SIENTIAPDE-1478
Refactor Activities and API Integration for PI Web API - Reintroduced the API import in the Activities class for proper integration. - Cleaned up whitespace and formatting in the API class and related tests for improved readability. - Updated test cases to ensure consistent formatting in error messages and configuration structures for PI Web API. - Enhanced connectors_config.py with additional whitespace for better organization.
This commit is contained in:
@@ -7,12 +7,12 @@ with workflow.unsafe.imports_passed_through():
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from sientia_do.notifications.handlers import CoreNotificationHandler as NotificationHandler
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from sientia_do.observability.logger import Logger
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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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from laborious.activities.api import API
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class Activities(Storage, MLFlow, Gates, OPC, ModelMetrics, API):
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@@ -147,4 +147,4 @@ class Activities(Storage, MLFlow, Gates, OPC, ModelMetrics, API):
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Gates.close(self)
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await OPC.close(self)
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ModelMetrics.close(self)
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API.close(self)
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API.close(self)
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@@ -5,18 +5,17 @@ with workflow.unsafe.imports_passed_through():
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from typing import Any
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from pandas import DataFrame
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from sientia_do.notifications.handlers import NotificationHandler
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from sientia_do.notifications.models import NotificationLevel
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from sientia_do.observability.logger import Logger
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from sientia_do.observability.metrics_controller import MetricsController
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from sientia_do.observability.sientia_monitoring import SientiaMonitoring
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from sientia_do.temporal.constants import DATETIME_FORMAT_WITH_TZ
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from sientia_do.repository.pi_web_api_client import PIWebAPIClient
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PI_WEB_API_PREDICTION_ERROR_CONFIDENCE = 13
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class API(SientiaMonitoring):
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"""
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PI Web API operations for writing data to PI Web API.
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@@ -78,7 +77,7 @@ class API(SientiaMonitoring):
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metadata = input_data['metadata']
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data = DataFrame(input_data['data'])
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pi_web_api_output_config = input_data['pi_web_api_output_config']
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self.info('Writing data to PI Web API...', metadata)
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endpoint = pi_web_api_output_config['endpoint']
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@@ -92,7 +91,6 @@ class API(SientiaMonitoring):
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confidence_value = data.head(1)['prediction_confidence'].values[0]
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try:
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await self.pi_web_api_client.write_value(
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web_ids=prediction_tags,
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value={
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@@ -138,5 +136,5 @@ class API(SientiaMonitoring):
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level=NotificationLevel.ERROR,
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attachment_content=trace,
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)
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return data.to_dict()
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return data.to_dict()
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@@ -2,6 +2,7 @@ import json
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from os import getenv
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from typing import Any
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def build_mlflow_config() -> dict[str, Any]:
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"""
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Build MLFlow server configuration from environment variables.
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@@ -66,6 +67,7 @@ def build_opc_config() -> dict[str, Any]:
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}
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}
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def build_minio_config() -> dict[str, Any]:
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"""
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Build MinIO (S3-compatible) configuration from environment variables.
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@@ -43,7 +43,6 @@ Poller Configuration:
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- POLLER_INITIAL: Initial number of pollers (default: 2)
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"""
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from temporalio import client, workflow
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from temporalio.runtime import PrometheusConfig, Runtime, TelemetryConfig
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from temporalio.worker import (
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@@ -55,10 +54,16 @@ from temporalio.worker import (
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with workflow.unsafe.imports_passed_through():
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import asyncio
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import os
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import sys
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from datetime import timedelta
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from prometheus_client import start_http_server
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from sientia_do.connectors_config import (
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build_api_config,
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build_mongodb_config,
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build_postgres_config,
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)
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from sientia_do.notifications.handlers import CoreNotificationHandler as NotificationHandler
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from sientia_do.observability.logger import get_logger
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@@ -69,10 +74,6 @@ with workflow.unsafe.imports_passed_through():
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build_mlflow_config,
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build_opc_config,
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)
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from sientia_do.connectors_config import (
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build_postgres_config,
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build_mongodb_config,
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)
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from laborious.workflows.drift import Drift
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from laborious.workflows.minimal_retrain import MinimalRetrain
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from laborious.workflows.predictions_batch import PredictionsBatch
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@@ -81,7 +82,6 @@ with workflow.unsafe.imports_passed_through():
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FormatAndExportPrediction,
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)
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from laborious.workflows.sub_workflows.prediction_process import PredictionProcess
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import os
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POD_ID = os.getenv('POD_ID')
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SDK_METRICS_PORT = int(os.getenv('HTTP_SDK_METRICS_PORT', '9091'))
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@@ -183,6 +183,7 @@ async def main():
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mlflow_config=build_mlflow_config(),
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minio_config=build_minio_config(),
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opc_config=build_opc_config(),
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pi_web_api_config=build_api_config(),
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logger=logger,
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notification_handler=notification_handler,
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)
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@@ -154,7 +154,7 @@ class FormatAndExportPrediction:
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)
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write_transformed_handler = None
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opc_metrics = {}
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# write to pi web api
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@@ -197,7 +197,6 @@ class FormatAndExportPrediction:
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start_to_close_timeout=timedelta(seconds=180),
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)
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if write_transformed_handler is not None:
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await write_transformed_handler
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@@ -1,7 +1,6 @@
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from unittest.mock import ANY, AsyncMock, MagicMock, call, patch
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import pytest_asyncio
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from pandas import DataFrame
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from pytest import fixture, mark
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from sientia_do.notifications.models import NotificationLevel
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@@ -21,7 +20,7 @@ def _create_mock_dataframe(to_dict_return=None):
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"""Helper function to create a mocked DataFrame for testing."""
