Bite-sized RAG Projects on AWS

Collection of the bite-sized RAG(Retrieval Augmented Generation) projects implemented on AWS

• Simple, easy to learn RAG Architectures
• Deployable by IaC (AWS CDK)
• Various combinations of Vector Store, LLMs, and Embedding Models

Vector store	LLM	Embedding Model	Git Url	Architecture
opensearch	bedrock	bedrock	rag-with-amazon-bedrock-and-opensearch
opensearch	sagemaker	sagemaker	rag-with-amazon-opensearch-and-sagemaker
opensearch serverless	bedrock	bedrock	rag-with-amazon-bedrock-and-opensearch-serverless
opensearch serverless	sagemaker	sagemaker	rag-with-amazon-opensearch-serverless-and-sagemaker
postgresql + pgvector	bedrock	bedrock	rag-with-amazon-bedrock-and-postgresql-using-pgvector
postgresql + pgvector	sagemaker	sagemaker	rag-with-amazon-postgresql-using-pgvector-and-sagemaker
documentdb	bedrock	bedrock	rag-with-amazon-bedrock-and-documentdb
documentdb	sagemaker	bedrock	rag-with-amazon-documentdb-and-sagemaker
memorydb	bedrock	bedrock	rag-with-amazon-bedrock-and-memorydb
memorydb	sagemaker	bedrock	rag-with-amazon-memorydb-and-sagemaker
kendra	bedrock		rag-with-amazon-bedrock-and-kendra
kendra	sagemaker		rag-with-amazon-kendra-and-sagemaker
knowldege base + opensearch serverless	bedrock	bedrock	rag-with-knowledge-bases-for-amazon-bedrock-using-opensearch-serverless (CDK L3 Constructs Version)
			rag-with-knowledge-bases-for-amazon-bedrock-using-opensearch-serverless (CDK L1 Constructs Version)
knowldege base + postgresql	bedrock	bedrock	rag-with-knowledge-bases-for-amazon-bedrock-using-aurora-postgresql

References

• RAG Architecture: From Concepts to Implementations (slides)
• 🎦 (YouTube) RAG 아키텍처 – 개념부터 구현까지