Experiments Gen AI

List of experiments on Gen AI ecosystem

Setup

Install

1. Install dependencies

create -m venv .venv
source .venv/bin/activate

pip3 install -r requirements.txt

2. Install & run LLM model on local using Ollama. Visit download page (https://ollama.com/

   2.1 Llama2 - run ollama run llama2 on terminal. Visit for more info on llama2.

   2.2 Codellama - run ollama run codellama on terminal. Visit for more info on codellama.

Install Milvus

Optional, Only required when executing Milvus examples

Ensure Milvus vector store is up and running before executing Milvus dependent examples.

1. Use Docker Compose for Milvus Vector store setup. Execute sudo docker compose -f docker-compose-milvus.yml up -d from project root.

Table of Content

File / Folder name	Framework(s)	Optimization / FineTuning	Pipeline
rag_pdf_1.py	LlamaIndex + Milvus	RAG	Load PDF Dir, Extract data and index in naive way, Embed the index into vector store, User queries
rag_pdf_2.py	LlamaIndex	RAG	Load PDF Dir, Extract data with Sentence window, Embed the index into local storage, User queries
rag_pdf_3.py	LlamaIndex + Milvus	RAG	Load PDF Dir, Extract data with Sentence window, Embed the index into vector store, User queries
rag_pdf_4.py	LlamaIndex + Chroma	RAG	Coming Soon
rag_pdf_5.py	LlamaIndex + Pinecone	RAG	Coming Soon
rag_pdf_6.py	LlamaIndex + Qdrant	RAG	Coming Soon
rag_pdf_7.py	LlamaIndex + Ray + Milvus	RAG	Coming Soon
rag_pdf_8.py	LlamaIndex + Ray + Milvus	RAG	Coming Soon

How to Run?

python3 rag_pdf_1.py