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test_adapter.py
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342 lines (285 loc) · 13.1 KB
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from __future__ import annotations
import os
import typing as t
from unittest import mock
from unittest.mock import call
import pytest
from dbt.adapters.base import BaseRelation
from dbt.adapters.base.column import Column
from pytest_mock.plugin import MockerFixture
from sqlglot import exp, parse_one
from sqlmesh import Context
from sqlmesh.core.dialect import schema_
from sqlmesh.core.snapshot import SnapshotId
from sqlmesh.dbt.adapter import ParsetimeAdapter
from sqlmesh.dbt.project import Project
from sqlmesh.dbt.relation import Policy
from sqlmesh.dbt.target import BigQueryConfig, SnowflakeConfig
from sqlmesh.utils.errors import ConfigError
from sqlmesh.utils.jinja import JinjaMacroRegistry
pytestmark = pytest.mark.dbt
def test_adapter_relation(sushi_test_project: Project, runtime_renderer: t.Callable):
context = sushi_test_project.context
assert context.target
engine_adapter = context.target.to_sqlmesh().create_engine_adapter()
renderer = runtime_renderer(context, engine_adapter=engine_adapter)
engine_adapter.create_schema("foo")
engine_adapter.create_schema("ignored")
engine_adapter.create_table(
table_name="foo.bar", columns_to_types={"baz": exp.DataType.build("int")}
)
engine_adapter.create_table(
table_name="foo.another", columns_to_types={"col": exp.DataType.build("int")}
)
engine_adapter.create_table(
table_name="ignored.ignore", columns_to_types={"col": exp.DataType.build("int")}
)
assert (
renderer("{{ adapter.get_relation(database=None, schema='foo', identifier='bar') }}")
== '"memory"."foo"."bar"'
)
assert renderer(
"{%- set relation = adapter.get_relation(database=None, schema='foo', identifier='bar') -%} {{ adapter.get_columns_in_relation(relation) }}"
) == str([Column.from_description(name="baz", raw_data_type="INT")])
assert renderer("{{ adapter.list_relations(database=None, schema='foo')|length }}") == "2"
assert renderer(
"""
{%- set from = adapter.get_relation(database=None, schema='foo', identifier='bar') -%}
{%- set to = adapter.get_relation(database=None, schema='foo', identifier='another') -%}
{{ adapter.get_missing_columns(from, to) -}}
"""
) == str([Column.from_description(name="baz", raw_data_type="INT")])
assert (
renderer(
"{%- set relation = adapter.get_relation(database=None, schema='foo', identifier='bar') -%} {{ adapter.get_missing_columns(relation, relation) }}"
)
== "[]"
)
def test_bigquery_get_columns_in_relation(
sushi_test_project: Project,
runtime_renderer: t.Callable,
mocker: MockerFixture,
):
from dbt.adapters.bigquery import BigQueryColumn
from google.cloud.bigquery import SchemaField
context = sushi_test_project.context
context.target = BigQueryConfig(name="test", schema="test", database="test")
adapter_mock = mocker.MagicMock()
adapter_mock.default_catalog = "test"
adapter_mock.dialect = "bigquery"
table_schema = [
SchemaField(name="id", field_type="STRING", mode="REQUIRED"),
SchemaField(
name="user_data",
field_type="RECORD",
mode="NULLABLE",
fields=[
SchemaField(name="id", field_type="STRING", mode="REQUIRED"),
SchemaField(name="name", field_type="STRING", mode="REQUIRED"),
SchemaField(name="address", field_type="STRING", mode="NULLABLE"),
],
),
SchemaField(name="tags", field_type="STRING", mode="REPEATED"),
SchemaField(name="score", field_type="NUMERIC", mode="NULLABLE"),
SchemaField(name="created_at", field_type="TIMESTAMP", mode="NULLABLE"),
]
adapter_mock.get_bq_schema.return_value = table_schema
renderer = runtime_renderer(context, engine_adapter=adapter_mock, dialect="bigquery")
assert renderer(
"{%- set relation = api.Relation.create(database='test', schema='test', identifier='test_table') -%}"
"{{ adapter.get_columns_in_relation(relation) }}"
) == str([BigQueryColumn.create_from_field(field) for field in table_schema])
@pytest.mark.cicdonly
def test_normalization(
