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import os
from collections.abc import Callable, Generator
from dataclasses import replace
from functools import cached_property
import pytest
from databricks.labs.blueprint.installation import Installation, MockInstallation
from databricks.labs.blueprint.tui import MockPrompts
from databricks.labs.blueprint.wheels import ProductInfo, WheelsV2
from databricks.labs.dqx.__about__ import __version__
from databricks.labs.dqx.config import WorkspaceConfig, RunConfig
from databricks.labs.dqx.contexts.workflow_context import WorkflowContext
from databricks.labs.dqx.installer.warehouse_installer import WarehouseInstaller
from databricks.labs.dqx.installer.workflow_installer import WorkflowDeployment
from databricks.labs.dqx.installer.workflow_task import Task
from databricks.labs.dqx.installer.install import WorkspaceInstaller, InstallationService
from databricks.labs.dqx.workflows_runner import WorkflowsRunner
from databricks.labs.pytester.fixtures.baseline import factory
from databricks.sdk import WorkspaceClient
from databricks.sdk.service.workspace import ImportFormat
@pytest.fixture
def debug_env_name():
return "ws" # Specify the name of the debug environment from ~/.databricks/debug-env.json
@pytest.fixture
def product_info():
return "dqx", __version__
@pytest.fixture
def set_utc_timezone():
"""
Set the timezone to UTC for the duration of the test to make sure spark timestamps are handled the same way regardless of the environment.
"""
os.environ["TZ"] = "UTC"
yield
os.environ.pop("TZ")
class CommonUtils:
def __init__(self, env_or_skip_fixture: Callable[[str], str], ws: WorkspaceClient):
self._env_or_skip = env_or_skip_fixture
self._ws = ws
@cached_property
def installation(self):
return MockInstallation()
@cached_property
def workspace_client(self) -> WorkspaceClient:
return self._ws
class MockWorkflowContext(CommonUtils, WorkflowContext):
def __init__(self, env_or_skip_fixture: Callable[[str], str], ws_fixture) -> None:
super().__init__(
env_or_skip_fixture,
ws_fixture,
)
self._env_or_skip = env_or_skip_fixture
@cached_property
def config(self) -> WorkspaceConfig:
return WorkspaceConfig(
run_configs=[RunConfig()],
)
class MockInstallationContext(MockWorkflowContext):
__test__ = False
def __init__(
self,
env_or_skip_fixture: Callable[[str], str],
ws: WorkspaceClient,
checks_location,
serverless_clusters: bool = True,
install_folder: str | None = None,
):
super().__init__(env_or_skip_fixture, ws)
self.checks_location = checks_location
self.serverless_clusters = serverless_clusters
self.install_folder = install_folder
@cached_property
def installation(self):
return Installation(self.workspace_client, self.product_info.product_name(), install_folder=self.install_folder)
@cached_property
def environ(self) -> dict[str, str]:
return {**os.environ}
@cached_property
def workspace_installer(self):
return WorkspaceInstaller(
self.workspace_client,
self.environ,
self.install_folder,
).replace(prompts=self.prompts, installation=self.installation, product_info=self.product_info)
@cached_property
def config_transform(self) -> Callable[[WorkspaceConfig], WorkspaceConfig]:
return lambda wc: wc
@cached_property
def config(self) -> WorkspaceConfig:
workspace_config = self.workspace_installer.configure()
workspace_config.serverless_clusters = self.serverless_clusters
for i, run_config in enumerate(workspace_config.run_configs):
workspace_config.run_configs[i] = replace(run_config, checks_location=self.checks_location)
workspace_config = self.config_transform(workspace_config)
self.installation.save(workspace_config)
return workspace_config
@cached_property
def product_info(self):
return ProductInfo.for_testing(WorkspaceConfig)
@cached_property
def tasks(self) -> list[Task]:
return WorkflowsRunner.all(self.config).tasks()
@cached_property
def workflows_deployment(self) -> WorkflowDeployment:
return WorkflowDeployment(
self.config,
