def model(base, amazon_vd):
try:
create_verticapy_schema(base.cursor)
except:
pass
model_class = SARIMAX("sarimax_model_test", cursor=base.cursor, p=1, d=1, q=1, s=12, P=1, D=1, Q=1, max_pik=20)
model_class.drop()
model_class.fit("public.amazon", "number", "date",)
yield model_class
model_class.drop()
def test_model_from_vDF(self, base, amazon_vd):
model_class = SARIMAX("sarimax_model_test_vdf", cursor=base.cursor, p=1, d=1, q=1, s=12, P=1, D=1, Q=1, max_pik=20)
model_class.drop()
model_class.fit(amazon_vd, "number", "date",)
base.cursor.execute(
"SELECT model_name FROM verticapy.models WHERE model_name IN ('sarimax_model_test_vdf', '\"sarimax_model_test_vdf\"')"
)
assert base.cursor.fetchone()[0] in ("sarimax_model_test_vdf", '"sarimax_model_test_vdf"')
model_class.drop()
def test_drop(self, base):
model_test = SARIMAX("sarimax_model_test_drop", cursor=base.cursor)
model_test.drop()
model_test.fit("public.amazon", "number", "date",)
base.cursor.execute(
"SELECT model_name FROM verticapy.models WHERE model_name IN ('sarimax_model_test_drop', '\"sarimax_model_test_drop\"')"
)
assert base.cursor.fetchone()[0] in ("sarimax_model_test_drop", '"sarimax_model_test_drop"')
model_test.drop()
base.cursor.execute(
"SELECT model_name FROM verticapy.models WHERE model_name IN ('sarimax_model_test_drop', '\"sarimax_model_test_drop\"')"
)
assert base.cursor.fetchone() is None
def model(amazon_vd):
create_verticapy_schema()
model_class = SARIMAX("sarimax_model_test",
p=1,
d=1,
q=1,
s=12,
P=1,
D=1,
Q=1,
max_pik=20)
model_class.drop()
model_class.fit("public.amazon", "number", "date")
yield model_class
model_class.drop()
def test_drop(self):
model_test = SARIMAX("sarimax_model_test_drop", )
model_test.drop()
model_test.fit("public.amazon", "number", "date")
current_cursor().execute(
"SELECT model_name FROM verticapy.models WHERE model_name IN ('sarimax_model_test_drop', '\"sarimax_model_test_drop\"')"
)
assert current_cursor().fetchone()[0] in (
"sarimax_model_test_drop",
'"sarimax_model_test_drop"',
)
model_test.drop()
current_cursor().execute(
"SELECT model_name FROM verticapy.models WHERE model_name IN ('sarimax_model_test_drop', '\"sarimax_model_test_drop\"')"
)
assert current_cursor().fetchone() is None
def test_repr(self, model):
assert "Additional Info" in model.__repr__()
model_repr = SARIMAX("sarimax_repr", cursor=model.cursor)
model_repr.drop()
assert model_repr.__repr__() == "<SARIMAX>"