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mock_df = MagicMock()
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mock_head = MagicMock()
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def get_column_values(key):
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if key == 'prediction':
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return MagicMock(values=[0.75])
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@@ -29,10 +28,10 @@ def _create_mock_dataframe(to_dict_return=None):
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return MagicMock(values=[0.95])
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else:
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return MagicMock(values=['2024-01-01T00:00:00+00:00'])
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mock_head.__getitem__.side_effect = get_column_values
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mock_df.head.return_value = mock_head
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if to_dict_return is None:
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to_dict_return = {
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'prediction': [0.75],
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@@ -40,7 +39,7 @@ def _create_mock_dataframe(to_dict_return=None):
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'timestamp': ['2024-01-01T00:00:00+00:00'],
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}
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mock_df.to_dict.return_value = to_dict_return
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return mock_df
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@@ -147,11 +146,13 @@ async def test_write_pi_web_api_data_success(mock_dataframe, api, base_input_dat
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@mark.asyncio
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@patch('laborious.activities.api.DataFrame')
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async def test_write_pi_web_api_data_prediction_error(mock_dataframe, api, base_input_data):
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mock_dataframe.return_value = _create_mock_dataframe({
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'prediction': [0.75],
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'prediction_confidence': [PI_WEB_API_PREDICTION_ERROR_CONFIDENCE],
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'timestamp': ['2024-01-01T00:00:00+00:00'],
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})
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mock_dataframe.return_value = _create_mock_dataframe(
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{
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'prediction': [0.75],
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'prediction_confidence': [PI_WEB_API_PREDICTION_ERROR_CONFIDENCE],
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'timestamp': ['2024-01-01T00:00:00+00:00'],
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}
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)
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api.pi_web_api_client.write_value.side_effect = Exception('Prediction write failed')
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@@ -160,7 +161,7 @@ async def test_write_pi_web_api_data_prediction_error(mock_dataframe, api, base_
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api.send_notification_async.assert_called_once_with(
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metadata=metadata['metadata'],
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notification_id='WRITE_PI_WEB_API_PREDICTION_ERROR',
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message='Error writing prediction data to PI Web API: Prediction write failed\n Tags: {\'tag1\': \'web_id_1\'}',
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message="Error writing prediction data to PI Web API: Prediction write failed\n Tags: {'tag1': 'web_id_1'}",
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block='write_pi_web_api_data',
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level=NotificationLevel.ERROR,
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attachment_content=ANY,
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@@ -185,7 +186,7 @@ async def test_write_pi_web_api_data_confidence_error(mock_dataframe, api, base_
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api.send_notification_async.assert_called_once_with(
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metadata=metadata['metadata'],
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notification_id='WRITE_PI_WEB_API_CONFIDENCE_ERROR',
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message='Error writing confidence data to PI Web API: Confidence write failed\n Tags: {\'tag2\': \'web_id_2\'}',
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message="Error writing confidence data to PI Web API: Confidence write failed\n Tags: {'tag2': 'web_id_2'}",
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block='write_pi_web_api_data',
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level=NotificationLevel.ERROR,
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attachment_content=ANY,
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@@ -199,8 +200,6 @@ async def test_write_pi_web_api_data_confidence_error(mock_dataframe, api, base_
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assert api.pi_web_api_client.write_value.call_count == 2
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@mark.asyncio
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@patch('laborious.activities.api.DataFrame')
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async def test_write_pi_web_api_data_empty_tags(mock_dataframe, api, base_input_data):
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@@ -392,7 +392,11 @@ async def test_run_none_path_flag_with_pi_web_api(workflow_mock, format_and_expo
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'prediction_confidence': 0,
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'schema': 'test_schema',
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'table_name': 'test_table',
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'pi_web_api_output_config': {'endpoint': 'https://test-pi-server.com', 'prediction_tags': {}, 'confidence_tags': {}},
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'pi_web_api_output_config': {
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'endpoint': 'https://test-pi-server.com',
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'prediction_tags': {},
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'confidence_tags': {},
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},
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'prediction_store_policy': 'erl:1',
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}
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@@ -483,7 +487,9 @@ async def test_run_none_path_flag_with_pi_web_api(workflow_mock, format_and_expo
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'laborious.workflows.sub_workflows.format_and_export_prediction.workflow',
