SIENTIAPDE-994
Update requirements.txt with new dependencies and refactor activity methods for improved functionality and error handling
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@@ -0,0 +1,76 @@
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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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with workflow.unsafe.imports_passed_through():
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from logging import Logger
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from sientia_do.notifications.handlers import NotificationHandler
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from laborious.activities.base import BaseActivity
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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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class OPC(BaseActivity):
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def __init__(self,
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name: str, url: str, server_uri: str,
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cert_path: str, private_key_path: str, server_cert_path: str,
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logger: Logger, notification_handler: NotificationHandler):
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self.logger = logger
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self.notification_handler = notification_handler
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self.name = name
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self.url = url
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self.server_uri = server_uri
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self.cert_path = cert_path
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self.private_key_path = private_key_path
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self.server_cert_path = server_cert_path
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self.opc_repository = OpcRepository(
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name=self.name,
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url=self.url,
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logger=self.logger,
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server_uri=self.server_uri,
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cert_path=self.cert_path,
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private_key_path=self.private_key_path,
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server_cert_path=self.server_cert_path
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)
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self.opc_repository.connect()
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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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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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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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