Study Notes Series on Jason Haley

Study Notes: Graph RAG - Property Graph RAG (The Projects)

info@jasonhaley.com (Jason Haley) — Fri, 16 Aug 2024 00:00:00 +0000

Last week I wrote about the notebook I created when I was working out the flow of the property graph RAG implementation. In this entry I will go through the two projects I created to provide some reusable code as well as allow for better experimentation:

NOTE: In order to get the most out of this blog post, you should first read the related two posts.

Study Notes: Graph RAG - Property Graph RAG (The Notebook)

info@jasonhaley.com (Jason Haley) — Tue, 06 Aug 2024 00:00:00 +0000

Monday I posted my notes on this last month’s study topic of property graph RAG, which has the general information I’ve collected. In this entry I want to go through some code I created in a polyglot notebook (ie. a notebook that has C# code instead of python), when I was working through the steps needed for a property graph RAG application.

Where To Get The Code

The code for this entry is in my Github repo semantic-kernel-getting-started under the notebooks folder:

Study Notes: Graph RAG - Property Graph RAG

info@jasonhaley.com (Jason Haley) — Mon, 05 Aug 2024 00:00:00 +0000

This past month I’ve been focusing on Graph RAG. This entry is an attempt to capture some lessons learned and a place to itemize all the resources I’ve found useful.

NOTE: My approach to this topic was to find a way to improve a typical RAG implementation that only uses vector similarity searching.

Study Notes: Text-to-SQL Code Sample

info@jasonhaley.com (Jason Haley) — Sat, 06 Jul 2024 00:00:00 +0000

Yesterday I posted my notes from this week’s study topic of Text-to-SQL, which if you haven’t read it - provides more information and resources about the topic. In this entry I want to walk through a code sample I put together after playing with a few samples this week.

Where To Get The Code

The code for this entry is in my GitHub repo semantic-kernel-getting-started under the samples/demos/Text-to-Sql directory.

Originally I considered making this a review of the NL2SQL code sample, but I ended up needing to make some changes to it, so I just copied over some of their code for my sample - that is why the nl2sql.library project is there (also there is a Nl2Sql folder in the TextToSqlConsole project with some other files from their repo). If you are looking into Text-to-SQL, I highly recommend taking a look at their sample.

Study Notes: Text-to-SQL

info@jasonhaley.com (Jason Haley) — Fri, 05 Jul 2024 00:00:00 +0000

This week I’ve been researching Text-to-SQL (also known as Natural Language to SQL), below are my study notes to compile all the resources I’ve found on the topic to date. There is also a corresponding blog entry that walks through a code example.

NOTE: I am approaching this topic specifically looking at how it can be used to extend usage scenarios in a RAG application.

Background

Text-to-SQL (or Natural Language to SQL) is a pattern where the objective is to have an LLM generate SQL statements for a database using natural language.

Study Notes Series on Jason Haley

Study Notes: Graph RAG - Property Graph RAG (The Projects)

Related posts:

Study Notes: Graph RAG - Property Graph RAG (The Notebook)

Related posts:

Where To Get The Code

Study Notes: Graph RAG - Property Graph RAG

Related posts:

Study Notes: Text-to-SQL Code Sample

Where To Get The Code

Study Notes: Text-to-SQL

Background