DynamoDB Storage
DynamoDB storage provides a scalable and persistent solution for storing conversation history in the Multi-Agent Orchestrator System. This option is ideal for production environments where long-term data retention and high availability are crucial.
Features
- Persistent storage across application restarts
- Scalable to handle large volumes of conversation data
- Integrated with AWS services for robust security and management
When to Use DynamoDB Storage
- In production environments
- When long-term persistence of conversation history is required
- For applications that need to scale horizontally
Implementation
To use DynamoDB storage in your Multi-Agent Orchestrator:
-
Set up a DynamoDB table with the following schema:
- Partition Key:
PK
(String) - Sort Key:
SK
(String) - Additionally, you can also set up your DynamoDB table with a TTL Key to automatically delete older conversation items
- Partition Key:
-
Use the DynamoDbChatStorage when creating your orchestrator:
Configuration
Ensure your AWS credentials are properly set up and that your application has the necessary permissions to access the DynamoDB table.
Considerations
- Requires AWS account and proper IAM permissions
- May incur costs based on usage and data storage
- Read and write operations may have higher latency compared to in-memory storage
Best Practices
- Use DynamoDB storage for production deployments
- Implement proper error handling for network-related issues
- Consider implementing a caching layer for frequently accessed data to optimize performance
- Regularly backup your DynamoDB table to prevent data loss
DynamoDB storage offers a robust and scalable solution for managing conversation history in production environments. It ensures data persistence and allows your Multi-Agent Orchestrator System to handle large-scale deployments with reliable data storage and retrieval capabilities.