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new_callable=AsyncMock,
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)
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async def test_run_none_path_flag_with_pi_web_api_and_opc(workflow_mock, format_and_export_prediction):
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async def test_run_none_path_flag_with_pi_web_api_and_opc(
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workflow_mock, format_and_export_prediction
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):
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input_data = {
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'metadata': metadata,
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'path_flag': None,
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@@ -494,7 +500,11 @@ async def test_run_none_path_flag_with_pi_web_api_and_opc(workflow_mock, format_
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'schema': 'test_schema',
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'table_name': 'test_table',
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'opc_output_config': {'test': 'config'},
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'pi_web_api_output_config': {'endpoint': 'https://test-pi-server.com', 'prediction_tags': {}, 'confidence_tags': {}},
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'pi_web_api_output_config': {
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'endpoint': 'https://test-pi-server.com',
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'prediction_tags': {},
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'confidence_tags': {},
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},
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'prediction_store_policy': 'erl:1',
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}
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@@ -532,7 +542,7 @@ async def test_run_none_path_flag_with_pi_web_api_and_opc(workflow_mock, format_
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},
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retry_policy=ANY,
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start_to_close_timeout=ANY,
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)
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),
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]
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)
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@@ -590,7 +600,11 @@ async def test_run_default_path_flag_with_pi_web_api(workflow_mock, format_and_e
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'prediction_confidence': 0,
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'schema': 'test_schema',
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'table_name': 'test_table',
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'pi_web_api_output_config': {'endpoint': 'https://test-pi-server.com', 'prediction_tags': {}, 'confidence_tags': {}},
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'pi_web_api_output_config': {
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'endpoint': 'https://test-pi-server.com',
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'prediction_tags': {},
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'confidence_tags': {},
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},
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'comment': 'test_comment',
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}
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@@ -731,7 +731,11 @@ async def test_path_flag_handler_continue(workflow_mock, prediction_process):
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'model_name': model_name,
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'model_config': model_config,
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'opc_output_config': {'test': 'config'},
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'pi_web_api_output_config': {'endpoint': 'https://test-pi-server.com', 'prediction_tags': {}, 'confidence_tags': {}},
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'pi_web_api_output_config': {
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'endpoint': 'https://test-pi-server.com',
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'prediction_tags': {},
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'confidence_tags': {},
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},
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'prediction_store_policy': prediction_store_policy,
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},
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confidence,
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@@ -758,7 +762,11 @@ async def test_path_flag_handler_continue(workflow_mock, prediction_process):
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'transform_table_name': 'test_transform_table',
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'comment': 'Prediction Process',
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'opc_output_config': {'test': 'config'},
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'pi_web_api_output_config': {'endpoint': 'https://test-pi-server.com', 'prediction_tags': {}, 'confidence_tags': {}},
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'pi_web_api_output_config': {
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'endpoint': 'https://test-pi-server.com',
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'prediction_tags': {},
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'confidence_tags': {},
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},
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'prediction_store_policy': prediction_store_policy,
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},
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)
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@@ -792,7 +800,11 @@ async def test_path_flag_handler_unknown(workflow_mock, prediction_process):
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'model_name': model_name,
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'model_config': model_config,
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'opc_output_config': {'test': 'config'},
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'pi_web_api_output_config': {'endpoint': 'https://test-pi-server.com', 'prediction_tags': {}, 'confidence_tags': {}},
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'pi_web_api_output_config': {
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'endpoint': 'https://test-pi-server.com',
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'prediction_tags': {},
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'confidence_tags': {},
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},
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'prediction_store_policy': prediction_store_policy,
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},
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confidence,
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