def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if TestIMStat.server_type is None:
# Set once per class and have every test use it.
# No need to change between tests.
TestIMStat.server_type = tm.get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
r = self.s.loadactionset(actionset='table')
self.assertEqual(r, {'actionset': 'table'})
r = self.s.loadactionset(actionset='simple')
self.assertEqual(r, {'actionset': 'simple'})
r = tm.load_data(self.s, 'datasources/cars_single.sashdat',
self.server_type)
self.tablename = r['tableName']
self.assertNotEqual(self.tablename, None)
def test_alltypes(self):
srcLib = tm.get_casout_lib(self.server_type)
out = self.s.loadactionset(actionset='actionTest')
if out.severity != 0:
self.skipTest("actionTest failed to load")
out = self.s.alltypes(casout=dict(caslib=srcLib, name='typestable'))
out = self.s.fetch(table=self.s.CASTable('typestable', caslib=srcLib),
sastypes=False)
data = out['Fetch']
self.assertEqual(data['Double'].iloc[0], 42.42)
self.assertEqual(type(data['Double'].iloc[0]), np.float64)
self.assertEqual(data['Char'].iloc[0], u'AbC\u2782\u2781\u2780')
self.assertTrue(isinstance(data['Char'].iloc[0], text_types))
self.assertEqual(data['Varchar'].iloc[0],
u'This is a test of the Emergency Broadcast System. '
u'This is only a test. BEEEEEEEEEEEEEEEEEEP WHAAAA '
u'SCREEEEEEEEEEEECH. \u2789\u2788\u2787\u2786\u2785'
u'\u2784\u2783\u2782\u2781\u2780 Blastoff!')
self.assertTrue(isinstance(data['Varchar'].iloc[0], text_types))
self.assertEqual(data['Int32'].iloc[0], 42)
self.assertIn(type(data['Int32'].iloc[0]), [np.int32, np.int64])
# REST interface can sometimes overflow the JSON float
if np.isnan(data['Int64'].iloc[0]):
self.assertEqual(type(data['Int64'].iloc[0]), np.float64)
else:
self.assertEqual(data['Int64'].iloc[0], 9223372036854775807)
self.assertEqual(type(data['Int64'].iloc[0]), np.int64)
self.assertEqual(data['Date'].iloc[0], datetime.date(1963, 5, 19))
self.assertEqual(type(data['Date'].iloc[0]), datetime.date)
# self.assertEqual(type(data['Date'].iloc[0]), datetime.Date)
self.assertEqual(data['Time'].iloc[0], datetime.time(11, 12, 13, 141516))
self.assertEqual(type(data['Time'].iloc[0]), datetime.time)
# self.assertEqual(type(data['Time'].iloc[0]), datetime.Time)
self.assertEqual(data['Datetime'].iloc[0],
pandas.to_datetime('1963-05-19 11:12:13.141516'))
self.assertEqual(type(data['Datetime'].iloc[0]), pandas.Timestamp)
# self.assertEqual(type(data['Datetime'].iloc[0]), datetime.Datetime)
self.assertEqual(data['DecSext'].iloc[0], '12345678901234567890.123456789')
self.assertTrue(isinstance(data['DecSext'].iloc[0], text_types))
# self.assertEqual(type(data['DecSext'].iloc[0]), Decimal)
self.assertEqual(type(data['Binary'].iloc[0]), bytes)
self.assertTrue(len(data['Binary'].iloc[0]) > 0)
self.assertEqual(type(data['Varbinary'].iloc[0]), bytes)
# import binascii
# print(len(data['Varbinary'].iloc[0]))
# print(binascii.hexlify(data['Varbinary'].iloc[0]))
self.assertTrue(len(data['Varbinary'].iloc[0]) > 0)
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = True
swat.options.cas.missing.int64 = -999999
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
type(self).server_type = get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
self.dates = load_data(
self.s,
'datasources/dates.csv',
self.server_type,
importoptions=dict(
vars=dict(Region=dict(), Date=dict(
format='DATE'))))['casTable']
self.dates = self.dates.to_frame().set_index('Region')
self.datetimes = load_data(
self.s,
'datasources/datetimes.csv',
self.server_type,
importoptions=dict(
vars=dict(Region=dict(), Datetime=dict(
format='DATETIME'))))['casTable']
self.datetimes = self.datetimes.to_frame().set_index('Region')
def test_alltypes(self):
srcLib = tm.get_casout_lib(self.server_type)
out = self.s.loadactionset(actionset='actionTest')
out = self.s.alltypes(casout=dict(caslib=srcLib, name='typestable'))
out = self.s.fetch(table=self.s.CASTable('typestable', caslib=srcLib), sastypes=False)
data = out['Fetch']
self.assertEqual(data.ix[:,'Double'][0], 42.42)
self.assertEqual(type(data.ix[:,'Double'][0]), np.float64)
self.assertEqual(data.ix[:,'Char'][0], u'AbC\u2782\u2781\u2780')
if (sys.version_info >= (3, 0)):
self.assertEqual(type(data.ix[:,'Char'][0]), type('aString'))
else:
self.assertEqual(type(data.ix[:,'Char'][0]), unicode)
self.assertEqual(data.ix[:,'Varchar'][0],
u'This is a test of the Emergency Broadcast System. This is only a test. BEEEEEEEEEEEEEEEEEEP WHAAAA SCREEEEEEEEEEEECH. \u2789\u2788\u2787\u2786\u2785\u2784\u2783\u2782\u2781\u2780 Blastoff!')
