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Finished Release v0.5.5
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26005f75e2
31
README.rst
31
README.rst
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@ -113,6 +113,35 @@ The ``Database`` class also supports counting records easily::
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>>> db.count(Person, conditions="height > 1.90")
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6
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Pagination
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----------
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It is possible to paginate through model instances::
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>>> order_by = 'first_name, last_name'
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>>> page = db.paginate(Person, order_by, page_num=1, page_size=100)
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>>> print page.number_of_objects
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2507
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>>> print page.pages_total
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251
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>>> for person in page.objects:
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>>> # do something
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The ``paginate`` method returns a ``namedtuple`` containing the following fields:
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- ``objects`` - the list of objects in this page
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- ``number_of_objects`` - total number of objects in all pages
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- ``pages_total`` - total number of pages
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- ``number`` - the page number
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- ``page_size`` - the number of objects per page
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You can optionally pass conditions to the query::
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>>> page = db.paginate(Person, order_by, page_num=1, page_size=100, conditions='height > 1.90')
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Note that ``order_by`` must be chosen so that the ordering is unique, otherwise there might be
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inconsistencies in the pagination (such as an instance that appears on two different pages).
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Field Types
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-----------
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@ -178,4 +207,4 @@ After cloning the project, run the following commands::
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To run the tests, ensure that the ClickHouse server is running on http://localhost:8123/ (this is the default), and run::
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bin/nosetests
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bin/nosetests
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@ -1,6 +1,11 @@
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import requests
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from collections import namedtuple
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from models import ModelBase
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from utils import escape, parse_tsv
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from math import ceil
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Page = namedtuple('Page', 'objects number_of_objects pages_total number page_size')
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class DatabaseException(Exception):
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@ -14,7 +19,7 @@ class Database(object):
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self.db_url = db_url
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self.username = username
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self.password = password
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self._send('CREATE DATABASE IF NOT EXISTS ' + db_name)
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self._send('CREATE DATABASE IF NOT EXISTS `%s`' % db_name)
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def create_table(self, model_class):
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# TODO check that model has an engine
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@ -24,7 +29,7 @@ class Database(object):
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self._send(model_class.drop_table_sql(self.db_name))
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def drop_database(self):
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self._send('DROP DATABASE ' + self.db_name)
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self._send('DROP DATABASE `%s`' % self.db_name)
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def insert(self, model_instances):
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i = iter(model_instances)
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@ -34,7 +39,7 @@ class Database(object):
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return # model_instances is empty
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model_class = first_instance.__class__
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def gen():
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yield 'INSERT INTO %s.%s FORMAT TabSeparated\n' % (self.db_name, model_class.table_name())
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yield 'INSERT INTO `%s`.`%s` FORMAT TabSeparated\n' % (self.db_name, model_class.table_name())
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yield first_instance.to_tsv()
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yield '\n'
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for instance in i:
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@ -43,7 +48,7 @@ class Database(object):
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self._send(gen())
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def count(self, model_class, conditions=None):
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query = 'SELECT count() FROM %s.%s' % (self.db_name, model_class.table_name())
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query = 'SELECT count() FROM `%s`.`%s`' % (self.db_name, model_class.table_name())
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if conditions:
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query += ' WHERE ' + conditions
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r = self._send(query)
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@ -59,6 +64,23 @@ class Database(object):
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for line in lines:
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yield model_class.from_tsv(line, field_names)
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def paginate(self, model_class, order_by, page_num=1, page_size=100, conditions=None, settings=None):
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count = self.count(model_class, conditions)
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pages_total = int(ceil(count / float(page_size)))
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offset = (page_num - 1) * page_size
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query = 'SELECT * FROM `%s`.`%s`' % (self.db_name, model_class.table_name())
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if conditions:
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query += ' WHERE ' + conditions
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query += ' ORDER BY %s' % order_by
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query += ' LIMIT %d, %d' % (offset, page_size)
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return Page(
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objects=list(self.select(query, model_class, settings)),
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number_of_objects=count,
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pages_total=pages_total,
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number=page_num,
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page_size=page_size
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)
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def _send(self, data, settings=None):
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params = self._build_params(settings)
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r = requests.post(self.db_url, params=params, data=data, stream=True)
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@ -73,7 +73,8 @@ class DateField(Field):
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if isinstance(value, int):
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return DateField.class_default + datetime.timedelta(days=value)
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if isinstance(value, basestring):
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# TODO parse '0000-00-00'
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if value == '0000-00-00':
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return DateField.min_value
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return datetime.datetime.strptime(value, '%Y-%m-%d').date()
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raise ValueError('Invalid value for %s - %r' % (self.__class__.__name__, value))
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@ -97,7 +98,7 @@ class DateTimeField(Field):
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if isinstance(value, int):
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return datetime.datetime.fromtimestamp(value, pytz.utc)
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if isinstance(value, basestring):
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return datetime.datetime.strptime(value, '%Y-%m-%d %H-%M-%S')
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return datetime.datetime.strptime(value, '%Y-%m-%d %H:%M:%S')
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raise ValueError('Invalid value for %s - %r' % (self.__class__.__name__, value))
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def get_db_prep_value(self, value):
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@ -107,11 +108,10 @@ class DateTimeField(Field):
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class BaseIntField(Field):
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def to_python(self, value):
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if isinstance(value, int):
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return value
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if isinstance(value, basestring):
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try:
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return int(value)
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raise ValueError('Invalid value for %s - %r' % (self.__class__.__name__, value))
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except:
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raise ValueError('Invalid value for %s - %r' % (self.__class__.__name__, value))
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def validate(self, value):
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self._range_check(value, self.min_value, self.max_value)
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@ -176,11 +176,10 @@ class Int64Field(BaseIntField):
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class BaseFloatField(Field):
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def to_python(self, value):
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if isinstance(value, float):
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return value
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if isinstance(value, basestring) or isinstance(value, int):
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try:
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return float(value)
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raise ValueError('Invalid value for %s - %r' % (self.__class__.__name__, value))
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except:
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raise ValueError('Invalid value for %s - %r' % (self.__class__.__name__, value))
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class Float32Field(BaseFloatField):
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@ -92,7 +92,7 @@ class Model(object):
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'''
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Returns the SQL command for creating a table for this model.
