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AI ์™€ ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„ ์ „๋ฌธ ๊ธฐ์—…์ธ Linkbricks์˜ ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธํ‹ฐ์ŠคํŠธ์ธ ์ง€์œค์„ฑ(Saxo) ์ด์‚ฌ๊ฐ€ NousResearch/Meta-Llama-3.1-8B-Instruct ๋ฒ ์ด์Šค๋ชจ๋ธ์„ KT-CLOUD์ƒ์˜ H100-80G 4๊ฐœ๋ฅผ ํ†ตํ•ด SFT->RLHF->DPO ํŒŒ์ธ ํŠœ๋‹์„ ํ•œ ํ•œ๊ธ€ ์–ธ์–ด ๋ชจ๋ธ๋กœ ํ•œ๊ตญ์–ด-์ค‘๊ตญ์–ด-์˜์–ด-์ผ๋ณธ์–ด ๊ต์ฐจ ํ•™์Šต ๋ฐ์ดํ„ฐ์™€ ๋กœ์ง€์ปฌ ๋ฐ์ดํ„ฐ๋ฅผ ํ†ตํ•˜์—ฌ ํ•œ์ค‘์ผ์˜ ์–ธ์–ด ๊ต์ฐจ ์ฆ๊ฐ• ์ฒ˜๋ฆฌ์™€ ๋ณต์žกํ•œ ํ•œ๊ธ€ ๋…ผ๋ฆฌ ๋ฌธ์ œ ์—ญ์‹œ ๋Œ€์‘ ๊ฐ€๋Šฅํ•˜๋„๋ก ํ›ˆ๋ จํ•œ ๋ชจ๋ธ์ด๋ฉฐ ํ† ํฌ๋‚˜์ด์ €๋Š” ๋‹จ์–ด ํ™•์žฅ ์—†์ด ๋ฒ ์ด์Šค ๋ชจ๋ธ ๊ทธ๋Œ€๋กœ ์‚ฌ์šฉ. ํŠนํžˆ ๊ณ ๊ฐ ๋ฆฌ๋ทฐ๋‚˜ ์†Œ์…œ ํฌ์ŠคํŒ… ๊ณ ์ฐจ์› ๋ถ„์„ ๋ฐ ์ฝ”๋”ฉ๋“ฑ์ด ๊ฐ•ํ™”๋œ ๋ชจ๋ธ, 128k-Context Window, Tool Calling ์ง€์› Deepspeed Stage=3, rslora, flash attention 2 ๋ฅผ ์‚ฌ์šฉ

Dr. Yunsung Ji (Saxo), a data scientist at Linkbricks, a company specializing in AI and big data analytics, fine-tuned the NousResearch/Meta-Llama-3.1-8B-Instruct base model with SFT->RLHF->DPO using four H100-80Gs on KT-CLOUD. It is a Korean language model trained to handle complex Korean logic problems through Korean-Chinese-English-Japanese cross-training data and logical data, and Tokenizer uses the base model without word expansion.

www.linkbricks.com, www.linkbricks.vc

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