if (sys.version_info >= (3, 0)):
self.assertEqual(type(data.ix[:,'Varchar'][0]), type('aString'))
else:
self.assertEqual(type(data.ix[:,'Varchar'][0]), unicode)
self.assertEqual(data.ix[:,'Int32'][0], 42)
self.assertIn(type(data.ix[:,'Int32'][0]), [np.int32, np.int64])
self.assertEqual(data.ix[:,'Int64'][0], 9223372036854775807)
self.assertEqual(type(data.ix[:,'Int64'][0]), np.int64)
self.assertEqual(data.ix[:,'Date'][0], datetime.date(1963, 5, 19))
self.assertEqual(type(data.ix[:,'Date'][0]), datetime.date)
#self.assertEqual(type(data.ix[:,'Date'][0]), datetime.Date)
self.assertEqual(data.ix[:,'Time'][0], datetime.time(11, 12, 13, 141516))
self.assertEqual(type(data.ix[:,'Time'][0]), datetime.time)
#self.assertEqual(type(data.ix[:,'Time'][0]), datetime.Time)
self.assertEqual(data.ix[:,'Datetime'][0], pandas.to_datetime('1963-05-19 11:12:13.141516'))
self.assertEqual(type(data.ix[:,'Datetime'][0]), pandas.Timestamp)
#self.assertEqual(type(data.ix[:,'Datetime'][0]), datetime.Datetime)
self.assertEqual(data.ix[:,'DecSext'][0], '12345678901234567890.123456789')
if (sys.version_info >= (3, 0)):
self.assertEqual(type(data.ix[:,'DecSext'][0]), type('aString'))
else:
self.assertEqual(type(data.ix[:,'DecSext'][0]), unicode)
#self.assertEqual(type(data.ix[:,'DecSext'][0]), Decimal)
self.assertEqual(type(data.ix[:,'Binary'][0]), bytes)
self.assertTrue(len(data.ix[:,'Binary'][0]) > 0)
self.assertEqual(type(data.ix[:,'Varbinary'][0]), bytes)
#import binascii
#print(len(data.ix[:,'Varbinary'][0]))
#print(binascii.hexlify(data.ix[:,'Varbinary'][0]))
self.assertTrue(len(data.ix[:,'Varbinary'][0]) > 0)
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = True
swat.options.cas.missing.int64 = -999999
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
type(self).server_type = get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
self.s.loadactionset(actionset='actionTest')
self.s.loadactionset(actionset='simple')
server_type = tm.get_cas_host_type(self.s)
self.trgLib = tm.get_casout_lib(server_type)
def test_alltypes_html(self):
srcLib = tm.get_casout_lib(self.server_type)
out = self.s.loadactionset(actionset='actionTest')
out = self.s.alltypes(casout=dict(caslib=srcLib, name='typestable'))
out = self.s.fetch(table=self.s.CASTable('typestable', caslib=srcLib,
varlist=['Double', 'Char', 'Varchar', 'Int32',
'Int64', 'Date', 'Time', 'Datetime',
'DecSext']), sastypes=False)
data = out['Fetch']
html = data._repr_html_()
def setUp(self):
swat.reset_option()
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
type(self).server_type = get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
r = tm.load_data(self.s, 'datasources/cars_single.sashdat',
self.server_type)
self.table = r['casTable']
def test_alltypes(self):
srcLib = tm.get_casout_lib(self.server_type)
out = self.s.loadactionset(actionset='actionTest')
out = self.s.alltypes(casout=dict(caslib=srcLib, name='typestable'))
out = self.s.fetch(table=self.s.CASTable('typestable', caslib=srcLib),
sastypes=False)
data = out['Fetch']
self.assertEqual(data['Double'].iloc[0], 42.42)
self.assertEqual(type(data['Double'].iloc[0]), np.float64)
self.assertEqual(data['Char'].iloc[0], u'AbC\u2782\u2781\u2780')
self.assertTrue(isinstance(data['Char'].iloc[0], unicode))
self.assertEqual(
data['Varchar'].iloc[0],
u'This is a test of the Emergency Broadcast System. This is only a test. BEEEEEEEEEEEEEEEEEEP WHAAAA SCREEEEEEEEEEEECH. \u2789\u2788\u2787\u2786\u2785\u2784\u2783\u2782\u2781\u2780 Blastoff!'
