vitor-aignosi
892823df11
Enhance Activities and Prediction Workflows with PI Web API Integration - Updated the Activities class to include API integration, allowing for configuration of PI Web API parameters. - Modified prediction workflows to support output configuration for PI Web API, enabling data writing to the API. - Refactored connectors_config.py by removing unused PostgreSQL and MongoDB configuration functions. - Added tests to validate the new PI Web API functionality in activities and workflows, ensuring robust integration and functionality.
211 lines
6.4 KiB
Python
211 lines
6.4 KiB
Python
from unittest.mock import ANY, AsyncMock, MagicMock, patch
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from pytest import mark
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from laborious.activities.activities import Activities
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from laborious.activities.api import API
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from laborious.activities.gates import Gates
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from laborious.activities.mlflow import MLFlow
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from laborious.activities.model_metrics import ModelMetrics
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from laborious.activities.opc import OPC
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from laborious.activities.storage import Storage
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@patch('laborious.activities.activities.Storage.__init__')
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@patch('laborious.activities.activities.MLFlow.__init__')
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@patch('laborious.activities.activities.OPC.__init__')
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@patch('laborious.activities.activities.Gates.__init__')
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@patch('laborious.activities.activities.ModelMetrics.__init__')
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@patch('laborious.activities.activities.API.__init__')
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@patch('laborious.activities.activities.MetricsController')
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def test___init__(
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mock_metrics_controller,
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mock_api_init,
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mock_model_metrics_init,
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mock_gates_init,
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mock_opc_init,
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mock_mlflow_init,
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mock_storage_init,
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):
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postgres_config = {
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'host': 'localhost',
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'port': 5432,
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'user': 'postgres',
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'password': 'postgres',
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'dbname': 'postgres',
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'min_connections': 1,
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'max_connections': 10,
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}
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minio_config = {
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'endpoint_url': 'localhost:9000',
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'access_key': 'minio',
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'secret_key': 'minio123',
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'region_name': 'us-east-1',
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'default_bucket': 'test',
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}
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mlflow_config = {'host': 'localhost', 'port': 5000, 'username': 'mlflow', 'password': 'mlflow'}
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opc_config = {
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'bootstrap_servers': 'localhost:9092',
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'polling_time': 1000,
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'group_id': 'test-group',
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}
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pi_web_api_config = {
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'base_url': 'https://test-pi-server.com',
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'auth_type': 'bearer',
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'auth_token': 'test_token',
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}
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logger = MagicMock()
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notification_handler = MagicMock()
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activities = Activities(
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postgres_config=postgres_config,
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mlflow_config=mlflow_config,
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minio_config=minio_config,
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opc_config=opc_config,
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pi_web_api_config=pi_web_api_config,
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logger=logger,
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notification_handler=notification_handler,
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)
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assert isinstance(activities, Activities)
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assert isinstance(activities, Storage)
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assert isinstance(activities, MLFlow)
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assert isinstance(activities, OPC)
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assert isinstance(activities, Gates)
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assert isinstance(activities, ModelMetrics)
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assert isinstance(activities, API)
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mock_storage_init.assert_called_once_with(
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ANY,
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host=postgres_config['host'],
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port=postgres_config['port'],
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user=postgres_config['user'],
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password=postgres_config['password'],
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dbname=postgres_config['dbname'],
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min_connections=postgres_config['min_connections'],
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max_connections=postgres_config['max_connections'],
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minio_config=minio_config,
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logger=logger,
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notification_handler=notification_handler,
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metrics_controller=mock_metrics_controller.return_value,
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)
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mock_mlflow_init.assert_called_once_with(
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ANY,
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mlflow_host=mlflow_config['host'],
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mlflow_port=mlflow_config['port'],
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mlflow_username=mlflow_config['username'],
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mlflow_password=mlflow_config['password'],
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minio_config=minio_config,
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logger=logger,
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notification_handler=notification_handler,
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metrics_controller=mock_metrics_controller.return_value,
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)
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mock_opc_init.assert_called_once_with(
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ANY,
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opc_servers=opc_config,
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logger=logger,
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notification_handler=notification_handler,
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metrics_controller=mock_metrics_controller.return_value,
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)
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mock_gates_init.assert_called_once_with(
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ANY,
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logger=logger,
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notification_handler=notification_handler,
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metrics_controller=mock_metrics_controller.return_value,
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)
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mock_model_metrics_init.assert_called_once_with(
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ANY,
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logger=logger,
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notification_handler=notification_handler,
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metrics_controller=mock_metrics_controller.return_value,
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)
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mock_api_init.assert_called_once_with(
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ANY,
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base_url=pi_web_api_config['base_url'],
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auth_type=pi_web_api_config['auth_type'],
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auth_token=pi_web_api_config['auth_token'],
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logger=logger,
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notification_handler=notification_handler,
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metrics_controller=mock_metrics_controller.return_value,
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)
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@mark.asyncio
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@patch('laborious.activities.activities.Storage')
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@patch('laborious.activities.activities.MLFlow')
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@patch('laborious.activities.activities.OPC')
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@patch('laborious.activities.activities.Gates')
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@patch('laborious.activities.activities.ModelMetrics')
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@patch('laborious.activities.activities.API')
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async def test_shutdown(
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mock_api_init,
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mock_model_metrics_init,
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mock_gates_init,
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mock_opc_init,
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mock_mlflow_init,
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mock_storage_init,
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):
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mock_opc_init.close = AsyncMock()
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postgres_config = {
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'host': 'localhost',
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'port': 5432,
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'user': 'postgres',
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'password': 'postgres',
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'dbname': 'postgres',
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'min_connections': 1,
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'max_connections': 10,
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}
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minio_config = {
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'endpoint_url': 'localhost:9000',
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'access_key': 'minio',
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'secret_key': 'minio123',
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'region_name': 'us-east-1',
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'default_bucket': 'test',
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}
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mlflow_config = {'host': 'localhost', 'port': 5000, 'username': 'mlflow', 'password': 'mlflow'}
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opc_config = {
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'bootstrap_servers': 'localhost:9092',
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'polling_time': 1000,
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'group_id': 'test-group',
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}
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pi_web_api_config = {
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'base_url': 'https://test-pi-server.com',
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'auth_type': 'bearer',
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'auth_token': 'test_token',
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}
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logger = MagicMock()
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notification_handler = MagicMock()
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activities = Activities(
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postgres_config=postgres_config,
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mlflow_config=mlflow_config,
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minio_config=minio_config,
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opc_config=opc_config,
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pi_web_api_config=pi_web_api_config,
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logger=logger,
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notification_handler=notification_handler,
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)
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await activities.shutdown()
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mock_opc_init.close.assert_called_once()
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mock_storage_init.close.assert_called_once()
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mock_mlflow_init.close.assert_called_once()
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mock_gates_init.close.assert_called_once()
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mock_model_metrics_init.close.assert_called_once()
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mock_api_init.close.assert_called_once()
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