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test_constraints.py
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import pytest
from dbt.tests.adapter.constraints.test_constraints import (
BaseModelConstraintsRuntimeEnforcement,
BaseTableConstraintsColumnsEqual,
BaseViewConstraintsColumnsEqual,
BaseIncrementalConstraintsColumnsEqual,
BaseConstraintsRuntimeDdlEnforcement,
BaseConstraintsRollback,
BaseIncrementalConstraintsRuntimeDdlEnforcement,
BaseIncrementalConstraintsRollback,
BaseConstraintQuotedColumn,
)
from dbt.tests.adapter.constraints.fixtures import (
constrained_model_schema_yml,
my_model_sql,
my_model_wrong_order_sql,
my_model_wrong_name_sql,
model_schema_yml,
my_model_view_wrong_order_sql,
my_model_view_wrong_name_sql,
my_model_incremental_wrong_order_sql,
my_model_incremental_wrong_name_sql,
my_incremental_model_sql,
model_fk_constraint_schema_yml,
my_model_wrong_order_depends_on_fk_sql,
foreign_key_model_sql,
my_model_incremental_wrong_order_depends_on_fk_sql,
my_model_with_quoted_column_name_sql,
model_quoted_column_schema_yml,
)
# constraints are enforced via 'alter' statements that run after table creation
_expected_sql_spark = """
create or replace table <model_identifier>
using delta
as
select
id,
color,
date_day
from
(
-- depends_on: <foreign_key_model_identifier>
select
'blue' as color,
1 as id,
'2019-01-01' as date_day ) as model_subq
"""
_expected_sql_spark_model_constraints = """
create or replace table <model_identifier>
using delta
as
select
id,
color,
date_day
from
(
-- depends_on: <foreign_key_model_identifier>
select
'blue' as color,
1 as id,
'2019-01-01' as date_day ) as model_subq
"""
# Different on Spark:
# - does not support a data type named 'text' (TODO handle this in the base test classes using string_type
constraints_yml = model_schema_yml.replace("text", "string").replace("primary key", "")
model_fk_constraint_schema_yml = model_fk_constraint_schema_yml.replace("text", "string").replace(
"primary key", ""
)
model_constraints_yml = constrained_model_schema_yml.replace("text", "string")
class PyodbcSetup:
@pytest.fixture(scope="class")
def project_config_update(self):
return {
"models": {
"+file_format": "delta",
}
}
@pytest.fixture
def string_type(self):
return "STR"
@pytest.fixture
def int_type(self):
return "INT"
@pytest.fixture
def schema_string_type(self):
return "STRING"
@pytest.fixture
def schema_int_type(self):
return "INT"
@pytest.fixture
def data_types(self, int_type, schema_int_type, string_type, schema_string_type):
# sql_column_value, schema_data_type, error_data_type
return [
["1", schema_int_type, int_type],
['"1"', schema_string_type, string_type],
["true", "boolean", "BOOL"],
['array("1","2","3")', "string", string_type],
["array(1,2,3)", "string", string_type],
["6.45", "decimal", "DECIMAL"],
["cast('2019-01-01' as date)", "date", "DATE"],
["cast('2019-01-01' as timestamp)", "timestamp", "DATETIME"],
]
class DatabricksHTTPSetup:
@pytest.fixture
def string_type(self):
return "STRING_TYPE"
@pytest.fixture
def int_type(self):
return "INT_TYPE"
@pytest.fixture
def schema_string_type(self):
return "STRING"
@pytest.fixture
def schema_int_type(self):
return "INT"
@pytest.fixture
def data_types(self, int_type, schema_int_type, string_type, schema_string_type):
# sql_column_value, schema_data_type, error_data_type
return [
["1", schema_int_type, int_type],
['"1"', schema_string_type, string_type],
["true", "boolean", "BOOLEAN_TYPE"],
['array("1","2","3")', "array<string>", "ARRAY_TYPE"],
["array(1,2,3)", "array<int>", "ARRAY_TYPE"],