)
self.assertTrue(isinstance(data['Varchar'].iloc[0], unicode))
self.assertEqual(data['Int32'].iloc[0], 42)
self.assertIn(type(data['Int32'].iloc[0]), [np.int32, np.int64])
# REST interface can sometimes overflow the JSON float
if np.isnan(data['Int64'].iloc[0]):
self.assertEqual(type(data['Int64'].iloc[0]), np.float64)
else:
self.assertEqual(data['Int64'].iloc[0], 9223372036854775807)
self.assertEqual(type(data['Int64'].iloc[0]), np.int64)
self.assertEqual(data['Date'].iloc[0], datetime.date(1963, 5, 19))
self.assertEqual(type(data['Date'].iloc[0]), datetime.date)
#self.assertEqual(type(data['Date'].iloc[0]), datetime.Date)
self.assertEqual(data['Time'].iloc[0],
datetime.time(11, 12, 13, 141516))
self.assertTrue(isinstance(data['Time'].iloc[0], datetime.time))
#self.assertEqual(type(data['Time'].iloc[0]), datetime.Time)
self.assertEqual(data['Datetime'].iloc[0],
pd.to_datetime('1963-05-19 11:12:13.141516'))
self.assertTrue(isinstance(data['Datetime'].iloc[0], pd.Timestamp))
#self.assertEqual(type(data['Datetime'].iloc[0]), datetime.Datetime)
self.assertEqual(data['DecSext'].iloc[0],
'12345678901234567890.123456789')
self.assertTrue(isinstance(data['DecSext'].iloc[0], unicode))
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = True
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
type(self).server_type = get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
r = load_data(self.s, 'datasources/cars_single.sashdat',
self.server_type)
self.tablename = r['tableName']
self.assertNotEqual(self.tablename, None)
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
type(self).server_type = get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
self.s.table.droptable('datasources.cars_single',
caslib=self.srcLib,
_messagelevel='none')
r = tm.load_data(self.s, 'datasources/cars_single.sashdat',
self.server_type)
self.table = r['casTable']
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
# Set once per class and have every test use it. No need to change between tests.
type(self).server_type = tm.get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
filename = os.path.join(os.path.dirname(__file__), 'datasources',
'ImageData.sashdat')
r = tm.load_data(self.s, filename, self.server_type)
self.tablename = r['tableName']
self.assertNotEqual(self.tablename, None)
self.table = ImageTable.from_table(r['casTable'])
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if self.s._protocol in ['http', 'https']:
tm.TestCase.skipTest(self, 'REST does not support data messages')
if type(self).server_type is None:
# Set once per class and have every test use it. No need to change between tests.
type(self).server_type = tm.get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
r = tm.load_data(self.s, 'datasources/cars_single.sashdat', self.server_type)
self.tablename = r['tableName']
self.assertNotEqual(self.tablename, None)
self.table = r['casTable']
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
type(self).server_type = get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
self.df = pd.DataFrame(
[[1, 2, 3, 4, 5, 'a', 'b', 'c'],
[6, np.nan, 8, 9, np.nan, 'd', 'e', 'f'],
[11, np.nan, 13, 14, np.nan, np.nan, 'h', 'i'],
[16, 17, 18, np.nan, 20, 'j', np.nan, 'l'],
[np.nan, 22, 23, 24, np.nan, np.nan, 'n', 'o']],
columns=['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'])
self.table = self.s.upload_frame(self.df)
def setUp(self):
swat.reset_option()
swat.options.cas.print_messages = False
swat.options.interactive_mode = False
self.s = swat.CAS(HOST, PORT, USER, PASSWD, protocol=PROTOCOL)
if type(self).server_type is None:
