MAKE A BACKUP OF YOUR VAULT BEFORE RUNNING THIS SCRIPT!

Steps

1. Create a .env file with the following variables:

SECRET_KEY=
COLLECTION_NAME=vault

2. Run sh install.sh to install the necessary dependencies

3. Start the qdrant server, you can change qdrant_storage to be where you want to store the embeddings locally:

docker run -p 6333:6333 -v ./qdrant_storage:/qdrant/storage qdrant/qdrant

4. Choose the directories and/or files you want to encode and the script to create the note embeddings:

python generate_note_embeddings --directories directory_1 directory_2 directory_3 --files file_1 file_2 file_3

This will generate embeddings for those notes in

5. Now, run the python flask server (python run_flask_server.py), and you will be able to query it for similar notes!