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metadata
library_name: transformers
license: apache-2.0
basemodel: meta-llama/Meta-Llama-3.1-8B-Instruct
datasets:
  - Saxo/ko_cn_translation_tech_social_science_linkbricks_single_dataset
  - Saxo/ko_jp_translation_tech_social_science_linkbricks_single_dataset
  - >-
    Saxo/en_ko_translation_tech_science_linkbricks_single_dataset_with_prompt_text_huggingface
  - >-
    Saxo/en_ko_translation_social_science_linkbricks_single_dataset_with_prompt_text_huggingface
  - >-
    Saxo/ko_aspect_sentiment_sns_mall_sentiment_linkbricks_single_dataset_with_prompt_text_huggingface
  - Saxo/ko_summarization_linkbricks_single_dataset_with_prompt_text_huggingface
  - >-
    Saxo/OpenOrca_cleaned_kor_linkbricks_single_dataset_with_prompt_text_huggingface
  - >-
    Saxo/ko_government_qa_total_linkbricks_single_dataset_with_prompt_text_huggingface_sampled
  - maywell/ko_Ultrafeedback_binarized
language:
  - ko
  - en
  - jp
  - cn
pipeline_tag: text-generation

Model Card for Model ID

AI ์™€ ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„ ์ „๋ฌธ ๊ธฐ์—…์ธ Linkbricks์˜ ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธํ‹ฐ์ŠคํŠธ์ธ ์ง€์œค์„ฑ ๋ฐ•์‚ฌ(Saxo)๊ฐ€ Meta-Llama-3.1-8B-Instruct ๋ฒ ์ด์Šค๋ชจ๋ธ์„ KT-CLOUD์ƒ์˜ H100-80G 4๊ฐœ๋ฅผ ํ†ตํ•ด SFT->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 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 Meta-Llama-3.1-8B-Instruct base model with SFT->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 Talkizer uses the base model without word expansion.

www.linkbricks.com, www.linkbricks.vc