SIENTIAPDE-994
Remove unused utility files and update requirements.txt to include new dependencies for data processing and database interaction.
This commit is contained in:
162
laborious/activities/postgres.py
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162
laborious/activities/postgres.py
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import traceback
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from temporalio import workflow, activity
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from laborious.activities.base import BaseActivity
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with workflow.unsafe.imports_passed_through():
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from psycopg2.pool import ThreadedConnectionPool
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from pandas import read_sql_query, DataFrame
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from logging import Logger
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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 typing import Any
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class Postgres(BaseActivity):
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def __init__(self, host: str, port: int,
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user: str, password: str, dbname: str,
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min_connections: int, max_connections: int,
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logger: Logger, notification_handler: NotificationHandler):
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self.host = host
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self.port = port
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self.user = user
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self.password = password
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self.dbname = dbname
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self.pool = ThreadedConnectionPool(
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minconn=min_connections,
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maxconn=max_connections,
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host=self.host,
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port=self.port,
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user=self.user,
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password=self.password,
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dbname=self.dbname)
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super().__init__(logger, notification_handler)
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def close(self):
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self.pool.closeall()
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def __del__(self):
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self.close()
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@activity.defn(name="load_custom_query")
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async def load_custom_query(self, query: str) -> dict[str, dict]:
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"""
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Loads data from a custom query.
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Args:
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query (str): The query to load data from.
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Returns:
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dict[str, dict]: The data from the query.
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"""
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self.logger.info(f"Fetching data from query: {query}")
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conn = self.pool.getconn()
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try:
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data = read_sql_query(query, conn)
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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="ERROR_LOADING_CUSTOM_QUERY",
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message=f"Error fetching data from query: {e}",
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block="load_custom_query",
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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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return {}
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finally:
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self.pool.putconn(conn)
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self.logger.info(f"Fetched {len(data)} rows")
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self.logger.debug(f"Data: {data.to_string()}")
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return data.to_dict()
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@activity.defn(name="repeat_last_prediction")
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async def repeat_last_prediction(self, query_items: dict[str, str]):
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"""
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Repeats the last prediction for a given model.
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Args:
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query_items (dict[str, str]): The query items.
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Returns:
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None
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"""
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schema = query_items["schema"]
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table_name = query_items["table_name"]
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model = query_items["model"]
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repeat_query = f"""
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INSERT INTO \"{schema}\".{table_name} (model_id, prediction, timestamp, response_time, prediction_status, prediction_confidence, created_at)
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SELECT model_id, prediction, timestamp, response_time, prediction_status, prediction_confidence, NOW()
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FROM \"{schema}\".{table_name}
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WHERE model_id = {model}
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ORDER BY timestamp DESC
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LIMIT 1;
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"""
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self.logger.info(f"Repeating last prediction for model {model}")
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self.logger.debug(f"Query: {repeat_query}")
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conn = self.pool.getconn()
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try:
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cursor = conn.cursor()
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cursor.execute(repeat_query)
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conn.commit()
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cursor.close()
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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="ERROR_REPEATING_LAST_PREDICTION",
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message=f"Error repeating last prediction: {e}",
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block="repeat_last_prediction",
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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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finally:
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self.pool.putconn(conn)
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@activity.defn(name="export_data_to_postgres")
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async def export_data_to_postgres(self, input_data: dict[str, Any]):
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"""
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Exports data to a postgres table.
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Args:
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input_data (dict[str, Any]): The data to export.
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"""
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schema = input_data["schema"]
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table_name = input_data["table_name"]
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data = DataFrame(input_data["data"])
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conn = self.pool.getconn()
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try:
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data.to_sql(table_name, conn, schema=schema,
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if_exists="append", index=False)
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conn.commit()
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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="ERROR_EXPORTING_DATA_TO_POSTGRES",
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message=f"Error exporting data to postgres: {e}",
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block="export_data_to_postgres",
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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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finally:
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self.pool.putconn(conn)
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