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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: mistralai/Mistral-Small-Instruct-2409
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+ datasets:
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+ - Saxo/ko_cn_translation_tech_social_science_linkbricks_single_dataset
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+ - Saxo/ko_jp_translation_tech_social_science_linkbricks_single_dataset
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+ - Saxo/en_ko_translation_tech_science_linkbricks_single_dataset_with_prompt_text_huggingface
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+ - Saxo/en_ko_translation_social_science_linkbricks_single_dataset_with_prompt_text_huggingface
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+ - Saxo/ko_aspect_sentiment_sns_mall_sentiment_linkbricks_single_dataset_with_prompt_text_huggingface
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+ - Saxo/ko_summarization_linkbricks_single_dataset_with_prompt_text_huggingface
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+ - Saxo/OpenOrca_cleaned_kor_linkbricks_single_dataset_with_prompt_text_huggingface
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+ - Saxo/ko_government_qa_total_linkbricks_single_dataset_with_prompt_text_huggingface_sampled
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+ - Saxo/ko-news-corpus-1
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+ - Saxo/ko-news-corpus-2
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+ - Saxo/ko-news-corpus-3
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+ - Saxo/ko-news-corpus-4
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+ - Saxo/ko-news-corpus-5
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+ - Saxo/ko-news-corpus-6
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+ - Saxo/ko-news-corpus-7
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+ - Saxo/ko-news-corpus-8
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+ - Saxo/ko-news-corpus-9
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+ - maywell/ko_Ultrafeedback_binarized
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+ - youjunhyeok/ko-orca-pair-and-ultrafeedback-dpo
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+ - lilacai/glaive-function-calling-v2-sharegpt
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+ - kuotient/gsm8k-ko
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+ language:
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+ - ko
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+ - en
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+ - jp
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+ - cn
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # Model Card for Model ID
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+
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+ <div align="center">
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+ <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" />
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+ </div>
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+
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+
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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) ๋ฐ•์‚ฌ๊ฐ€ <br>
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+ Mistral-Small-Instruct-2409 ๋ฒ ์ด์Šค๋ชจ๋ธ์„ ์‚ฌ์šฉํ•ด์„œ H100-80G 8๊ฐœ๋ฅผ ํ†ตํ•ด ์•ฝ 40%์ •๋„์˜ ํŒŒ๋ผ๋ฏธํ„ฐ๋ฅผ ํ•œ๊ตญ์–ด CPT(Continued-Pretraining)->SFT->DPO ํ•œ ํ•œ๊ธ€ ์–ธ์–ด ๋ชจ๋ธ<br>
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+ 9์ฒœ๋งŒ๊ฑด์˜ ํ•œ๊ธ€ ๋‰ด์Šค ์ฝ”ํผ์Šค๋ฅผ ๊ธฐ์ค€์œผ๋กœ ๋‹ค์–‘ํ•œ ํ…Œ์Šคํฌ๋ณ„ ํ•œ๊ตญ์–ด-์ค‘๊ตญ์–ด-์˜์–ด-์ผ๋ณธ์–ด ๊ต์ฐจ ํ•™์Šต ๋ฐ์ดํ„ฐ์™€ ์ˆ˜ํ•™ ๋ฐ ๋…ผ๋ฆฌํŒ๋‹จ ๋ฐ์ดํ„ฐ๋ฅผ ํ†ตํ•˜์—ฌ ํ•œ์ค‘์ผ์˜ ์–ธ์–ด ๊ต์ฐจ ์ฆ๊ฐ• ์ฒ˜๋ฆฌ์™€ ๋ณต์žกํ•œ ๋…ผ๋ฆฌ ๋ฌธ์ œ ์—ญ์‹œ ๋Œ€์‘ ๊ฐ€๋Šฅํ•˜๋„๋ก ํ›ˆ๋ จํ•œ ๋ชจ๋ธ์ด๋‹ค.<br>
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+ -ํ† ํฌ๋‚˜์ด์ €๋Š” ๋‹จ์–ด ํ™•์žฅ ์—†์ด ๋ฒ ์ด์Šค ๋ชจ๋ธ ๊ทธ๋Œ€๋กœ ์‚ฌ์šฉ<br>
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+ -๊ณ ๊ฐ ๋ฆฌ๋ทฐ๋‚˜ ์†Œ์…œ ํฌ์ŠคํŒ… ๊ณ ์ฐจ์› ๋ถ„์„ ๋ฐ ์ฝ”๋”ฉ๊ณผ ์ž‘๋ฌธ, ์ˆ˜ํ•™, ๋…ผ๋ฆฌํŒ๋‹จ ๋“ฑ์ด ๊ฐ•ํ™”๋œ ๋ชจ๋ธ<br>
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+ -32k ์‹œํ€€์Šค ๊ธธ์ด<br>
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+ -ํŽ‘์…˜์ฝœ ์ง€์›<br>
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+ -Deepspeed Stage=3, rslora ๋ฐ BAdam Layer Mode ์‚ฌ์šฉ <br>
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+ <br><br>
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+
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+ Finetuned by Mr. Yunsung Ji (Saxo), a data scientist at Linkbricks, a company specializing in AI and big data analytics <br>
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+ about 40% of total parameters Korean CPT(Continued-Pretraining)->SFT->DPO training model based on Mistral-Small-Instruct-2409 through 8 H100-80Gs as a Korean language model <br>
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+ It is a model that has been trained to handle Korean-Chinese-English-Japanese cross-training data and 90M korean news corpus and logic judgment data for various tasks to enable cross-fertilization processing and complex Korean logic & math problems. <br>
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+ -Tokenizer uses the base model without word expansion<br>
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+ -Models enhanced with high-dimensional analysis of customer reviews and social posts, as well as coding, writing, math and decision making<br>
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+ -32k sequence length<br>
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+ -Function calling<br>
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+ -Deepspeed Stage=3, use rslora and BAdam Layer Mode<br>
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+ <br><br>
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+
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+ <a href="www.linkbricks.com">www.linkbricks.com</a>, <a href="www.linkbricks.vc">www.linkbricks.vc</a>