This is a RAG from scratch with the Llamaindex [0.10.14] version.

We build a very simple Question Answering system using LlamaIndex and Qdrant from scratch and using lower level APIs of LLamaIndex

FileName	Description
00.install.ipynb	Install the python packages
qdrant_collections.ipynb	Create the Qdrant collection
qdrant_scratch.ipynb	Ingest the documents using LLamaIndex and Qdrant and also query documents using LlamaIndex and Qdrant.
qdrant_scratch_read.ipynb	ONLY query documents using LlamaIndex and Qdrant.
llam_index_helper.py	Helper functions for Llama Index
app.py	Question Answering system using LLamaIndex and Qdrant
config.py	Configurations
env.sample	Sample environment file with the settings. Please fill up with your settings values