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---
library_name: transformers
license: apache-2.0
base_model:
- meta-llama/Llama-3.2-3B-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
- Saxo/ko-news-corpus-1
- Saxo/ko-news-corpus-2
- Saxo/ko-news-corpus-3
- Saxo/ko-news-corpus-4
- Saxo/ko-news-corpus-5
- Saxo/ko-news-corpus-6
- Saxo/ko-news-corpus-7
- Saxo/ko-news-corpus-8
- Saxo/ko-news-corpus-9
- maywell/ko_Ultrafeedback_binarized
- youjunhyeok/ko-orca-pair-and-ultrafeedback-dpo
- lilacai/glaive-function-calling-v2-sharegpt
- kuotient/gsm8k-ko
language:
- ko
- en
- jp
- cn
pipeline_tag: text-generation
---
# Model Card for Model ID
<div align="center">
<img src="https://www.linkbricks.com/wp-content/uploads/2022/03/%E1%84%85%E1%85%B5%E1%86%BC%E1%84%8F%E1%85%B3%E1%84%87%E1%85%B3%E1%84%85%E1%85%B5%E1%86%A8%E1%84%89%E1%85%B3%E1%84%85%E1%85%A9%E1%84%80%E1%85%A9-2-1024x804.png" />
</div>
AI ์™€ ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„ ์ „๋ฌธ ๊ธฐ์—…์ธ Linkbricks์˜ ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธํ‹ฐ์ŠคํŠธ์ธ ์ง€์œค์„ฑ(Saxo) ์ด์‚ฌ๊ฐ€ <br>
meta-llama/Llama-3.2-3B-Instruct ๋ฒ ์ด์Šค๋ชจ๋ธ์„ ์‚ฌ์šฉํ•ด์„œ H100-80G 8๊ฐœ๋ฅผ ํ†ตํ•ด CPT(Continued Pre Trainig) ํ•œ ํ•œ๊ธ€ ์–ธ์–ด ๋ชจ๋ธ<br>
5์ฒœ๋งŒ๊ฑด์˜ ํ•œ๊ธ€ ๋‰ด์Šค ํฌํ•จ ๋‹ค์–‘ํ•œ ํ•œ๊ธ€ ์ฝ”ํผ์Šค๋ฅผ ๊ธฐ์ค€์œผ๋กœ ์ „์ฒด ํŒŒ๋ผ๋ฏธํ„ฐ์ค‘ ์•ฝ 35%๋ฅผ ์žฌ ํŠœ๋‹ํ•œ ํ•œ๊ธ€ ๊ธฐ๋ณธ ๋ชจ๋ธ๋กœ SFT, DPO ๋ฅผ ํ†ตํ•ด ์šฉ๋„์— ๋งž๊ฒŒ ํŠœ๋‹ํ•˜๋ฉด ๋ฉ๋‹ˆ๋‹ค.<br>
-ํ† ํฌ๋‚˜์ด์ €๋Š” ํ™•์žฅ ์—†์ด ๋ฒ ์ด์Šค ๋ชจ๋ธ์„ ๊ทธ๋Œ€๋กœ ์‚ฌ์šฉ<br>
-128k-Context Window<br>
-ํ•œ๊ธ€ Function Call ๋ฐ Tool Calling ์ง€์› <br>
-Deepspeed Stage=3, rslora ๋ฐ BAdam Layer Mode ์‚ฌ์šฉ <br>
<br><br>
Dr. Yunsung Ji (Saxo), a data scientist at Linkbricks, a company specializing in AI and big data analytics <br>
Korean language model CPT (Continued Pre Trainig) with 8 H100-80Gs using meta-llama/Llama-3.2-3B-Instruct base model<br>
A basic Korean language model with about 35% of the total parameters re-tuned based on various Korean corpus including 50 million Korean news, which need to be customized through SFT and DPO.
<br><br>
-Tokenizer uses the base model without word expansion<br>
-128k-Context Window<br>
-Support for Korean Functioncall and Tool Calling<br>
-Deepspeed Stage=3, use rslora and BAdam Layer Mode<br>
<br><br>
<a href="www.linkbricks.com">www.linkbricks.com</a>, <a href="www.linkbricks.vc">www.linkbricks.vc</a>