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self.database = Database('test-db', log_statements=True)
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def tearDown(self):
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self.database.drop_database()
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class EnginesTestCase(_EnginesHelperTestCase):
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def _create_and_insert(self, model_class, **kwargs):
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self.database.create_table(model_class)
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self.database.insert([
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model_class(date='2017-01-01', event_id=23423, event_group=13, event_count=7, event_version=1, **kwargs)
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])
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def test_merge_tree(self):
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class TestModel(SampleModel):
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engine = MergeTree('date', ('date', 'event_id', 'event_group'))
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self._create_and_insert(TestModel)
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def test_merge_tree_with_sampling(self):
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class TestModel(SampleModel):
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engine = MergeTree('date', ('date', 'event_id', 'event_group', 'intHash32(event_id)'), sampling_expr='intHash32(event_id)')
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self._create_and_insert(TestModel)
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def test_merge_tree_with_sampling__funcs(self):
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class TestModel(SampleModel):
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engine = MergeTree('date', ('date', 'event_id', 'event_group', F.intHash32(SampleModel.event_id)), sampling_expr=F.intHash32(SampleModel.event_id))
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self._create_and_insert(TestModel)
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def test_merge_tree_with_granularity(self):
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class TestModel(SampleModel):
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engine = MergeTree('date', ('date', 'event_id', 'event_group'), index_granularity=4096)
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self._create_and_insert(TestModel)
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def test_replicated_merge_tree(self):
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engine = MergeTree('date', ('date', 'event_id', 'event_group'), replica_table_path='/clickhouse/tables/{layer}-{shard}/hits', replica_name='{replica}')
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# In ClickHouse 1.1.54310 custom partitioning key was introduced and new syntax is used
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if self.database.server_version >= (1, 1, 54310):
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expected = "ReplicatedMergeTree('/clickhouse/tables/{layer}-{shard}/hits', '{replica}') PARTITION BY (toYYYYMM(`date`)) ORDER BY (date, event_id, event_group) SETTINGS index_granularity=8192"
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else:
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expected = "ReplicatedMergeTree('/clickhouse/tables/{layer}-{shard}/hits', '{replica}', date, (date, event_id, event_group), 8192)"
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self.assertEqual(engine.create_table_sql(self.database), expected)
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def test_replicated_merge_tree_incomplete(self):
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with self.assertRaises(AssertionError):
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MergeTree('date', ('date', 'event_id', 'event_group'), replica_table_path='/clickhouse/tables/{layer}-{shard}/hits')
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with self.assertRaises(AssertionError):
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MergeTree('date', ('date', 'event_id', 'event_group'), replica_name='{replica}')
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def test_collapsing_merge_tree(self):
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class TestModel(SampleModel):
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engine = CollapsingMergeTree('date', ('date', 'event_id', 'event_group'), 'event_version')
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self._create_and_insert(TestModel)
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def test_summing_merge_tree(self):
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class TestModel(SampleModel):
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engine = SummingMergeTree('date', ('date', 'event_group'), ('event_count',))
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self._create_and_insert(TestModel)
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def test_replacing_merge_tree(self):
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class TestModel(SampleModel):
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engine = ReplacingMergeTree('date', ('date', 'event_id', 'event_group'), 'event_uversion')
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self._create_and_insert(TestModel)
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def test_tiny_log(self):
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class TestModel(SampleModel):
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engine = TinyLog()
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self._create_and_insert(TestModel)
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def test_log(self):
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class TestModel(SampleModel):
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engine = Log()
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self._create_and_insert(TestModel)
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def test_memory(self):
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class TestModel(SampleModel):
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engine = Memory()
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self._create_and_insert(TestModel)
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def test_merge(self):
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class TestModel1(SampleModel):
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engine = TinyLog()
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class TestModel2(SampleModel):
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engine = TinyLog()
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class TestMergeModel(MergeModel, SampleModel):
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engine = Merge('^testmodel')
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self.database.create_table(TestModel1)
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self.database.create_table(TestModel2)
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self.database.create_table(TestMergeModel)
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# Insert operations are restricted for this model type
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with self.assertRaises(DatabaseException):
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self.database.insert([
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TestMergeModel(date='2017-01-01', event_id=23423, event_group=13, event_count=7, event_version=1)
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])
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# Testing select
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self.database.insert([
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TestModel1(date='2017-01-01', event_id=1, event_group=1, event_count=1, event_version=1)
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])
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self.database.insert([
