infi.clickhouse_orm/tests/test_nullable_fields.py

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import unittest
import pytz
from infi.clickhouse_orm.database import Database
from infi.clickhouse_orm.models import Model
from infi.clickhouse_orm.fields import *
from infi.clickhouse_orm.engines import *
from infi.clickhouse_orm.utils import comma_join
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from datetime import date, datetime
class NullableFieldsTest(unittest.TestCase):
def setUp(self):
self.database = Database('test-db', log_statements=True)
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self.database.create_table(ModelWithNullable)
def tearDown(self):
self.database.drop_database()
def test_nullable_datetime_field(self):
f = NullableField(DateTimeField())
epoch = datetime(1970, 1, 1, tzinfo=pytz.utc)
# Valid values
for value in (date(1970, 1, 1),
datetime(1970, 1, 1),
epoch,
epoch.astimezone(pytz.timezone('US/Eastern')),
epoch.astimezone(pytz.timezone('Asia/Jerusalem')),
'1970-01-01 00:00:00',
'1970-01-17 00:00:17',
'0000-00-00 00:00:00',
0,
'\\N'):
dt = f.to_python(value, pytz.utc)
if value == '\\N':
self.assertIsNone(dt)
else:
self.assertTrue(dt.tzinfo)
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# Verify that conversion to and from db string does not change value
dt2 = f.to_python(f.to_db_string(dt, quote=False), pytz.utc)
self.assertEqual(dt, dt2)
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# Invalid values
for value in ('nope', '21/7/1999', 0.5):
with self.assertRaises(ValueError):
f.to_python(value, pytz.utc)
def test_nullable_uint8_field(self):
f = NullableField(UInt8Field())
# Valid values
for value in (17, '17', 17.0, '\\N'):
python_value = f.to_python(value, pytz.utc)
if value == '\\N':
self.assertIsNone(python_value)
self.assertEqual(value, f.to_db_string(python_value))
else:
self.assertEqual(python_value, 17)
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# Invalid values
for value in ('nope', date.today()):
with self.assertRaises(ValueError):
f.to_python(value, pytz.utc)
def test_nullable_string_field(self):
f = NullableField(StringField())
# Valid values
for value in ('\\\\N', 'N', 'some text', '\\N'):
python_value = f.to_python(value, pytz.utc)
if value == '\\N':
self.assertIsNone(python_value)
self.assertEqual(value, f.to_db_string(python_value))
else:
self.assertEqual(python_value, value)
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def test_isinstance(self):
for field in (StringField, UInt8Field, Float32Field, DateTimeField):
f = NullableField(field())
self.assertTrue(f.isinstance(field))
self.assertTrue(f.isinstance(NullableField))
for field in (Int8Field, Int16Field, Int32Field, Int64Field, UInt8Field, UInt16Field, UInt32Field, UInt64Field):
f = NullableField(field())
self.assertTrue(f.isinstance(BaseIntField))
for field in (Float32Field, Float64Field):
f = NullableField(field())
self.assertTrue(f.isinstance(BaseFloatField))
f = NullableField(NullableField(UInt32Field()))
self.assertTrue(f.isinstance(BaseIntField))
self.assertTrue(f.isinstance(NullableField))
self.assertFalse(f.isinstance(BaseFloatField))
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def _insert_sample_data(self):
dt = date(1970, 1, 1)
self.database.insert([
ModelWithNullable(date_field='2016-08-30', null_str='', null_int=42, null_date=dt),
ModelWithNullable(date_field='2016-08-30', null_str='nothing', null_int=None, null_date=None),
ModelWithNullable(date_field='2016-08-31', null_str=None, null_int=42, null_date=dt),
ModelWithNullable(date_field='2016-08-31', null_str=None, null_int=None, null_date=None, null_default=None)
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])
def _assert_sample_data(self, results):
for r in results:
print(r.to_dict())
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dt = date(1970, 1, 1)
self.assertEqual(len(results), 4)
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self.assertIsNone(results[0].null_str)
self.assertEqual(results[0].null_int, 42)
self.assertEqual(results[0].null_default, 7)
self.assertEqual(results[0].null_alias, 21)
self.assertEqual(results[0].null_materialized, 420)
self.assertEqual(results[0].null_date, dt)
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self.assertIsNone(results[1].null_date)
self.assertEqual(results[1].null_str, 'nothing')
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self.assertIsNone(results[1].null_date)
self.assertIsNone(results[2].null_str)
self.assertEqual(results[2].null_date, dt)
self.assertEqual(results[2].null_int, 42)
self.assertEqual(results[2].null_default, 7)
self.assertEqual(results[2].null_alias, 21)
self.assertEqual(results[0].null_materialized, 420)
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self.assertIsNone(results[3].null_int)
self.assertIsNone(results[3].null_default)
self.assertIsNone(results[3].null_alias)
self.assertIsNone(results[3].null_materialized)
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self.assertIsNone(results[3].null_str)
self.assertIsNone(results[3].null_date)
def test_insert_and_select(self):
self._insert_sample_data()
fields = comma_join(ModelWithNullable.fields().keys())
query = 'SELECT %s from $table ORDER BY date_field' % fields
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results = list(self.database.select(query, ModelWithNullable))
self._assert_sample_data(results)
def test_ad_hoc_model(self):
self._insert_sample_data()
fields = comma_join(ModelWithNullable.fields().keys())
query = 'SELECT %s from $db.modelwithnullable ORDER BY date_field' % fields
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results = list(self.database.select(query))
self._assert_sample_data(results)
class ModelWithNullable(Model):
date_field = DateField()
null_str = NullableField(StringField(), extra_null_values={''})
null_int = NullableField(Int32Field())
null_date = NullableField(DateField())
null_default = NullableField(Int32Field(), default=7)
null_alias = NullableField(Int32Field(), alias='null_int/2')
null_materialized = NullableField(Int32Field(), alias='null_int*10')
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engine = MergeTree('date_field', ('date_field',))