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RAG built with Slack Integration. Built with CodeLlama, QDrant VDB, Sentence Transformer, Flask, RAGAS

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High-IQ RAG

This is a Retrieval Augmented Generation (RAG) built with Slack Integration so it can answer any queries coming in from a slack chat/channel.

-It was built to work against a documentation of the product to help answer queries related to the product
-The Model has CodeLlama as the underlying LLM
-QDrant Vector DB to store transformed vectors
-Sentence Transformer as underlying embedding model
-RAGAS as the evaluation pipeline
-Flask cover to expose the API as a service
-ngrok to expose URL to the public
-LangChain and LLamaIndex as frameworks

Samples:
image image

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RAG built with Slack Integration. Built with CodeLlama, QDrant VDB, Sentence Transformer, Flask, RAGAS

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