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TestModel2(date='2017-01-02', event_id=2, event_group=2, event_count=2, event_version=2)
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])
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# event_uversion is materialized field. So * won't select it and it will be zero
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res = self.database.select('SELECT *, _table, event_uversion FROM $table ORDER BY event_id', model_class=TestMergeModel)
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res = list(res)
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self.assertEqual(2, len(res))
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self.assertDictEqual({
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'_table': 'testmodel1',
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'date': datetime.date(2017, 1, 1),
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'event_id': 1,
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'event_group': 1,
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'event_count': 1,
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'event_version': 1,
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'event_uversion': 1
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}, res[0].to_dict(include_readonly=True))
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self.assertDictEqual({
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'_table': 'testmodel2',
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'date': datetime.date(2017, 1, 2),
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'event_id': 2,
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'event_group': 2,
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'event_count': 2,
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'event_version': 2,
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'event_uversion': 2
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}, res[1].to_dict(include_readonly=True))
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def test_custom_partitioning(self):
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class TestModel(SampleModel):
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engine = MergeTree(
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order_by=('date', 'event_id', 'event_group'),
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partition_key=('toYYYYMM(date)', 'event_group')
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)
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class TestCollapseModel(SampleModel):
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sign = Int8Field()
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engine = CollapsingMergeTree(
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sign_col='sign',
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order_by=('date', 'event_id', 'event_group'),
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partition_key=('toYYYYMM(date)', 'event_group')
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)
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self._create_and_insert(TestModel)
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self._create_and_insert(TestCollapseModel, sign=1)
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# Result order may be different, lets sort manually
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parts = sorted(list(SystemPart.get(self.database)), key=lambda x: x.table)
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self.assertEqual(2, len(parts))
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self.assertEqual('testcollapsemodel', parts[0].table)
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self.assertEqual('(201701, 13)'.replace(' ', ''), parts[0].partition.replace(' ', ''))
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self.assertEqual('testmodel', parts[1].table)
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self.assertEqual('(201701, 13)'.replace(' ', ''), parts[1].partition.replace(' ', ''))
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def test_custom_primary_key(self):
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if self.database.server_version < (18, 1):
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raise unittest.SkipTest('ClickHouse version too old')
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class TestModel(SampleModel):
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engine = MergeTree(
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order_by=('date', 'event_id', 'event_group'),
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partition_key=('toYYYYMM(date)',),
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primary_key=('date', 'event_id')
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)
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class TestCollapseModel(SampleModel):
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sign = Int8Field()
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engine = CollapsingMergeTree(
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sign_col='sign',
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order_by=('date', 'event_id', 'event_group'),
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partition_key=('toYYYYMM(date)',),
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primary_key=('date', 'event_id')
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)
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self._create_and_insert(TestModel)
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self._create_and_insert(TestCollapseModel, sign=1)
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self.assertEqual(2, len(list(SystemPart.get(self.database))))
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class SampleModel(Model):
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date = DateField()
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event_id = UInt32Field()
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event_group = UInt32Field()
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event_count = UInt16Field()
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event_version = Int8Field()
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event_uversion = UInt8Field(materialized='abs(event_version)')
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class DistributedTestCase(_EnginesHelperTestCase):
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def test_without_table_name(self):
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engine = Distributed('my_cluster')
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with self.assertRaises(ValueError) as cm:
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engine.create_table_sql(self.database)
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exc = cm.exception
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self.assertEqual(str(exc), 'Cannot create Distributed engine: specify an underlying table')
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def test_with_table_name(self):
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engine = Distributed('my_cluster', 'foo')
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sql = engine.create_table_sql(self.database)
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self.assertEqual(sql, 'Distributed(`my_cluster`, `test-db`, `foo`)')
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class TestModel(SampleModel):
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engine = TinyLog()
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def _create_distributed(self, shard_name, underlying=TestModel):
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class TestDistributedModel(DistributedModel, underlying):
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engine = Distributed(shard_name, underlying)
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self.database.create_table(underlying)
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self.database.create_table(TestDistributedModel)