sushi_test_project: Project, runtime_renderer: t.Callable, mocker: MockerFixture
):
context = sushi_test_project.context
assert context.target
# bla and bob will be normalized to lowercase since the target is duckdb
adapter_mock = mocker.MagicMock()
adapter_mock.default_catalog = "test"
adapter_mock.dialect = "duckdb"
duckdb_renderer = runtime_renderer(context, engine_adapter=adapter_mock)
schema_bla = schema_("bla", "test", quoted=True)
relation_bla_bob = exp.table_("bob", db="bla", catalog="test", quoted=True)
duckdb_renderer("{{ adapter.get_relation(database=None, schema='bla', identifier='bob') }}")
adapter_mock.table_exists.assert_has_calls([call(relation_bla_bob)])
# bla and bob will be normalized to uppercase since the target is Snowflake, even though the default dialect is duckdb
adapter_mock = mocker.MagicMock()
adapter_mock.default_catalog = "test"
adapter_mock.dialect = "snowflake"
context.target = SnowflakeConfig(
account="test",
user="test",
authenticator="test",
name="test",
database="test",
schema="test",
)
renderer = runtime_renderer(context, engine_adapter=adapter_mock)
schema_bla = schema_("bla", "test", quoted=True)
relation_bla_bob = exp.table_("bob", db="bla", catalog="test", quoted=True)
renderer("{{ adapter.get_relation(database=None, schema='bla', identifier='bob') }}")
adapter_mock.table_exists.assert_has_calls([call(relation_bla_bob)])
renderer("{{ adapter.get_relation(database='custom_db', schema='bla', identifier='bob') }}")
adapter_mock.table_exists.assert_has_calls(
[call(exp.table_("bob", db="bla", catalog="custom_db", quoted=True))]
)
renderer(
"{%- set relation = api.Relation.create(schema='bla') -%}"
"{{ adapter.create_schema(relation) }}"
)
adapter_mock.create_schema.assert_has_calls([call(schema_bla)])
renderer(
"{%- set relation = api.Relation.create(schema='bla') -%}"
"{{ adapter.drop_schema(relation) }}"
)
adapter_mock.drop_schema.assert_has_calls([call(schema_bla)])
renderer(
"{%- set relation = api.Relation.create(schema='bla', identifier='bob') -%}"
"{{ adapter.drop_relation(relation) }}"
)
adapter_mock.drop_table.assert_has_calls([call(relation_bla_bob)])
expected_star_query: exp.Select = exp.maybe_parse(
'SELECT * FROM "t" as "t"', dialect="snowflake"
)
# The following call to run_query won't return dataframes and so we're expected to
# raise in adapter.execute right before returning from the method
with pytest.raises(AssertionError):
renderer("{{ run_query('SELECT * FROM t') }}")
adapter_mock.fetchdf.assert_has_calls([call(expected_star_query, quote_identifiers=False)])
renderer("{% call statement('something') %} {{ 'SELECT * FROM t' }} {% endcall %}")
adapter_mock.execute.assert_has_calls([call(expected_star_query, quote_identifiers=False)])
# Enforce case-sensitivity for database object names
setattr(
context.target.__class__,
"quote_policy",
Policy(database=True, schema=True, identifier=True),
)
adapter_mock.drop_table.reset_mock()
renderer = runtime_renderer(context, engine_adapter=adapter_mock)
# Ensures we'll pass lowercase names to the engine
renderer(
"{%- set relation = api.Relation.create(schema='bla', identifier='bob') -%}"
"{{ adapter.drop_relation(relation) }}"
)
adapter_mock.drop_table.assert_has_calls([call(relation_bla_bob)])
def test_adapter_dispatch(sushi_test_project: Project, runtime_renderer: t.Callable):
context = sushi_test_project.context
renderer = runtime_renderer(context)
assert renderer("{{ adapter.dispatch('current_engine', 'customers')() }}") == "duckdb"
assert renderer("{{ adapter.dispatch('current_timestamp')() }}") == "now()"
assert renderer("{{ adapter.dispatch('current_timestamp', 'dbt')() }}") == "now()"
with pytest.raises(ConfigError, match=r"Macro 'current_engine'.*was not found."):
renderer("{{ adapter.dispatch('current_engine')() }}")
@pytest.mark.parametrize("project_dialect", ["duckdb", "bigquery"])
def test_adapter_map_snapshot_tables(
sushi_test_project: Project,
runtime_renderer: t.Callable,
mocker: MockerFixture,
project_dialect: str,
):
snapshot_mock = mocker.Mock()