self.config.get_run_config().name,
self.installation,
self.install_state,
self.workspace_client,
WheelsV2(self.installation, self.product_info),
self.product_info,
self.tasks,
)
@cached_property
def warehouse_installer(self) -> WarehouseInstaller:
return WarehouseInstaller(self.workspace_client, self.prompts)
@cached_property
def prompts(self):
return MockPrompts(
{
r'Provide location for the input data .*': 'main.dqx_test.input_table',
r'Provide output table .*': 'main.dqx_test.output_table',
r'Do you want to uninstall DQX .*': 'yes',
r".*PRO or SERVERLESS SQL warehouse.*": "1",
r".*": "",
}
| (self.extend_prompts or {})
)
@cached_property
def extend_prompts(self):
return {}
@cached_property
def installation_service(self) -> InstallationService:
return InstallationService(
self.config,
self.installation,
self.install_state,
self.workspace_client,
self.workflows_deployment,
self.warehouse_installer,
self.prompts,
self.product_info,
)
@pytest.fixture
def installation_ctx(
ws: WorkspaceClient, env_or_skip: Callable[[str], str], checks_location="checks.yml"
) -> Generator[MockInstallationContext, None, None]:
ctx = MockInstallationContext(env_or_skip, ws, checks_location, serverless_clusters=False)
yield ctx.replace(workspace_client=ws)
ctx.installation_service.uninstall()
@pytest.fixture
def serverless_installation_ctx(
ws: WorkspaceClient, env_or_skip: Callable[[str], str], checks_location="checks.yml"
) -> Generator[MockInstallationContext, None, None]:
ctx = MockInstallationContext(env_or_skip, ws, checks_location, serverless_clusters=True)
yield ctx.replace(workspace_client=ws)
ctx.installation_service.uninstall()
@pytest.fixture
def installation_ctx_custom_install_folder(
ws: WorkspaceClient, make_directory, env_or_skip: Callable[[str], str], checks_location="checks.yml"
) -> Generator[MockInstallationContext, None, None]:
custom_folder = str(make_directory().absolute())
ctx = MockInstallationContext(
env_or_skip, ws, checks_location, serverless_clusters=False, install_folder=custom_folder
)
yield ctx.replace(workspace_client=ws)
ctx.installation_service.uninstall()
@pytest.fixture
def checks_yaml_content():
return """- criticality: error
check:
function: is_not_null
for_each_column:
- col1
- col2
arguments: {}
- name: col_col3_is_null_or_empty
criticality: error
check:
function: is_not_null_and_not_empty
arguments:
column: col3
trim_strings: true
- criticality: warn
check:
function: is_in_list
arguments:
column: col4
allowed:
- 1
- 2
- criticality: error
check:
function: sql_expression
arguments:
expression: col1 not like "Team %"
- criticality: error
check:
function: sql_expression
arguments:
expression: col2 not like 'Team %'
- name: check_with_user_metadata
criticality: error
check:
function: is_not_null
arguments:
column: col1
user_metadata:
check_type: completeness
check_owner: "someone@email.com"
"""
@pytest.fixture
def checks_json_content():
return """[
{
"criticality": "error",
"check": {
"function": "is_not_null",
"for_each_column": ["col1", "col2"],
"arguments": {}
}
},
{
"name": "col_col3_is_null_or_empty",
"criticality": "error",
"check": {
"function": "is_not_null_and_not_empty",
"arguments": {
"column": "col3",
"trim_strings": true
}
}
},
{
"criticality": "warn",
"check": {
"function": "is_in_list",
"arguments": {
"column": "col4",
"allowed": [1, 2]
}
}
},
{
"criticality": "error",
"check": {"function": "sql_expression", "arguments": {"expression": "col1 not like \\"Team %\\""}}
},
{
"criticality": "error",
"check": {"function": "sql_expression", "arguments": {"expression": "col2 not like 'Team %'"}}
},
{
"name": "check_with_user_metadata", "criticality": "error",
"check": {"function": "is_not_null", "arguments": {"column": "col1"}},
"user_metadata": {"check_type": "completeness", "check_owner": "someone@email.com"}
}
]
"""
@pytest.fixture
def checks_yaml_invalid_content():
"""This YAML has wrong indentation for the function field."""
