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Fabio Ferrua

Marvin73
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upvoted an article about 2 months ago
Fine-tune Llama 3.1 Ultra-Efficiently with Unsloth
Reacted to anakin87's post with ๐Ÿ‘ about 2 months ago
๐Ÿ•ต๐Ÿป ๐€๐ ๐ž๐ง๐ญ๐ข๐œ ๐‘๐€๐† ๐ฐ๐ข๐ญ๐ก ๐Ÿฆ™ ๐‹๐ฅ๐š๐ฆ๐š 3.2 I was excited to explore Llama 3.2, but as a simple ๐Ÿ‡ช๐Ÿ‡บ EU guy, I don't have access to Meta's multimodal models ๐Ÿ˜ฟ ๐Ÿค” So I thought: why not challenge the small 3B text model with Agentic RAG? ๐ŸŽฏ The plan: - Build a system that tries to answer questions using a knowledge base. - If the documents don't contain the answer, use Web search for additional context. Check out my experimental notebook here: ๐Ÿ““ https://colab.research.google.com/github/deepset-ai/haystack-cookbook/blob/main/notebooks/llama32_agentic_rag.ipynb My stack: ๐Ÿ—๏ธ haystack (https://haystack.deepset.ai/): open-source LLM orchestration framework ๐Ÿฆ™ https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct ๐Ÿฆ†๐ŸŒ free DuckDuckGo API, integrated with Haystack โœจ ๐˜›๐˜ฉ๐˜ฆ ๐˜ณ๐˜ฆ๐˜ด๐˜ถ๐˜ญ๐˜ต๐˜ด? ๐˜Œ๐˜ฏ๐˜ค๐˜ฐ๐˜ถ๐˜ณ๐˜ข๐˜จ๐˜ช๐˜ฏ๐˜จ - ๐˜ข ๐˜ง๐˜ฆ๐˜ธ ๐˜ฎ๐˜ฐ๐˜ฏ๐˜ต๐˜ฉ๐˜ด ๐˜ข๐˜จ๐˜ฐ, ๐˜ต๐˜ฉ๐˜ช๐˜ด ๐˜ญ๐˜ฆ๐˜ท๐˜ฆ๐˜ญ ๐˜ฐ๐˜ง ๐˜ฑ๐˜ฆ๐˜ณ๐˜ง๐˜ฐ๐˜ณ๐˜ฎ๐˜ข๐˜ฏ๐˜ค๐˜ฆ ๐˜ง๐˜ณ๐˜ฐ๐˜ฎ ๐˜ข ๐˜ด๐˜ฎ๐˜ข๐˜ญ๐˜ญ ๐˜ฎ๐˜ฐ๐˜ฅ๐˜ฆ๐˜ญ ๐˜ธ๐˜ฐ๐˜ถ๐˜ญ๐˜ฅ'๐˜ท๐˜ฆ ๐˜ฃ๐˜ฆ๐˜ฆ๐˜ฏ ๐˜ถ๐˜ฏ๐˜ต๐˜ฉ๐˜ช๐˜ฏ๐˜ฌ๐˜ข๐˜ฃ๐˜ญ๐˜ฆ! This probably reflects the impressive IFEval score of the model (comparable to Llama 3.1 8B).
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