snapshot_mock.name = '"memory"."test_db"."test_model"'
snapshot_mock.version = "1"
snapshot_mock.is_embedded = False
snapshot_mock.table_name.return_value = '"memory"."sqlmesh"."test_db__test_model"'
snapshot_mock.snapshot_id = SnapshotId(
name='"memory"."test_db"."test_model"', identifier="12345"
)
context = sushi_test_project.context
assert context.target
engine_adapter = context.target.to_sqlmesh().create_engine_adapter()
renderer = runtime_renderer(
context,
engine_adapter=engine_adapter,
snapshots={snapshot_mock.snapshot_id: snapshot_mock},
test_model=BaseRelation.create(schema="test_db", identifier="test_model"),
foo_bar=BaseRelation.create(schema="foo", identifier="bar"),
default_catalog="memory",
dialect=project_dialect,
)
engine_adapter.create_schema("foo")
engine_adapter.create_schema("sqlmesh")
engine_adapter.create_table(
table_name='"memory"."sqlmesh"."test_db__test_model"',
columns_to_types={"baz": exp.DataType.build("int")},
)
engine_adapter.create_table(
table_name="foo.bar", columns_to_types={"col": exp.DataType.build("int")}
)
expected_test_model_table_name = parse_one('"memory"."sqlmesh"."test_db__test_model"').sql(
dialect=project_dialect
)
assert (
renderer(
"{{ adapter.get_relation(database=none, schema='test_db', identifier='test_model') }}"
)
== expected_test_model_table_name
)
assert "baz" in renderer("{{ run_query('SELECT * FROM test_db.test_model') }}")
expected_foo_bar_table_name = parse_one('"memory"."foo"."bar"').sql(dialect=project_dialect)
assert (
renderer("{{ adapter.get_relation(database=none, schema='foo', identifier='bar') }}")
== expected_foo_bar_table_name
)
assert renderer("{{ adapter.resolve_schema(test_model) }}") == "sqlmesh"
assert renderer("{{ adapter.resolve_identifier(test_model) }}") == "test_db__test_model"
assert renderer("{{ adapter.resolve_schema(foo_bar) }}") == "foo"
assert renderer("{{ adapter.resolve_identifier(foo_bar) }}") == "bar"
def test_feature_flag_scd_type_2(copy_to_temp_path, caplog):
project_root = "tests/fixtures/dbt/sushi_test"
sushi_context = Context(paths=copy_to_temp_path(project_root))
assert '"memory"."snapshots"."items_snapshot"' in sushi_context.models
assert (
"Skipping loading Snapshot (SCD Type 2) models due to the feature flag disabling this feature"
not in caplog.text
)
with mock.patch.dict(
os.environ,
{
"SQLMESH__FEATURE_FLAGS__DBT__SCD_TYPE_2_SUPPORT": "false",
},
):
sushi_context = Context(paths=copy_to_temp_path(project_root))
assert '"memory"."snapshots"."items_snapshot"' not in sushi_context.models
assert (
"Skipping loading Snapshot (SCD Type 2) models due to the feature flag disabling this feature"
in caplog.text
)
def test_quote_as_configured():
adapter = ParsetimeAdapter(
JinjaMacroRegistry(),
project_dialect="duckdb",
quote_policy=Policy(schema=False, identifier=True),
)
adapter.quote_as_configured("foo", "identifier") == '"foo"'
adapter.quote_as_configured("foo", "schema") == "foo"
adapter.quote_as_configured("foo", "database") == "foo"
def test_adapter_get_relation_normalization(
sushi_test_project: Project, runtime_renderer: t.Callable
):
# Simulate that the quote policy is set to quote everything to make
# sure that we normalize correctly even if quotes are applied
with mock.patch.object(
SnowflakeConfig,
"quote_policy",
Policy(identifier=True, schema=True, database=True),
):
context = sushi_test_project.context
assert context.target
engine_adapter = context.target.to_sqlmesh().create_engine_adapter()
engine_adapter._default_catalog = '"memory"'
renderer = runtime_renderer(context, engine_adapter=engine_adapter, dialect="snowflake")
engine_adapter.create_schema('"FOO"')
engine_adapter.create_table(
table_name='"FOO"."BAR"', columns_to_types={"baz": exp.DataType.build("int")}
)
assert (
renderer("{{ adapter.get_relation(database=None, schema='foo', identifier='bar') }}")
== '"memory"."FOO"."BAR"'
)
assert (
renderer("{{ adapter.list_relations(database=None, schema='foo') }}")
== '[<SnowflakeRelation "memory"."FOO"."BAR">]'
)