return """- criticality: error
check:
function: is_not_null_and_not_empty
for_each_column:
col1
- col2
arguments: {}
"""
@pytest.fixture
def checks_json_invalid_content():
"""This JSON is missing a comma after criticality field."""
return """[
{
"criticality": "error"
"function": "is_not_null_and_not_empty",
"for_each_column": ["col1", "col2"],
"check": {
"arguments": {}
}
}
]
"""
@pytest.fixture
def expected_checks():
return [
{
"criticality": "error",
"check": {"function": "is_not_null", "for_each_column": ["col1", "col2"], "arguments": {}},
},
{
"name": "col_col3_is_null_or_empty",
"criticality": "error",
"check": {"function": "is_not_null_and_not_empty", "arguments": {"column": "col3", "trim_strings": True}},
},
{
"criticality": "warn",
"check": {"function": "is_in_list", "arguments": {"column": "col4", "allowed": [1, 2]}},
},
{
"criticality": "error",
"check": {"function": "sql_expression", "arguments": {"expression": 'col1 not like "Team %"'}},
},
{
"criticality": "error",
"check": {"function": "sql_expression", "arguments": {"expression": "col2 not like 'Team %'"}},
},
{
"name": "check_with_user_metadata",
"criticality": "error",
"check": {"function": "is_not_null", "arguments": {"column": "col1"}},
"user_metadata": {"check_type": "completeness", "check_owner": "someone@email.com"},
},
]
@pytest.fixture
def make_local_check_file_as_yaml(checks_yaml_content):
file_path = "checks.yml"
with open(file_path, "w", encoding="utf-8") as f:
f.write(checks_yaml_content)
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_local_check_file_as_yaml_diff_ext(checks_yaml_content):
file_path = "checks.yaml"
with open(file_path, "w", encoding="utf-8") as f:
f.write(checks_yaml_content)
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_local_check_file_as_json(checks_json_content):
file_path = "checks.json"
with open(file_path, "w", encoding="utf-8") as f:
f.write(checks_json_content)
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_invalid_local_check_file_as_yaml(checks_yaml_invalid_content):
file_path = "invalid_checks.yml"
with open(file_path, "w", encoding="utf-8") as f:
f.write(checks_yaml_invalid_content)
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_empty_local_yaml_file():
file_path = "empty.yml"
with open(file_path, "w", encoding="utf-8") as f:
f.write("")
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_empty_local_json_file():
file_path = "empty.json"
with open(file_path, "w", encoding="utf-8") as f:
f.write("{}")
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_invalid_local_check_file_as_json(checks_json_invalid_content):
file_path = "invalid_checks.json"
with open(file_path, "w", encoding="utf-8") as f:
f.write(checks_json_invalid_content)
yield file_path
if os.path.exists(file_path):
os.remove(file_path)
@pytest.fixture
def make_check_file_as_yaml(ws, make_directory, checks_yaml_content):
def create(**kwargs):
if "install_dir" in kwargs and kwargs["install_dir"]:
workspace_file_path = kwargs["install_dir"] + "/checks.yml"
else:
folder = make_directory()
workspace_file_path = str(folder.absolute()) + "/checks.yml"
ws.workspace.upload(
path=workspace_file_path, format=ImportFormat.AUTO, content=checks_yaml_content.encode(), overwrite=True
)
return workspace_file_path
def delete(workspace_file_path: str) -> None:
ws.workspace.delete(workspace_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_check_file_as_json(ws, make_directory, checks_json_content):
def create(**kwargs):
if kwargs["install_dir"]:
workspace_file_path = kwargs["install_dir"] + "/checks.json"
