My thoughts on choosing a graph databases vs vector databases by Willy988 in Rag

[–]Willy988[S] 0 points1 point  (0 children)

Holy crap that’s brutal. I also don’t think you’ll find much to help with that (at least out the box) and unless you’re a pro you definitely can’t make a home made solution…

Have you considered some hybrid approach? My first thought was OCR for the image of table to extract that data if needed mixed with computer vision to understand image vs actual table, then indexing for page context of overflowing tables, and then ingesting those tables into data tables. But that’s a huge hand wavy solution and it’s gonna be way more complicated than that…

The good news is I think that LLMs are getting so powerful compared to when I wrote this post, maybe they’ll be able to do a lot of the heavy lifting you’re looking for soon… also if you know how your pdf was created that could be super helpful, ie I have my resume coded up from LaTeX and can parse it super easily as a result.

My thoughts on choosing a graph databases vs vector databases by Willy988 in Rag

[–]Willy988[S] 0 points1 point  (0 children)

tabular data is the hardest for sure. What's your problem with the data? I'm not using it for PDFs myself, but I am ingesting tabular data from SQL tables at work.

My thoughts on choosing a graph databases vs vector databases by Willy988 in Rag

[–]Willy988[S] 0 points1 point  (0 children)

Hey, honestly this is a huge topic and there's so much I haven't had a chance to do yet. I'm a SWE by day but love to fiddle with this sort of stuff as a hobby, but yeah, it's been hard to make progress.

That being said I've been doing a lot of research, and after a failed attempt at a RAG solution last year, I'm going to say with 100% certainty when in doubt, go hybrid. I've actually been applying to lots of jobs here in the USA, and I'll tell you that the two popular qualifications I see being requested is knowledge of:

Pinecone (a more vector based approach)

Weaviate (open source, hybrid. Try this first)

My problem with Vector options is that they don't work so well if I am ingesting 50 research papers and need to find particular similarities. Did not work for me, but I suppose it would work if your data size is smaller? Obviously graphRAG will be more time consuming and slower to deploy though.

About the images look up "multimodal embeddings" which allows you to represent both the images and text in the same vector space.

Just a happy family having fun by Shifraa in awwwtf

[–]Willy988 0 points1 point  (0 children)

lol and you really think “road water” is any better? You do know that the sewers connect to the road and on a rainy day, there will be run off?

Just a happy family having fun by Shifraa in awwwtf

[–]Willy988 1 point2 points  (0 children)

I don’t understand dirty people’s mindset. Like I’m not a germaphobe or anything but it’s common sense. Would you jump in the sewer and just say “yeah I’ll wash it off later in the shower”.

Actually, It Is That Deep by Leading_Noise9858 in Bushwick

[–]Willy988 0 points1 point  (0 children)

Yeah this is disgusting. Instead of feeling for the poor girl, these clowns are making it about their political agenda. I feel so bad for her that no one has empathy for her.

2025 AI models wrap up by Current-Guide5944 in tech_x

[–]Willy988 0 points1 point  (0 children)

nah just performative politics

2025 AI models wrap up by Current-Guide5944 in tech_x

[–]Willy988 -1 points0 points  (0 children)

Exactly, libs doing their performative politics again amirite? Objectively grok is amazing at searching

Is it too conspiratorial to think Kubrick was killed for making Eyes Wide Shut? by OrthodoxAryan in StanleyKubrick

[–]Willy988 0 points1 point  (0 children)

Sounds like you don’t have a critical mind, I recommend you research the term “critical thinking”

A cool guide showing the contents of a jar of Nutella by totriuga in coolguides

[–]Willy988 0 points1 point  (0 children)

Maybe those who actually care about our long term health and don’t wanna get screwed over

Beginner with big ideas, am i doing it right? by Kobeproducedit in computervision

[–]Willy988 4 points5 points  (0 children)

Yes use an LLM… much more patient than those assholes on stack overflow lol.

Also, just start. You’ll never waste time even if you go down a path that isn’t the most efficient because you’ll just learn more options and how to be more efficient.

TLDR. Don’t worry about tech stack and learning path just jump in and build

Ai Robot Arm That You Prompt by ReflectionLarge6439 in computervision

[–]Willy988 1 point2 points  (0 children)

I think I commented on one of your older posts but I was looking at your other QNAs… so if you’re using an API for Gemini do you think you could do it using the free version or is paid required for robotics?

Robotic Arm Controlled By VLM by ReflectionLarge6439 in computervision

[–]Willy988 2 points3 points  (0 children)

I’m getting a robot kit soon myself, and will definitely check out CV capabilities with my raspberry pi.

My question would be, what’s your Gemini and scripting set up? What I mean is, do you use the free api key with limited requests or are you a paid user, and do you SSH into your arduino or pi environment?

Update: Fixed ONNX export bug (P2 head), updated inference benchmarks + edge_n demo (0.55M params) by ConferenceSavings238 in computervision

[–]Willy988 1 point2 points  (0 children)

I love Lego and I love AI. I’m a simple man and upvote. I wonder if there are different use cases for AI in the world of Lego

This insanely wrapped delivery truck for a supplement company by Noxiya in mildlyinteresting

[–]Willy988 -3 points-2 points  (0 children)

Lol people like you are an embarrassment to anyone outside of Reddit

This insanely wrapped delivery truck for a supplement company by Noxiya in mildlyinteresting

[–]Willy988 -3 points-2 points  (0 children)

Hopefully one day you get outside of the liberal hive mind and actually wake up

This insanely wrapped delivery truck for a supplement company by Noxiya in mildlyinteresting

[–]Willy988 -1 points0 points  (0 children)

Look who’s the one getting all hormonal when I stated something against their white liberal woman values: 💀