RAG

Repository Structure

RAG/
├── rag-practice/
│   ├── mvp-rag-db/
│   │   └── mvp_rag_db.ipynb: Manual Vector Store Creation
│   ├── rag-langchain/
│   │   ├── RAG_application_mvp.ipynb: MVP RAG using langchain
│   │   ├── RAG_application_mvp_query_analysis.ipynb: RAG Application with Query Translation
│   │   └── RAG_application_mvp_query_analysis_prompt_langchain.ipynb: RAG Application with Vector Store and Prompt for generation
│   ├── rag-mvp/
│   │   └── rag_practice_mvp.ipynb: MVP RAG using chroma db
│   └── rag-vector-db-langchain: RAG Data Ingestion/
│       ├── rag_vec_db_langchain.ipynb: Turning FAISS vector store using langchain
│       └── json_preprocessing.ipynb: Preprocessing unecessary data
└── rag-service/
    └── rag-api-server: RAG Application applied to a server

RAG Practice

rag-practice/rag-mvp/rag_practice_mvp.ipynb: MVP RAG Application using langchain and ChromaDB

rag-practice/rag-langchain/RAG_application_mvp.ipynb: Replacing ChromaDB to Faiss

rag-practice/rag-langchain/RAG_application_mvp_query_analysis.ipynb: Add Query Translation for Retrieving

rag-practice/rag-langchain/RAG_application_mvp_query_analysis_prompt_langchain.ipynb: Add Prompt for specified generation

RAG Service

rag-service/rag-api-server: Turning final RAG Application to API Server