else:
folder = make_directory()
workspace_file_path = str(folder.absolute()) + "/checks.json"
ws.workspace.upload(
path=workspace_file_path, format=ImportFormat.AUTO, content=checks_json_content.encode(), overwrite=True
)
return workspace_file_path
def delete(workspace_file_path: str) -> None:
ws.workspace.delete(workspace_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_invalid_check_file_as_yaml(ws, make_directory, checks_yaml_invalid_content):
def create(**kwargs):
if kwargs["install_dir"]:
workspace_file_path = kwargs["install_dir"] + "/checks.yml"
else:
folder = make_directory()
workspace_file_path = str(folder.absolute()) + "/checks.yml"
ws.workspace.upload(
path=workspace_file_path,
format=ImportFormat.AUTO,
content=checks_yaml_invalid_content.encode(),
overwrite=True,
)
return workspace_file_path
def delete(workspace_file_path: str) -> None:
ws.workspace.delete(workspace_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_invalid_check_file_as_json(ws, make_directory, checks_json_invalid_content):
def create(**kwargs):
if kwargs["install_dir"]:
workspace_file_path = kwargs["install_dir"] + "/checks.json"
else:
folder = make_directory()
workspace_file_path = str(folder.absolute()) + "/checks.json"
ws.workspace.upload(
path=workspace_file_path,
format=ImportFormat.AUTO,
content=checks_json_invalid_content.encode(),
overwrite=True,
)
return workspace_file_path
def delete(workspace_file_path: str) -> None:
ws.workspace.delete(workspace_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_volume_check_file_as_yaml(ws, make_directory, checks_yaml_content):
def create(**kwargs):
if kwargs["install_dir"]:
volume_file_path = kwargs["install_dir"] + "/checks.yaml"
else:
folder = make_directory()
volume_file_path = str(folder.absolute()) + "/checks.yaml"
ws.files.upload(volume_file_path, checks_yaml_content.encode(), overwrite=True)
return volume_file_path
def delete(volume_file_path: str) -> None:
ws.files.delete(volume_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_volume_check_file_as_json(ws, make_directory, checks_json_content):
def create(**kwargs):
if kwargs["install_dir"]:
volume_file_path = kwargs["install_dir"] + "/checks.json"
else:
folder = make_directory()
volume_file_path = str(folder.absolute()) + "/checks.json"
ws.files.upload(volume_file_path, checks_json_content.encode(), overwrite=True)
return volume_file_path
def delete(volume_file_path: str) -> None:
ws.files.delete(volume_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_volume_invalid_check_file_as_yaml(ws, make_directory, checks_yaml_invalid_content):
def create(**kwargs):
if kwargs["install_dir"]:
volume_file_path = kwargs["install_dir"] + "/checks.yaml"
else:
folder = make_directory()
volume_file_path = str(folder.absolute()) + "/checks.yaml"
ws.files.upload(volume_file_path, checks_yaml_invalid_content.encode(), overwrite=True)
return volume_file_path
def delete(volume_file_path: str) -> None:
ws.files.delete(volume_file_path)
yield from factory("file", create, delete)
@pytest.fixture
def make_volume_invalid_check_file_as_json(ws, make_directory, checks_json_invalid_content):
def create(**kwargs):
if kwargs["install_dir"]:
volume_file_path = kwargs["install_dir"] + "/checks.json"
else:
folder = make_directory()
volume_file_path = str(folder.absolute()) + "/checks.json"
ws.files.upload(volume_file_path, checks_json_invalid_content.encode(), overwrite=True)
return volume_file_path
def delete(volume_file_path: str) -> None:
ws.files.delete(volume_file_path)
yield from factory("file", create, delete)