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## Introduction
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In this article, we'll explore how to create a Retrieval-Augmented Generation (RAG) model using Oracle Gen AI, llama index, Qdrant Vector Database, and SentenceTransformerEmbeddings. This 21-line code will allow you to scrape through web pages, use llama index for indexing, Oracle Generative AI Service for question generation, and Qdrant for vector indexing.
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Find below the code of building a RAG using llamaIndex with Oracle GEN AI .
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Also we have a file LangChainRAG.py which allows you to create a rag using langchain and a file langChainRagWithUI.py which also has a streamlit ui attached to the langchain rag
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Find below the code of building a RAG using llamaIndex with Oracle Generative AI Service.
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Also check the file LangChainRAG.py which allows you to create an application (implementing RAG) using Langchain and the file langChainRagWithUI.py which includes a UI build with Streamlit.
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<img src="./RagArchitecture.svg">
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</img>
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## Limited Availability
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<!-- ## Limited Availability
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Oracle Generative AI Service is in Limited Availability as of today when we are creating this repo.
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Customers can easily enter in the LA programs. To test these functionalities you need to enrol in the LA programs and install the proper versions of software libraries.
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Code and functionalities can change, as a result of changes and new features
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Code and functionalities can change, as a result of changes and new features -->
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## Prerequisites
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