SIENTIAPDE-994
Refactor activity methods and update requirements.txt to enhance functionality and remove deprecated filters. Added detailed docstrings for clarity and improved error handling in data processing workflows.
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@@ -1,5 +1,3 @@
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import traceback
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from pandas import DataFrame
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from temporalio import activity, workflow
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@@ -10,6 +8,8 @@ with workflow.unsafe.imports_passed_through():
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from laborious.utils.repository.opc_repository import OpcRepository
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from typing import Any
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from sientia_do.notifications.models import NotificationLevel
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import traceback
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from pandas import DataFrame
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class OPC(BaseActivity):
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@@ -41,36 +41,52 @@ class OPC(BaseActivity):
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@activity.defn(name='write_opc_data')
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async def write_opc_data(self, input_data: dict[str, Any]):
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"""
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Write prediction and confidence data to OPC servers. The two writing
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operations are optional and independent of each other.
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Args:
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input_data (dict[str, Any]): The input data. Contains the following keys:
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data (dict[str, Any]): The dataframe that contains the data to write to the OPC servers.
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opc_servers (list[str]): The OPC servers to write to.
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opc_output_config (dict[str, Any]): The OPC writing configuration. Contains:
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prediction_tags (dict[str, Any]): The tags to write to the OPC servers.
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confidence_tags (dict[str, Any]): The tags to write to the OPC servers.
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Returns:
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"""
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data = DataFrame(input_data['data'])
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_opc_servers = input_data['opc_servers']
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opc_output_config = input_data['opc_output_config']
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for tag, config in opc_output_config['prediction_tags'].items():
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try:
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self.opc_repository.write_data(
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tag, data.head(1)['prediction'].values[0], config['data_type'])
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except Exception as e:
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trace = traceback.format_exc()
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self.notification_handler.build_and_send_notification(
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notification_id="WRITE_OPC_PREDICTION_ERROR",
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message=f"Error writing data to OPC server: {e}",
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block="write_opc_data",
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level=NotificationLevel.ERROR,
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attachment_content=trace
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)
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self.logger.error(trace)
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if 'prediction_tags' in opc_output_config:
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for tag, config in opc_output_config['prediction_tags'].items():
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try:
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self.opc_repository.write_data(
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tag, data.head(1)['prediction'].values[0], config['data_type'])
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except Exception as e:
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trace = traceback.format_exc()
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self.notification_handler.build_and_send_notification(
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notification_id="WRITE_OPC_PREDICTION_ERROR",
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message=f"Error writing data to OPC server: {e}",
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block="write_opc_data",
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level=NotificationLevel.ERROR,
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attachment_content=trace
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)
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self.logger.error(trace)
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for tag, config in opc_output_config['confidence_tags'].items():
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try:
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self.opc_repository.write_data(
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tag, data.head(1)['prediction_confidence'].values[0], config['data_type'])
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except Exception as e:
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trace = traceback.format_exc()
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self.notification_handler.build_and_send_notification(
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notification_id="WRITE_OPC_CONFIDENCE_ERROR",
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message=f"Error writing data to OPC server: {e}",
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block="write_opc_data",
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level=NotificationLevel.ERROR,
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attachment_content=trace
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)
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self.logger.error(trace)
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if 'confidence_tags' in opc_output_config:
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for tag, config in opc_output_config['confidence_tags'].items():
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try:
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self.opc_repository.write_data(
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tag, data.head(1)['prediction_confidence'].values[0], config['data_type'])
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except Exception as e:
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trace = traceback.format_exc()
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self.notification_handler.build_and_send_notification(
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notification_id="WRITE_OPC_CONFIDENCE_ERROR",
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message=f"Error writing data to OPC server: {e}",
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block="write_opc_data",
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level=NotificationLevel.ERROR,
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attachment_content=trace
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)
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self.logger.error(trace)
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