["cast('2019-01-01' as date)", "date", "DATE_TYPE"],
["cast('2019-01-01' as timestamp)", "timestamp", "TIMESTAMP_TYPE"],
["cast(1.0 AS DECIMAL(4, 2))", "decimal", "DECIMAL_TYPE"],
]
@pytest.mark.skip_profile("spark_session", "apache_spark", "databricks_http_cluster")
class TestSparkTableConstraintsColumnsEqualPyodbc(PyodbcSetup, BaseTableConstraintsColumnsEqual):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model_wrong_order.sql": my_model_wrong_order_sql,
"my_model_wrong_name.sql": my_model_wrong_name_sql,
"constraints_schema.yml": constraints_yml,
}
@pytest.mark.skip_profile("spark_session", "apache_spark", "databricks_http_cluster")
class TestSparkViewConstraintsColumnsEqualPyodbc(PyodbcSetup, BaseViewConstraintsColumnsEqual):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model_wrong_order.sql": my_model_view_wrong_order_sql,
"my_model_wrong_name.sql": my_model_view_wrong_name_sql,
"constraints_schema.yml": constraints_yml,
}
@pytest.mark.skip_profile("spark_session", "apache_spark", "databricks_http_cluster")
class TestSparkIncrementalConstraintsColumnsEqualPyodbc(
PyodbcSetup, BaseIncrementalConstraintsColumnsEqual
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model_wrong_order.sql": my_model_incremental_wrong_order_sql,
"my_model_wrong_name.sql": my_model_incremental_wrong_name_sql,
"constraints_schema.yml": constraints_yml,
}
@pytest.mark.skip_profile(
"spark_session",
"apache_spark",
"databricks_sql_endpoint",
"databricks_cluster",
"spark_http_odbc",
)
class TestSparkTableConstraintsColumnsEqualDatabricksHTTP(
DatabricksHTTPSetup, BaseTableConstraintsColumnsEqual
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model_wrong_order.sql": my_model_wrong_order_sql,
"my_model_wrong_name.sql": my_model_wrong_name_sql,
"constraints_schema.yml": constraints_yml,
}
@pytest.mark.skip_profile(
"spark_session",
"apache_spark",
"databricks_sql_endpoint",
"databricks_cluster",
"spark_http_odbc",
)
class TestSparkViewConstraintsColumnsEqualDatabricksHTTP(
DatabricksHTTPSetup, BaseViewConstraintsColumnsEqual
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model_wrong_order.sql": my_model_view_wrong_order_sql,
"my_model_wrong_name.sql": my_model_view_wrong_name_sql,
"constraints_schema.yml": constraints_yml,
}
@pytest.mark.skip_profile(
"spark_session",
"apache_spark",
"databricks_sql_endpoint",
"databricks_cluster",
"spark_http_odbc",
)
class TestSparkIncrementalConstraintsColumnsEqualDatabricksHTTP(
DatabricksHTTPSetup, BaseIncrementalConstraintsColumnsEqual
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model_wrong_order.sql": my_model_incremental_wrong_order_sql,
"my_model_wrong_name.sql": my_model_incremental_wrong_name_sql,
"constraints_schema.yml": constraints_yml,
}
class BaseSparkConstraintsDdlEnforcementSetup:
@pytest.fixture(scope="class")
def project_config_update(self):
return {
"models": {
"+file_format": "delta",
}
}
@pytest.fixture(scope="class")
def expected_sql(self):
return _expected_sql_spark
@pytest.mark.skip_profile("spark_session", "apache_spark")
class TestSparkTableConstraintsDdlEnforcement(
BaseSparkConstraintsDdlEnforcementSetup, BaseConstraintsRuntimeDdlEnforcement
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model.sql": my_model_wrong_order_depends_on_fk_sql,
"foreign_key_model.sql": foreign_key_model_sql,
"constraints_schema.yml": model_fk_constraint_schema_yml,
}
@pytest.mark.skip_profile("spark_session", "apache_spark")
class TestSparkIncrementalConstraintsDdlEnforcement(
BaseSparkConstraintsDdlEnforcementSetup, BaseIncrementalConstraintsRuntimeDdlEnforcement