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return TestDistributedModel
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def test_bad_cluster_name(self):
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with self.assertRaises(ServerError) as cm:
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d_model = self._create_distributed('cluster_name')
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self.database.count(d_model)
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exc = cm.exception
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self.assertEqual(exc.code, 170)
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self.assertTrue(exc.message.startswith("Requested cluster 'cluster_name' not found"))
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def test_verbose_engine_two_superclasses(self):
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class TestModel2(SampleModel):
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engine = Log()
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class TestDistributedModel(DistributedModel, self.TestModel, TestModel2):
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engine = Distributed('test_shard_localhost', self.TestModel)
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self.database.create_table(self.TestModel)
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self.database.create_table(TestDistributedModel)
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self.assertEqual(self.database.count(TestDistributedModel), 0)
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def test_minimal_engine(self):
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class TestDistributedModel(DistributedModel, self.TestModel):
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engine = Distributed('test_shard_localhost')
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self.database.create_table(self.TestModel)
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self.database.create_table(TestDistributedModel)
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self.assertEqual(self.database.count(TestDistributedModel), 0)
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def test_minimal_engine_two_superclasses(self):
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class TestModel2(SampleModel):
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engine = Log()
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class TestDistributedModel(DistributedModel, self.TestModel, TestModel2):
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engine = Distributed('test_shard_localhost')
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self.database.create_table(self.TestModel)
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with self.assertRaises(TypeError) as cm:
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self.database.create_table(TestDistributedModel)
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exc = cm.exception
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self.assertEqual(str(exc), 'When defining Distributed engine without the table_name ensure '
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'that your model has exactly one non-distributed superclass')
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def test_minimal_engine_no_superclasses(self):
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class TestDistributedModel(DistributedModel):
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engine = Distributed('test_shard_localhost')
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self.database.create_table(self.TestModel)
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with self.assertRaises(TypeError) as cm:
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self.database.create_table(TestDistributedModel)
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exc = cm.exception
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self.assertEqual(str(exc), 'When defining Distributed engine without the table_name ensure '
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'that your model has a parent model')
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def _test_insert_select(self, local_to_distributed, test_model=TestModel, include_readonly=True):
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d_model = self._create_distributed('test_shard_localhost', underlying=test_model)
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if local_to_distributed:
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to_insert, to_select = test_model, d_model
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else:
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to_insert, to_select = d_model, test_model
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self.database.insert([
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to_insert(date='2017-01-01', event_id=1, event_group=1, event_count=1, event_version=1),
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to_insert(date='2017-01-02', event_id=2, event_group=2, event_count=2, event_version=2)
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])
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# event_uversion is materialized field. So * won't select it and it will be zero
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res = self.database.select('SELECT *, event_uversion FROM $table ORDER BY event_id',
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model_class=to_select)
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res = [row for row in res]
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self.assertEqual(2, len(res))
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self.assertDictEqual({
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'date': datetime.date(2017, 1, 1),
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'event_id': 1,
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'event_group': 1,
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'event_count': 1,
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'event_version': 1,
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'event_uversion': 1
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}, res[0].to_dict(include_readonly=include_readonly))
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self.assertDictEqual({
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'date': datetime.date(2017, 1, 2),
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'event_id': 2,
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'event_group': 2,
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'event_count': 2,
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'event_version': 2,
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'event_uversion': 2
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}, res[1].to_dict(include_readonly=include_readonly))
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@unittest.skip("Bad support of materialized fields in Distributed tables "
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"https://groups.google.com/forum/#!topic/clickhouse/XEYRRwZrsSc")
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def test_insert_distributed_select_local(self):
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return self._test_insert_select(local_to_distributed=False)
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def test_insert_local_select_distributed(self):
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return self._test_insert_select(local_to_distributed=True)
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def _test_insert_distributed_select_local_no_materialized_fields(self):
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class TestModel2(self.TestModel):
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event_uversion = UInt8Field(readonly=True)
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return self._test_insert_select(local_to_distributed=False, test_model=TestModel2, include_readonly=False)
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