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'''
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parts = ['CREATE TABLE IF NOT EXISTS %s.%s (' % (db_name, cls.table_name())]
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parts = ['CREATE TABLE IF NOT EXISTS `%s`.`%s` (' % (db_name, cls.table_name())]
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cols = []
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for name, field in cls._fields:
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default = field.get_db_prep_value(field.default)
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@ -107,7 +107,7 @@ class Model(object):
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'''
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Returns the SQL command for deleting this model's table.
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'''
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return 'DROP TABLE IF EXISTS %s.%s' % (db_name, cls.table_name())
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return 'DROP TABLE IF EXISTS `%s`.`%s`' % (db_name, cls.table_name())
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@classmethod
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def from_tsv(cls, line, field_names=None):
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@ -5,11 +5,14 @@ from infi.clickhouse_orm.models import Model
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from infi.clickhouse_orm.fields import *
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from infi.clickhouse_orm.engines import *
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import logging
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logging.getLogger("requests").setLevel(logging.WARNING)
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class DatabaseTestCase(unittest.TestCase):
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def setUp(self):
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self.database = Database('test_db')
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self.database = Database('test-db')
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self.database.create_table(Person)
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def tearDown(self):
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@ -41,7 +44,7 @@ class DatabaseTestCase(unittest.TestCase):
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def test_select(self):
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self._insert_and_check(self._sample_data(), len(data))
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query = "SELECT * FROM test_db.person WHERE first_name = 'Whitney' ORDER BY last_name"
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query = "SELECT * FROM `test-db`.person WHERE first_name = 'Whitney' ORDER BY last_name"
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results = list(self.database.select(query, Person))
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self.assertEquals(len(results), 2)
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self.assertEquals(results[0].last_name, 'Durham')
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@ -51,7 +54,7 @@ class DatabaseTestCase(unittest.TestCase):
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def test_select_partial_fields(self):
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self._insert_and_check(self._sample_data(), len(data))
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query = "SELECT first_name, last_name FROM test_db.person WHERE first_name = 'Whitney' ORDER BY last_name"
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query = "SELECT first_name, last_name FROM `test-db`.person WHERE first_name = 'Whitney' ORDER BY last_name"
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results = list(self.database.select(query, Person))
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self.assertEquals(len(results), 2)
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self.assertEquals(results[0].last_name, 'Durham')
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@ -61,7 +64,7 @@ class DatabaseTestCase(unittest.TestCase):
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def test_select_ad_hoc_model(self):
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self._insert_and_check(self._sample_data(), len(data))
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query = "SELECT * FROM test_db.person WHERE first_name = 'Whitney' ORDER BY last_name"
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query = "SELECT * FROM `test-db`.person WHERE first_name = 'Whitney' ORDER BY last_name"
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results = list(self.database.select(query))
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self.assertEquals(len(results), 2)
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self.assertEquals(results[0].__class__.__name__, 'AdHocModel')
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@ -70,6 +73,24 @@ class DatabaseTestCase(unittest.TestCase):
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self.assertEquals(results[1].last_name, 'Scott')
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self.assertEquals(results[1].height, 1.70)
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def test_pagination(self):
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self._insert_and_check(self._sample_data(), len(data))
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# Try different page sizes
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for page_size in (1, 2, 7, 10, 30, 100, 150):
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# Iterate over pages and collect all intances
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page_num = 1
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instances = set()
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while True:
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page = self.database.paginate(Person, 'first_name, last_name', page_num, page_size)
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self.assertEquals(page.number_of_objects, len(data))
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self.assertGreater(page.pages_total, 0)
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[instances.add(obj.to_tsv()) for obj in page.objects]
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if page.pages_total == page_num:
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break
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page_num += 1
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# Verify that all instances were returned
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self.assertEquals(len(instances), len(data))
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def _sample_data(self):
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for entry in data:
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yield Person(**entry)
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