SIENTIAPDE-1110
SIENTIAPDE-1110 Add MongoDB integration and enhance Redis activity with timestamp management functions.
This commit is contained in:
@@ -4,5 +4,6 @@ sqlalchemy
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asyncua
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redis
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aiokafka
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pymongo
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git+ssh://git@github.com/Aignosi/sientia-dataops-library.git@1.2.0
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git+ssh://git@github.com/Aignosi/sientia-mlops-library.git@0.38.1
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@@ -7,16 +7,18 @@ with workflow.unsafe.imports_passed_through():
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from scouter.activities.redis import Redis
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from scouter.activities.kafka import Kafka
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from scouter.activities.gates import Gates
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from scouter.activities.mongodb import MongoDB
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from typing import Any
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class Activities(Postgres, Redis, Kafka, Gates):
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class Activities(Postgres, Redis, Kafka, Gates, MongoDB):
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"""Activities class that combines multiple services with proper initialization."""
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def __init__(self,
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postgres_config: dict[str, Any],
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redis_config: dict[str, Any],
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kafka_config: dict[str, Any],
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mongodb_config: dict[str, Any],
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logger: Logger,
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notification_handler: NotificationHandler):
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@@ -62,6 +64,16 @@ class Activities(Postgres, Redis, Kafka, Gates):
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notification_handler=notification_handler
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)
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# Initialize MongoDB
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MongoDB.__init__(
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self,
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connection_string=mongodb_config['connection_string'],
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database_name=mongodb_config['database_name'],
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logger=logger,
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notification_handler=notification_handler
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)
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def shutdown(self):
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Postgres.close(self)
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Kafka.close(self)
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MongoDB.close(self)
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121
scouter/activities/mongodb.py
Normal file
121
scouter/activities/mongodb.py
Normal file
@@ -0,0 +1,121 @@
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from temporalio import workflow, activity
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with workflow.unsafe.imports_passed_through():
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from typing import Any
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import traceback
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from logging import Logger
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import datetime
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from pymongo import MongoClient
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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.temporal.activities.base import BaseActivity
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def clear_mongo_id(docs: list) -> list:
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"""
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Remove the MongoDB internal `_id` field from the document.
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Args:
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docs (list): The document to clear.
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Returns:
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list: The documents without the `_id` field.
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"""
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for doc in docs:
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if isinstance(doc, list):
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clear_mongo_id(doc)
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elif isinstance(doc, dict):
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if "_id" in doc:
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del doc["_id"]
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for key, value in doc.items():
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if isinstance(value, list):
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clear_mongo_id(value)
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elif isinstance(value, dict):
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clear_mongo_id([value])
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return docs
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class MongoDB(BaseActivity):
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def __init__(self, connection_string: str, database_name: str,
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logger: Logger,
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notification_handler: NotificationHandler):
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self.connection_string = connection_string
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self.database_name = database_name
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self.client = MongoClient(
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self.connection_string, serverSelectionTimeoutMS=5000)
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self.client.server_info() # Trigger an exception if connection fails
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self.database = self.client[self.database_name]
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# Initialize MongoDB client here (omitted for brevity)
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logger.info("MongoDB connection initialized")
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BaseActivity.__init__(self,
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logger=logger,
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notification_handler=notification_handler)
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def shutdown(self):
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"""
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Close the MongoDB client connection.
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"""
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try:
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if self.client:
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self.logger.info("Closing MongoDB connection...")
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self.client.close()
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self.logger.info("MongoDB connection closed successfully")
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except Exception as e:
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self.logger.error(f"Failed to close MongoDB connection: {e}")
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def __del__(self):
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"""
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Destructor to ensure MongoDB client is closed when the object is deleted.
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"""
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self.shutdown()
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@activity.defn(name="load_latest_data")
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async def load_latest_data(self, input_data: dict[str, Any]) -> dict[str, Any]:
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"""
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Loads the latest data from MongoDB.
