c-e-r-u/CS-552-NounNinjas-FAISS-RAG

Description

This dataset contains a FAISS index that can be used for Retrival Augmented Generation on question and answering tasks. The index was created from embeddings obtained by using the 'BAAI/bge-base-en-v1.5' model on TutorChat dataset and a small corpus of books cited in the Attribution section. The data is composed of chunks of 1000 characters with 150 characters of overlap.

Usage

Example:

      embeddings = HuggingFaceInstructEmbeddings(
            model_name = 'BAAI/bge-base-en-v1.5',
            model_kwargs = {"device": "cuda"}
        )
      hf_hub_download(repo_id='c-e-r-u/CS-552-NounNinjas-FAISS-RAG', filename="index.faiss", repo_type="dataset", local_dir=embeddings_dir)
      hf_hub_download(repo_id='c-e-r-u/CS-552-NounNinjas-FAISS-RAG', filename="index.pkl", repo_type="dataset", local_dir=embeddings_dir)
      vectordb = FAISS.load_local(
            embeddings_dir,
            embeddings,
            allow_dangerous_deserialization=True,
      )

Attributions

• AC Electrical Circuit Analysis: A Practical Approach

  • Author: James M. Fiore, Mohawk Valley Community College
  • Source
  • License: Attribution-NonCommercial-ShareAlike CC BY-NC-SA

• Algorithms and Data Structures With Applications to Graphics and Geometry

  • Authors: Jurg Nievergelt, ETH Zurich; Klaus Hinrichs, University of Muenster
  • Source
  • License: Attribution CC BY

• Computer Science I - Version 1.3.7

  • Author: Chris Bourke, University of Nebraska–Lincoln
  • Source
  • License: Attribution-ShareAlike CC BY-SA

• DC Electrical Circuit Analysis: A Practical Approach

  • Author: James M. Fiore, Mohawk Valley Community College
  • Source
  • License: Attribution-NonCommercial-ShareAlike CC BY-NC-SA

• Electromagnetics Vol 1

  • Author: Steven W. Ellingson, Virginia Tech
  • Source
  • License: Attribution-ShareAlike CC BY-SA

• Electromagnetics Vol 2

  • Author: Steven W. Ellingson
  • Source
  • License: Attribution-ShareAlike CC BY-SA

• Elementary Calculus

  • Author: Michael Corral, Schoolcraft College
  • Source
  • License: Free Documentation License (GNU)

• Elementary Differential Equations with Boundary Value Problems

  • Author: William F. Trench, Trinity University
  • Source
  • License: Attribution-NonCommercial-ShareAlike CC BY-NC-SA

• Multivariable Calculus

  • Author: Don Shimamoto, Swarthmore College
  • Source
  • License: Attribution CC BY

• Introduction to Probability

  • Authors: Charles M. Grinstead, Swarthmore College; J. Laurie Snell, Dartmouth College
  • Source
  • License: Free Documentation License (GNU)

• The Shallow and the Deep: A biased introduction to neural networks and old school machine learning

  • Author: Michael Biehl, University of Groningen
  • Source
  • License: Attribution-NonCommercial-ShareAlike CC BY-NC-SA

• University Physics I: Classical Mechanics

  • Author: Julio Gea-Banacloche, University of Arkansas
  • Source
  • License: Attribution-NonCommercial CC BY-NC