vitor-aignosi
67fe4afaa6
Refactor and enhance the laborious workflow and utilities - Removed outdated test file `test_predictions_batch.py` from workflows. - Added `input_sample.json` for standardized input configuration. - Introduced `connectors_config.py` to manage database and service configurations. - Implemented a logging utility in `logger.py` for consistent logging across the application. - Created `policies.py` to define retry policies for workflows. - Developed comprehensive tests for `MLFlowRepository` in `test_model_repository.py`. - Added extensive tests for `OpcRepository` in `test_opc_repository.py`. - Updated `test_predictions_batch.py` to reflect new workflow structure and testing methodology.
97 lines
2.9 KiB
Python
97 lines
2.9 KiB
Python
from temporalio import workflow, client
|
|
from temporalio.worker import Worker
|
|
|
|
with workflow.unsafe.imports_passed_through():
|
|
import os
|
|
import asyncio
|
|
from laborious.workflows.predictions_batch import PredictionsBatch
|
|
from laborious.workflows.sub_workflows.prediction_process import PredictionProcess
|
|
from laborious.workflows.sub_workflows.format_and_export_prediction import \
|
|
FormatAndExportPrediction
|
|
from laborious.activities.activities import Activities
|
|
from laborious.utils.logger import get_logger
|
|
from laborious.utils.connectors_config import (
|
|
build_postgres_config,
|
|
build_mlflow_config,
|
|
build_opc_config
|
|
)
|
|
from sientia_do.notifications.handlers import NotificationHandler
|
|
|
|
|
|
async def main():
|
|
host = os.getenv('TEMPORAL_HOST', 'localhost:7233')
|
|
logger = get_logger(__name__)
|
|
|
|
logger.info('Starting Worker...')
|
|
|
|
logger.info('Starting Notification Handler...')
|
|
|
|
notification_handler = NotificationHandler(
|
|
servers=os.getenv('KAFKA_SERVERS', 'http://localhost:9092'),
|
|
logger=logger,
|
|
project_name=os.getenv('PROJECT_NAME', 'laborious'),
|
|
pipeline_name='-',
|
|
trigger_name='-',
|
|
model_name='-',
|
|
model='-'
|
|
)
|
|
|
|
logger.info('Starting Activities...')
|
|
|
|
activities = Activities(
|
|
postgres_config=build_postgres_config(),
|
|
mlflow_config=build_mlflow_config(),
|
|
opc_config=build_opc_config(),
|
|
logger=logger,
|
|
notification_handler=notification_handler
|
|
)
|
|
|
|
logger.info('Starting Temporal Client...')
|
|
|
|
temporal_client = await client.Client.connect(
|
|
target_host=host,
|
|
namespace=os.getenv('TEMPORAL_NAMESPACE', 'default')
|
|
)
|
|
|
|
logger.info('Starting Workers...')
|
|
|
|
workers = [
|
|
Worker(
|
|
temporal_client,
|
|
task_queue='predictions-queue',
|
|
workflows=[PredictionsBatch, PredictionProcess,
|
|
FormatAndExportPrediction],
|
|
activities=[
|
|
# Base
|
|
activities.prepare_activity,
|
|
# MLFlow
|
|
activities.request_predict,
|
|
activities.request_transform,
|
|
# Gates
|
|
activities.input_gate,
|
|
activities.mlflow_response_gate,
|
|
activities.mlflow_content_gate,
|
|
activities.format_prediction,
|
|
activities.format_default_prediction,
|
|
activities.get_last_timestamp,
|
|
# OPC
|
|
activities.write_opc_data,
|
|
# Postgres
|
|
activities.load_custom_query,
|
|
activities.repeat_last_prediction,
|
|
activities.export_data_to_postgres
|
|
]
|
|
)
|
|
]
|
|
|
|
handlers = []
|
|
for w in workers:
|
|
handlers.append(w.run())
|
|
|
|
logger.info('Workers started successfully')
|
|
|
|
await asyncio.gather(*handlers)
|
|
|
|
if __name__ == '__main__':
|
|
asyncio.run(main())
|