164 lines
5.6 KiB
Python
164 lines
5.6 KiB
Python
from importlib import reload
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from unittest import mock
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import pytest
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import mlflow.tracking.request_header.registry
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from mlflow.tracking.request_header.databricks_request_header_provider import (
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DatabricksRequestHeaderProvider,
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)
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from mlflow.tracking.request_header.registry import (
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RequestHeaderProviderRegistry,
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resolve_request_headers,
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)
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@pytest.fixture(autouse=True)
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def reload_registry():
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yield
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reload(mlflow.tracking.request_header.registry)
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def test_request_header_context_provider_registry_register():
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provider_class = mock.Mock()
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registry = RequestHeaderProviderRegistry()
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registry.register(provider_class)
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assert set(registry) == {provider_class.return_value}
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def test_request_header_provider_registry_register_entrypoints():
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provider_class = mock.Mock()
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mock_entrypoint = mock.Mock()
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mock_entrypoint.load.return_value = provider_class
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with mock.patch(
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"mlflow.utils.plugins._get_entry_points", return_value=[mock_entrypoint]
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) as mock_get_group_all:
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registry = RequestHeaderProviderRegistry()
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registry.register_entrypoints()
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assert set(registry) == {provider_class.return_value}
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mock_entrypoint.load.assert_called_once_with()
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mock_get_group_all.assert_called_once_with("mlflow.request_header_provider")
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@pytest.mark.parametrize(
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"exception", [AttributeError("test exception"), ImportError("test exception")]
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)
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def test_request_header_provider_registry_register_entrypoints_handles_exception(exception):
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mock_entrypoint = mock.Mock()
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mock_entrypoint.load.side_effect = exception
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with mock.patch(
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"mlflow.utils.plugins._get_entry_points", return_value=[mock_entrypoint]
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) as mock_get_group_all:
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registry = RequestHeaderProviderRegistry()
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# Check that the raised warning contains the message from the original exception
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with pytest.warns(UserWarning, match="test exception"):
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registry.register_entrypoints()
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mock_entrypoint.load.assert_called_once_with()
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mock_get_group_all.assert_called_once_with("mlflow.request_header_provider")
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def _currently_registered_request_header_provider_classes():
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return {
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provider.__class__
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for provider in mlflow.tracking.request_header.registry._request_header_provider_registry
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}
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def test_registry_instance_defaults():
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expected_classes = {DatabricksRequestHeaderProvider}
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assert expected_classes.issubset(_currently_registered_request_header_provider_classes())
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def test_registry_instance_loads_entrypoints():
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class MockRequestHeaderProvider:
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pass
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mock_entrypoint = mock.Mock()
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mock_entrypoint.load.return_value = MockRequestHeaderProvider
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with mock.patch(
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"mlflow.utils.plugins._get_entry_points", return_value=[mock_entrypoint]
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) as mock_get_group_all:
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# Entrypoints are registered at import time, so we need to reload the module to register the
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# entrypoint given by the mocked entrypoints.get_group_all
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reload(mlflow.tracking.request_header.registry)
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assert MockRequestHeaderProvider in _currently_registered_request_header_provider_classes()
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mock_get_group_all.assert_called_once_with("mlflow.request_header_provider")
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def test_run_context_provider_registry_with_installed_plugin():
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reload(mlflow.tracking.request_header.registry)
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from mlflow_test_plugin.request_header_provider import PluginRequestHeaderProvider
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assert PluginRequestHeaderProvider in _currently_registered_request_header_provider_classes()
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# The test plugin's request header provider always returns False from in_context to avoid
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# polluting request headers in developers' environments. The following mock overrides this to
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# perform the integration test.
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with mock.patch.object(PluginRequestHeaderProvider, "in_context", return_value=True):
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assert resolve_request_headers()["test"] == "header"
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@pytest.fixture
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def mock_request_header_providers():
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base_provider = mock.Mock()
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base_provider.in_context.return_value = True
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base_provider.request_headers.return_value = {
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"one": "one-val",
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"two": "two-val",
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"three": "three-val",
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}
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skipped_provider = mock.Mock()
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skipped_provider.in_context.return_value = False
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exception_provider = mock.Mock()
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exception_provider.in_context.return_value = True
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exception_provider.request_headers.return_value = {
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"random-header": "This val will never make it to header resolution"
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}
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exception_provider.request_headers.side_effect = Exception(
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"This should be caught by logic in resolve_request_headers()"
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)
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override_provider = mock.Mock()
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override_provider.in_context.return_value = True
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override_provider.request_headers.return_value = {"one": "override", "new": "new-val"}
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providers = [base_provider, skipped_provider, exception_provider, override_provider]
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with mock.patch(
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"mlflow.tracking.request_header.registry._request_header_provider_registry", providers
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):
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yield
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skipped_provider.tags.assert_not_called()
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def test_resolve_request_headers(mock_request_header_providers):
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request_headers_arg = {"two": "arg-override", "arg": "arg-val"}
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assert resolve_request_headers(request_headers_arg) == {
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"one": "one-val override",
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"two": "arg-override",
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"three": "three-val",
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"new": "new-val",
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"arg": "arg-val",
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}
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def test_resolve_request_headers_no_arg(mock_request_header_providers):
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assert resolve_request_headers() == {
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"one": "one-val override",
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"two": "two-val",
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"three": "three-val",
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"new": "new-val",
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}
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