# Set once per class and have every test use it. No need to change between tests.
type(self).server_type = tm.get_cas_host_type(self.s)
self.srcLib = tm.get_casout_lib(self.server_type)
# Define the model
model = Sequential(self.s, model_table='test_model')
model.add(InputLayer(3, 224, 224, offsets=(0, 0, 0)))
model.add(Conv2d(8, 7))
model.add(Pooling(2))
model.add(Conv2d(8, 7))
model.add(Pooling(2))
model.add(Dense(16))
model.add(OutputLayer(act='softmax', n=2))
self.model = model
def test_alltypes(self):
from swat.dataframe import dtype_from_var
srcLib = tm.get_casout_lib(self.server_type)
out = self.s.loadactionset(actionset='actionTest')
if out.severity != 0:
self.skipTest("actionTest failed to load")
out = self.s.alltypes(casout=dict(caslib=srcLib, name='typestable'))
out = self.s.fetch(table=self.s.CASTable('typestable', caslib=srcLib), sastypes=False)
data = out['Fetch']
self.assertEqual(data['Double'].iloc[0], 42.42)
self.assertEqual(type(data['Double'].iloc[0]), np.float64)
self.assertEqual(dtype_from_var(data.Double.iloc[0]), 'double')
self.assertEqual(data['Char'].iloc[0], u'AbC\u2782\u2781\u2780')
if six.PY3:
self.assertEqual(type(data['Char'].iloc[0]), str)
else:
self.assertEqual(type(data['Char'].iloc[0]), unicode)
self.assertEqual(dtype_from_var(data.Char.iloc[0]), 'varchar')
self.assertEqual(data['Varchar'].iloc[0], u'This is a test of the Emergency Broadcast System. This is only a test. BEEEEEEEEEEEEEEEEEEP WHAAAA SCREEEEEEEEEEEECH. \u2789\u2788\u2787\u2786\u2785\u2784\u2783\u2782\u2781\u2780 Blastoff!')
if six.PY3:
self.assertEqual(type(data['Varchar'].iloc[0]), str)
else:
self.assertEqual(type(data['Varchar'].iloc[0]), unicode)
self.assertEqual(dtype_from_var(data.Varchar.iloc[0]), 'varchar')
self.assertEqual(data['Int32'].iloc[0], 42)
self.assertIn(type(data['Int32'].iloc[0]), [np.int32, np.int64])
self.assertIn(dtype_from_var(data.Int32.iloc[0]), ['int32', 'int64'])
# REST interface can sometimes overflow the JSON float
if np.isnan(data['Int64'].iloc[0]):
self.assertEqual(type(data['Int64'].iloc[0]), np.float64)
else:
self.assertEqual(data['Int64'].iloc[0], 9223372036854775807)
self.assertEqual(type(data['Int64'].iloc[0]), np.int64)
self.assertEqual(data['Date'].iloc[0], datetime.date(1963, 5, 19))
self.assertEqual(type(data['Date'].iloc[0]), datetime.date)
#self.assertEqual(type(data['Date'].iloc[0]), datetime.Date)
self.assertEqual(dtype_from_var(data.Date.iloc[0]), 'date')
self.assertEqual(data['Time'].iloc[0], datetime.time(11, 12, 13, 141516))
self.assertEqual(type(data['Time'].iloc[0]), datetime.time)
#self.assertEqual(type(data['Time'].iloc[0]), datetime.Time)
self.assertEqual(dtype_from_var(data.Time.iloc[0]), 'time')
self.assertEqual(data['Datetime'].iloc[0], pd.to_datetime('1963-05-19 11:12:13.141516'))
self.assertEqual(type(data['Datetime'].iloc[0]), pd.Timestamp)
#self.assertEqual(type(data['Datetime'].iloc[0]), datetime.Datetime)
self.assertEqual(dtype_from_var(data.Datetime.iloc[0]), 'datetime')
self.assertEqual(data['DecSext'].iloc[0], '12345678901234567890.123456789')
if six.PY3:
self.assertEqual(type(data['DecSext'].iloc[0]), str)
else:
self.assertEqual(type(data['DecSext'].iloc[0]), unicode)
#self.assertEqual(type(data['DecSext'].iloc[0]), Decimal)
#self.assertEqual(data['Varbinary'].iloc[0], '???')
#self.assertEqual(type(data['Varbinary'].iloc[0]), bytes)
#self.assertEqual(data['Binary'].iloc[0], '???')
#self.assertEqual(type(data['Binary'].iloc[0]), bytes)
self.assertEqual(dtype_from_var(b''), 'varbinary')
with self.assertRaises(TypeError):
dtype_from_var(None)