feat: enhance E2E testing setup and model reporting

- Added a new fixture to manage runtime report artifacts in a writable temp directory during E2E tests, addressing permission issues in local CI/dev environments.
- Updated `conftest.py` to include a requirements.txt file in the model packaging path for training activities.
- Refactored existing fixtures to use `pytest.fixture` instead of `pytest_asyncio.fixture` for better compatibility.
- Enhanced the `Reports` class to include a target alias for report metrics, ensuring compatibility with Evidently's reporting requirements.
- Introduced new test scenarios to validate the handling of missing and whitespace-only `date_column` inputs in the training workflow.

These changes improve the robustness of the E2E testing framework and enhance the clarity of model reporting metrics.
This commit is contained in:
2026-05-05 10:59:51 -03:00
parent ba9eb3d7c7
commit d1f9394879
29 changed files with 255 additions and 182 deletions

View File

@@ -125,7 +125,7 @@ def test_cleanup_temp_directories_nonexistent_path(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
cleanup.warning = MagicMock()
cleanup.cleanup_temp_directories({'temp_path': '/nonexistent/path', 'metadata': {}})
@@ -152,7 +152,7 @@ def test_cleanup_temp_directories_success_with_deletions(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
old_time = (datetime.now() - timedelta(hours=48)).strftime('%Y%m%d_%H%M%S_000000')
old_dir = os.path.join(temp_dir, f'old_dir_{old_time}')
@@ -187,7 +187,7 @@ def test_cleanup_temp_directories_dry_run(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
old_time = (datetime.now() - timedelta(hours=48)).strftime('%Y%m%d_%H%M%S_000000')
old_dir = os.path.join(temp_dir, f'old_dir_{old_time}')
@@ -217,7 +217,7 @@ def test_cleanup_temp_directories_delete_error(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
cleanup.error = MagicMock()
old_time = (datetime.now() - timedelta(hours=48)).strftime('%Y%m%d_%H%M%S_000000')
@@ -276,7 +276,7 @@ def test_cleanup_temp_directories_with_files_and_unmatched_dirs(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
cleanup.debug = MagicMock()
# Create a file and a directory with a non-matching name
@@ -310,7 +310,7 @@ def test_cleanup_temp_directories_invalid_timestamp_format(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
cleanup.error = MagicMock()
# Create a directory with a malformed timestamp that matches the regex but fails parsing
@@ -340,7 +340,7 @@ def test_cleanup_temp_directories_generic_exception(
notification_handler=mock_notification_handler,
metrics_controller=mock_metrics_controller,
)
cleanup._emit_metrics = MagicMock()
cleanup._emit_metrics = MagicMock() # type: ignore[method-assign]
cleanup.send_notification = MagicMock()
with patch('os.listdir', side_effect=Exception('Unexpected OS Error')):

View File

@@ -136,6 +136,11 @@ def test_experiment_tracking_del_with_engine_exception(
et.engine = MagicMock()
class MockSuperWithError:
_should_raise: bool
def __init__(self) -> None:
self._should_raise = False
def __del__(self):
# Only raise error if not being cleaned up by garbage collector
# This prevents the PytestUnraisableExceptionWarning
@@ -215,7 +220,7 @@ def test_update_experiment_run_status_success(
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et._execute_update = mock_execute_update # type: ignore[method-assign]
et.info = MagicMock()
input_data = {
@@ -293,7 +298,7 @@ def test_update_experiment_run_status_with_error_success(
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et._execute_update = mock_execute_update # type: ignore[method-assign]
et.info = MagicMock()
input_data = {
@@ -339,7 +344,7 @@ def test_update_experiment_run_status_with_error_truncate_message(
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et._execute_update = mock_execute_update # type: ignore[method-assign]
et.info = MagicMock()
long_error = 'x' * 2000
@@ -416,7 +421,7 @@ def test_update_experiment_run_model_saved_success(
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et._execute_update = mock_execute_update # type: ignore[method-assign]
et.info = MagicMock()
input_data = {
@@ -526,7 +531,7 @@ def test_update_experiment_run_no_rows_updated(
def mock_execute_update(*args, **kwargs):
return {'rowcount': 0}
et._execute_update = mock_execute_update
et._execute_update = mock_execute_update # type: ignore[method-assign]
et.send_notification = MagicMock()
input_data = {

View File

@@ -131,13 +131,15 @@ def test_train_model_success_serializes_result(mock_mlflow, training):
training.minio_repository.download_file = MagicMock(return_value=b'csv')
training.data_manager_repository.prepare_training_data = MagicMock(return_value=tmr)
def _set_metrics(x, _w, **_kw):
x.mse_val = 0.1
x.mae_val = 0.2
x.r2_val = 0.9
return x
training.data_manager_repository.compute_regression_metrics = MagicMock(
side_effect=lambda x, _w, **_kw: (
setattr(x, 'mse_val', 0.1),
setattr(x, 'mae_val', 0.2),
setattr(x, 'r2_val', 0.9),
x,
)[-1]
side_effect=_set_metrics
)
def _fill_report(x, **_kw):