Sourab Mangrulkar

smangrul

AI & ML interests

Machine Learning, Deep Learning, Natural Language Processing, Natural Language Generation, Computer Vision, Reinforcement Learning

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posted an update 7 months ago
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Unlocking the Power of locally running Llama-3 8B Model Agents with Chat-UI! ๐Ÿ”ฅ๐Ÿš€โœจ

I'm thrilled to share my hackathon-style side project:
1. Finetuning Llama-8B for function calling using PEFT QLoRA as the instruct Llama-3 model doesn't support this. The colab notebook for it is here: https://lnkd.in/ggJMzqh2. ๐Ÿ› ๏ธ
2. Finetuned model along with the 4-bit quants here: https://lnkd.in/gNpFKY6V โœจ
3. Clone Hugging Face https://lnkd.in/gKBKuUBQ and make it compatible for function calling by building upon the PR https://lnkd.in/gnqFuAd4 for my model and local inferencing usecase using Ollama. This was a steep learning curve wherein I stayed awake the whole night to get it working. ๐Ÿ’ช๐Ÿฝ
4. Above, I used SerpAPI for web browsing and Mongo DB Atlas free tier for persistence of conversations and assistant configs. ๐Ÿ”Ž
5. More work is required to switch between using tools and responding directly wherein I see the model breaks. ๐Ÿง

How cool is this wherein we are approaching experience akin to ChatGPT while using local hosted agent model running on your laptop! ๐Ÿ’ป
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upvoted an article 7 months ago
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Welcome Llama 3 - Meta's new open LLM

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