infi.clickhouse_orm/tests/test_engines.py

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from __future__ import unicode_literals
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import unittest
from infi.clickhouse_orm.database import Database, DatabaseException
from infi.clickhouse_orm.models import Model, MergeModel
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from infi.clickhouse_orm.fields import *
from infi.clickhouse_orm.engines import *
import logging
logging.getLogger("requests").setLevel(logging.WARNING)
class EnginesTestCase(unittest.TestCase):
def setUp(self):
self.database = Database('test-db')
def tearDown(self):
self.database.drop_database()
def _create_and_insert(self, model_class):
self.database.create_table(model_class)
self.database.insert([
model_class(date='2017-01-01', event_id=23423, event_group=13, event_count=7, event_version=1)
])
def test_merge_tree(self):
class TestModel(SampleModel):
engine = MergeTree('date', ('date', 'event_id', 'event_group'))
self._create_and_insert(TestModel)
def test_merge_tree_with_sampling(self):
class TestModel(SampleModel):
engine = MergeTree('date', ('date', 'event_id', 'event_group'), sampling_expr='intHash32(event_id)')
self._create_and_insert(TestModel)
def test_merge_tree_with_granularity(self):
class TestModel(SampleModel):
engine = MergeTree('date', ('date', 'event_id', 'event_group'), index_granularity=4096)
self._create_and_insert(TestModel)
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def test_replicated_merge_tree(self):
engine = MergeTree('date', ('date', 'event_id', 'event_group'), replica_table_path='/clickhouse/tables/{layer}-{shard}/hits', replica_name='{replica}')
expected = "ReplicatedMergeTree('/clickhouse/tables/{layer}-{shard}/hits', '{replica}', date, (date, event_id, event_group), 8192)"
self.assertEquals(engine.create_table_sql(), expected)
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def test_collapsing_merge_tree(self):
class TestModel(SampleModel):
engine = CollapsingMergeTree('date', ('date', 'event_id', 'event_group'), 'event_version')
self._create_and_insert(TestModel)
def test_summing_merge_tree(self):
class TestModel(SampleModel):
engine = SummingMergeTree('date', ('date', 'event_group'), ('event_count',))
self._create_and_insert(TestModel)
def test_replacing_merge_tree(self):
class TestModel(SampleModel):
engine = ReplacingMergeTree('date', ('date', 'event_id', 'event_group'), 'event_uversion')
self._create_and_insert(TestModel)
def test_tiny_log(self):
class TestModel(SampleModel):
engine = TinyLog()
self._create_and_insert(TestModel)
def test_log(self):
class TestModel(SampleModel):
engine = Log()
self._create_and_insert(TestModel)
def test_memory(self):
class TestModel(SampleModel):
engine = Memory()
self._create_and_insert(TestModel)
def test_merge(self):
class TestModel1(SampleModel):
engine = TinyLog()
class TestModel2(SampleModel):
engine = TinyLog()
class TestMergeModel(MergeModel, SampleModel):
engine = Merge('^testmodel')
self.database.create_table(TestModel1)
self.database.create_table(TestModel2)
self.database.create_table(TestMergeModel)
# Insert operations are restricted for this model type
with self.assertRaises(DatabaseException):
self.database.insert([
TestMergeModel(date='2017-01-01', event_id=23423, event_group=13, event_count=7, event_version=1)
])
# Testing select
self.database.insert([
TestModel1(date='2017-01-01', event_id=1, event_group=1, event_count=1, event_version=1)
])
self.database.insert([
TestModel2(date='2017-01-02', event_id=2, event_group=2, event_count=2, event_version=2)
])
# event_uversion is materialized field. So * won't select it and it will be zero
res = self.database.select('SELECT *, event_uversion FROM $table ORDER BY event_id', model_class=TestMergeModel)
res = [row for row in res]
self.assertEqual(2, len(res))
self.assertDictEqual({
'_table': 'testmodel1',
'date': datetime.date(2017, 1, 1),
'event_id': 1,
'event_group': 1,
'event_count': 1,
'event_version': 1,
'event_uversion': 1
}, res[0].to_dict(include_readonly=True))
self.assertDictEqual({
'_table': 'testmodel2',
'date': datetime.date(2017, 1, 2),
'event_id': 2,
'event_group': 2,
'event_count': 2,
'event_version': 2,
'event_uversion': 2
}, res[1].to_dict(include_readonly=True))
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class SampleModel(Model):
date = DateField()
event_id = UInt32Field()
event_group = UInt32Field()
event_count = UInt16Field()
event_version = Int8Field()
event_uversion = UInt8Field(materialized='abs(event_version)')