Files
sientia-dataops-model-manager/tests/activities/test_experiment_tracking.py

634 lines
21 KiB
Python

"""Unit tests for ExperimentTracking class with 100% coverage."""
import asyncio
from unittest.mock import MagicMock, patch
import pytest
@pytest.fixture
def mock_logger():
"""Create a mock logger."""
return MagicMock()
@pytest.fixture
def mock_notification_handler():
"""Create a mock notification handler."""
return MagicMock()
@pytest.fixture
def db_config():
"""Create a valid database configuration."""
return {
'host': 'localhost',
'port': 5432,
'user': 'testuser',
'password': 'testpass',
'dbname': 'testdb',
'min_connections': 1,
'max_connections': 10,
}
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_experiment_tracking_init(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test ExperimentTracking initialization."""
from model_manager.activities.experiment_tracking import ExperimentTracking
ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
mock_postgres_init.assert_called_once_with(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_experiment_tracking_del_without_engine(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test __del__ when engine attribute does not exist."""
from model_manager.activities.experiment_tracking import ExperimentTracking
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
if hasattr(et, 'engine'):
delattr(et, 'engine')
et.__del__()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_experiment_tracking_del_with_engine(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test __del__ when engine exists."""
from model_manager.activities.experiment_tracking import ExperimentTracking
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.engine = MagicMock()
class MockSuper:
def __del__(self):
pass
with patch('builtins.super', return_value=MockSuper()):
et.__del__()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_experiment_tracking_del_with_engine_exception(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test __del__ catches exceptions."""
from model_manager.activities.experiment_tracking import ExperimentTracking
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.engine = MagicMock()
class MockSuperWithError:
def __del__(self):
raise RuntimeError('Test error')
# Suppress the PytestUnraisableExceptionWarning for this specific test
import warnings
warnings.filterwarnings('ignore', category=pytest.PytestUnraisableExceptionWarning)
with patch('builtins.super', return_value=MockSuperWithError()):
et.__del__()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_execute_update_success(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test _execute_update executes query successfully."""
from model_manager.activities.experiment_tracking import ExperimentTracking
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
mock_connection = MagicMock()
mock_result = MagicMock()
mock_result.rowcount = 1
mock_connection.execute.return_value = mock_result
mock_engine = MagicMock()
mock_engine.begin.return_value.__enter__.return_value = mock_connection
et.engine = mock_engine
result = asyncio.run(et._execute_update('UPDATE test SET x = :x', {'x': 1}))
assert result == {'rowcount': 1}
mock_connection.execute.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_status_success(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with STATUS update type."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
mock_execute = MagicMock()
async def mock_execute_update(*args, **kwargs):
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et.info = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.STATUS,
'status': 'running',
}
asyncio.run(et.update_experiment_run(input_data))
mock_execute.assert_called_once()
call_args = mock_execute.call_args
assert 'status' in call_args[0][1]
assert call_args[0][1]['status'] == 'running'
assert call_args[0][1]['experiment_run_id'] == 1
et.info.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_status_missing_status(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with STATUS but missing status parameter."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.STATUS,
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_status_with_error_success(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with STATUS_WITH_ERROR update type."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
mock_execute = MagicMock()
async def mock_execute_update(*args, **kwargs):
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et.info = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.STATUS_WITH_ERROR,
'status': 'failed',
'error_message': 'Test error',
}
asyncio.run(et.update_experiment_run(input_data))
mock_execute.assert_called_once()
call_args = mock_execute.call_args
assert 'status' in call_args[0][1]
assert call_args[0][1]['status'] == 'failed'
assert call_args[0][1]['error_message'] == 'Test error'
et.info.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_status_with_error_truncate_message(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run truncates error message if too long."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
mock_execute = MagicMock()
async def mock_execute_update(*args, **kwargs):
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et.info = MagicMock()
long_error = 'x' * 2000
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.STATUS_WITH_ERROR,
'status': 'failed',
'error_message': long_error,
}
asyncio.run(et.update_experiment_run(input_data))
call_args = mock_execute.call_args
assert len(call_args[0][1]['error_message']) == 1024
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_status_with_error_missing_error_message(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with STATUS_WITH_ERROR but missing error_message."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.STATUS_WITH_ERROR,
'status': 'failed',
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_model_saved_success(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with MODEL_SAVED update type."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
mock_execute = MagicMock()
async def mock_execute_update(*args, **kwargs):
mock_execute(*args, **kwargs)
return {'rowcount': 1}
et._execute_update = mock_execute_update
et.info = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.MODEL_SAVED,
'status': 'completed',
'run_name': 'run_001',
}
asyncio.run(et.update_experiment_run(input_data))
mock_execute.assert_called_once()
call_args = mock_execute.call_args
assert 'run_name' in call_args[0][1]
assert call_args[0][1]['run_name'] == 'run_001'
assert call_args[0][1]['status'] == 'completed'
et.info.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_model_saved_missing_run_name(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with MODEL_SAVED but missing run_name."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.MODEL_SAVED,
'status': 'completed',
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_invalid_update_type(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with invalid update_type."""
from model_manager.activities.experiment_tracking import ExperimentTracking
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': 'invalid_type',
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_no_rows_updated(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run raises error when no rows are updated."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
async def mock_execute_update(*args, **kwargs):
return {'rowcount': 0}
et._execute_update = mock_execute_update
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 999,
'update_type': UpdateType.STATUS,
'status': 'running',
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_status_with_error_missing_status(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with STATUS_WITH_ERROR but missing status - covers line 179."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.STATUS_WITH_ERROR,
'error_message': 'Some error',
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_update_experiment_run_model_saved_missing_status(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test update_experiment_run with MODEL_SAVED but missing status - covers line 204."""
from model_manager.activities.experiment_tracking import ExperimentTracking, UpdateType
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.send_notification = MagicMock()
input_data = {
'metadata': {'workflow_id': 'test-123'},
'experiment_run_id': 1,
'update_type': UpdateType.MODEL_SAVED,
'run_name': 'run_001',
}
with pytest.raises(RuntimeError):
asyncio.run(et.update_experiment_run(input_data))
et.send_notification.assert_called_once()
@patch('model_manager.activities.experiment_tracking.Postgres.__init__', return_value=None)
def test_experiment_tracking_del_with_engine_no_super_del(
mock_postgres_init, db_config, mock_logger, mock_notification_handler
):
"""Test __del__ when engine exists but super has no __del__ - covers line 103."""
from model_manager.activities.experiment_tracking import ExperimentTracking
et = ExperimentTracking(
host=db_config['host'],
port=db_config['port'],
user=db_config['user'],
password=db_config['password'],
dbname=db_config['dbname'],
min_connections=db_config['min_connections'],
max_connections=db_config['max_connections'],
logger=mock_logger,
notification_handler=mock_notification_handler,
)
et.engine = MagicMock()
class MockSuperNoDel:
pass
with patch('builtins.super', return_value=MockSuperNoDel()):
et.__del__()