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"""
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metadata = input_data['metadata']
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collection_name = input_data['collection_name']
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last_data_timestamp = input_data['last_data_timestamp']
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try:
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data_filter = {
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"inserted_at": {
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"$gt": datetime.strptime(last_data_timestamp, "%Y-%m-%d %H:%M:%S.%f")
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}
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}
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data = self.database[collection_name].find(data_filter, {"_id": 0})
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data = clear_mongo_id(data)
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self.info(
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f"Loaded {len(data)} documents from MongoDB",
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metadata=metadata
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)
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self.debug(
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f"Loaded data: {data}",
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metadata=metadata
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)
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return data
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except Exception as e:
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trace = traceback.format_exc()
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self.send_notification(
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metadata=metadata,
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notification_id="MONGO_LOAD_ERROR",
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message=f"Error loading data from MongoDB: {e}",
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block="load_latest_data",
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level=NotificationLevel.ERROR,
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attachment_content=trace
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)
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raise e
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@@ -18,6 +18,47 @@ class Redis(RedisBase):
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RedisBase.__init__(self, host, port, username,
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password, logger, notification_handler)
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@activity.defn(name="get_last_data_timestamp")
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async def get_last_data_timestamp(self, input_data: dict[str, Any]) -> dict[str, Any]:
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"""
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Gets the last data timestamp from redis.
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"""
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metadata = input_data['metadata']
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key = f"{input_data['workflow_name']}_{input_data['schedule_name']}"
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data_hold = self.get(key)
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self.debug(
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f"Last collected timestamp: {data_hold}",
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metadata=metadata
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)
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if not data_hold:
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return None
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return data_hold
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@activity.defn(name="put_last_data_timestamp")
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async def put_last_data_timestamp(self, input_data: dict[str, Any]):
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"""
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Puts the last data timestamp into redis.
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"""
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metadata = input_data['metadata']
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key = f"{input_data['workflow_name']}_{input_data['schedule_name']}"
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data = DataFrame(input_data['data'])
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last_data_timestamp = data['inserted_at'].max()
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self.debug(
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f"Last collected timestamp to insert: {last_data_timestamp}",
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metadata=metadata
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)
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self.set(key, last_data_timestamp, ttl=input_data['retention_time'])
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return last_data_timestamp
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@activity.defn(name="group_and_hold_data")
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async def group_and_hold_data(self, input_data: dict[str, Any]):
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"""
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@@ -28,3 +28,15 @@ def build_redis_config():
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'username': getenv('REDIS_USERNAME', None),
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'password': getenv('REDIS_PASSWORD', None)
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}
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def build_mongodb_config():
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username = getenv('MONGODB_USERNAME', 'sientia')
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password = getenv('MONGODB_PASSWORD', 'sientia')
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uri = getenv('MONGODB_URL', 'localhost:27017')
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connection_string = f'mongodb://{username}:{password}@{uri}'
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return {
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'connection_string': connection_string,
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'database_name': getenv('MONGODB_DATABASE_NAME', 'sientia')
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}
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@@ -41,14 +41,48 @@ class Scouter:
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}
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}
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data = await workflow.execute_activity_method(
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Activities.load_from_kafka,
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# data = await workflow.execute_activity_method(
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# Activities.load_from_kafka,
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# {
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# **metadata,
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# 'topic': input_data['topic']
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# },
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# retry_policy=retry_policy,
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# start_to_close_timeout=timedelta(seconds=60)
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# )
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last_data_timestamp = await workflow.execute_local_activity_method(
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Activities.get_last_data_timestamp,
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{
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**metadata,
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'topic': input_data['topic']
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'workflow_name': input_data['workflow_name'],
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'schedule_name': input_data['schedule_name']
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},
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retry_policy=retry_policy,
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start_to_close_timeout=timedelta(seconds=60)
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start_to_close_timeout=timedelta(seconds=60),
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retry_policy=retry_policy
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)
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data = await workflow.execute_local_activity_method(
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Activities.load_latest_data,
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{
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**metadata,
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'collection_name': f"raw_{input_data['schedule_name']}",
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'last_data_timestamp': last_data_timestamp
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},
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start_to_close_timeout=timedelta(seconds=60),
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retry_policy=retry_policy
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)
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await workflow.execute_activity_method(
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Activities.put_last_data_timestamp,
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{
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**metadata,
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'data': data,
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'workflow_name': input_data['workflow_name'],
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'schedule_name': input_data['schedule_name']
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},
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start_to_close_timeout=timedelta(seconds=60),
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retry_policy=retry_policy
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)
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if data == {}:
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