Perform RAG in JSON formatted data

Samitha - Jun 5 -

I have json data look like this,
{ { 'id': 'p1', 'category': 'category1', 'description': 'description1' }, { 'id': 'p2', 'category': 'category2', 'description': 'description2' }, { 'id': 'p3', 'category': 'category3', 'description': 'description3' } }
I want to perform similarity search in only in description and get the relevant top 5 'id's. Free to use any embedding technique. What is the best vector store and how to do this task