Enterprise GENERATIVE AI Well-Architected Framework & Patterns

Demo Time - a GenAI based QnA python app using RAG pattern (LangChain, PineCone & Open AI api)

I’ll share a small Q&A app to show how a RAG pattern can be implemented using the tech stack - Pinecone (SAAS based Vector Database), Langchain & OpenAI.

Step 1: We need to create a Vector index data store in the Pinecone SAAS database having dimension 1536 and supporting cosine metric for retrieval.

Step 2: Install the following python modules.

pip langchain pip pinecone

Step 3: Run the following code snippets which demonstrates how some text data is vectorized using OpenAI’s api and stored in the Pinecone ...