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model.sql": my_model_incremental_wrong_order_depends_on_fk_sql,
"foreign_key_model.sql": foreign_key_model_sql,
"constraints_schema.yml": model_fk_constraint_schema_yml,
}
@pytest.mark.skip_profile("spark_session", "apache_spark", "databricks_http_cluster")
class TestSparkConstraintQuotedColumn(PyodbcSetup, BaseConstraintQuotedColumn):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model.sql": my_model_with_quoted_column_name_sql,
"constraints_schema.yml": model_quoted_column_schema_yml.replace(
"text", "string"
).replace('"from"', "`from`"),
}
@pytest.fixture(scope="class")
def expected_sql(self):
return """
create or replace table <model_identifier>
using delta
as
select
id,
`from`,
date_day
from
(
select
'blue' as `from`,
1 as id,
'2019-01-01' as date_day ) as model_subq
"""
class BaseSparkConstraintsRollbackSetup:
@pytest.fixture(scope="class")
def project_config_update(self):
return {
"models": {
"+file_format": "delta",
}
}
@pytest.fixture(scope="class")
def expected_error_messages(self):
return [
"violate the new CHECK constraint",
"DELTA_NEW_CHECK_CONSTRAINT_VIOLATION",
"DELTA_NEW_NOT_NULL_VIOLATION",
"violate the new NOT NULL constraint",
"(id > 0) violated by row with values:", # incremental mats
"DELTA_VIOLATE_CONSTRAINT_WITH_VALUES", # incremental mats
"NOT NULL constraint violated for col",
]
def assert_expected_error_messages(self, error_message, expected_error_messages):
# This needs to be ANY instead of ALL
# The CHECK constraint is added before the NOT NULL constraint
# and different connection types display/truncate the error message in different ways...
assert any(msg in error_message for msg in expected_error_messages)
@pytest.mark.skip_profile("spark_session", "apache_spark")
class TestSparkTableConstraintsRollback(
BaseSparkConstraintsRollbackSetup, BaseConstraintsRollback
):
@pytest.fixture(scope="class")
def models(self):
return {
"my_model.sql": my_model_sql,
"constraints_schema.yml": constraints_yml,
}
# On Spark/Databricks, constraints are applied *after* the table is replaced.
# We don't have any way to "rollback" the table to its previous happy state.
# So the 'color' column will be updated to 'red', instead of 'blue'.
@pytest.fixture(scope="class")
def expected_color(self):
return "red"
@pytest.mark.skip_profile("spark_session", "apache_spark")
class TestSparkIncrementalConstraintsRollback(
BaseSparkConstraintsRollbackSetup, BaseIncrementalConstraintsRollback
):
# color stays blue for incremental models since it's a new row that just
# doesn't get inserted
@pytest.fixture(scope="class")
def models(self):
return {
"my_model.sql": my_incremental_model_sql,
"constraints_schema.yml": constraints_yml,
}
# TODO: Like the tests above, this does test that model-level constraints don't
# result in errors, but it does not verify that they are actually present in
# Spark and that the ALTER TABLE statement actually ran.
@pytest.mark.skip_profile("spark_session", "apache_spark")
class TestSparkModelConstraintsRuntimeEnforcement(BaseModelConstraintsRuntimeEnforcement):
@pytest.fixture(scope="class")
def project_config_update(self):
return {
"models": {
"+file_format": "delta",
}
}
@pytest.fixture(scope="class")
def models(self):
return {
"my_model.sql": my_model_wrong_order_depends_on_fk_sql,
"foreign_key_model.sql": foreign_key_model_sql,
"constraints_schema.yml": model_fk_constraint_schema_yml,
}
@pytest.fixture(scope="class")
def expected_sql(self):
return _expected_sql_spark_model_constraints