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RAG Simplified!! 🐣

Rohan Sharma on September 14, 2024

Hii Hiiiii! πŸ‘‹ Are you stuck between AI and AI?? I'm too! But we have to go with the flow else we won't be able to last our impact! This blog is a...
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Rohan Sharma

Share your thoughts and doubts here.

Also, don't forget to Star the awesome LLMWare repo

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Best Codes

Nice article! I've written my own codes for this, running models locally. I used the nomic-embed-text-v1.5 model, found here:
huggingface.co/nomic-ai/nomic-embe...

I wrote a Python script where my folder was indexed (converted to a text embedding vector database by the model), then GPT4o (or a locally running model) could use tool calling to input something specific and get relevant parts of the output. For large folders; it was a bit slow sometimes, but it worked great!

Basically, the point was to let an AI chat model be able to summarize gigantic files or entire folders on my computer for me.

I think I'm going to open source my project soon, since I used all open-source models (GPT4o is optional) to create it.

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Rohan Sharma

That's so great... The downloads are 553,239. You're really amazing. I suggest you join the llmware discord, you'll get a lot of great stuff there! The power of llmware is more based on the SSM's (small specialized models), you can read the documentation or Intro to llmware for more details!

Also, Making your project OS is great thinking if you're thinking to maximize its extent!

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Oh, just to be clear β€” I did not create that model, I only used it! πŸ˜…

I've tried a few things like LLMWare, but I usually prefer just to make my own thing, so I know how everything works. Of course, I use libraries for lots of my AI things, but mostly just the Hugging Face transformers library and a couple others.

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Rohan Sharma

Oh, just to be clear β€” I did not create that model, I only used it! πŸ˜…
Sorry, I misunderstood it! Nevermind, you have the capability to build one.

LLMWare is too on hugging face though πŸ˜‰

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I'll check it out if I come across it :D

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Rohan Sharma

Great!

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Luanna Meyer

Yes, I’ve tried AI-powered medical virtual assistants, and the impact has been incredible! Virtual assistants like Kodexia can automate everything from appointment scheduling to patient inquiries, saving time and reducing administrative burden. Kodexia adapts quickly to different medical environments, offering personalized responses while maintaining data security. It’s been a game changer for clinics aiming to boost efficiency and provide real-time support without sacrificing patient care quality. Definitely worth trying if you're looking to enhance operational efficiency!

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Rohan Sharma

That looks Cool! Will try it in the future πŸ˜‰

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Luanna Meyer

Thanks, Rohan! You should definitely try out Kodexia’s AI-powered chatbot in the future. It's a game-changer for streamlining customer support, automating responses, and improving overall efficiency. Let me know if you need more details on how it could help your business!

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Rohan Sharma

Hey Luaunna, Thank you! I was finding the docs of Kodexia, but unable to get them. Could you please share the link, if possible? Thank you once again for bringing this up!

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Luanna Meyer

kodexia.ai/
Here is the link of Kodexia, AI-powered Chatbot.
There are 2 buttons first one is "Get Your Free Chatbot".
Click that button and fill the form and get your free access from the Company.

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Rohan Sharma

Oh okay!! Cool

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ArnavK-09

dam dam bro great

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Rohan Sharma

Haha.. Thanks

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SuRaj KuMar • Edited

Very informative.....!!!!

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Rohan Sharma

You welcome.. Thanks for reading!

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Priya Yadav

βœ¨βœ¨πŸ’―πŸ’―

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Rohan Sharma

πŸ˜‰

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Niharika Goulikar

Nice article!

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Rohan Sharma

Thanks for reading!

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s-vamshi

Great article and consistency tooπŸ˜‰

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Rohan Sharma • Edited

Thanks for the read Vamshi

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Harshika

Nice information

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Rohan Sharma

I'm glad that you liked it!