7ff3c028e2f206a26d81f6e14e887c6d

7ef3c028e2f206a26d81f6e14788716a



-bitnet.cpp ๊ณต๊ฐœ


-1.58๋น„ํŠธ ๋ชจ๋ธ์„ CPU์—์„œ ์ตœ์ ํ™”๋œ ์ถ”๋ก ์„ ํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•ด์คŒ (GPU ์ถ”๋ก ์€ ์ถ”ํ›„ ์ง€์› ์˜ˆ์ •)


-์—๋„ˆ์ง€ ์†Œ๋น„ ์ ˆ์•ฝ์™€ ํฐ ์†๋„ ํ–ฅ์ƒ ๋‹ฌ์„ฑ(๋” ํฐ ๋ชจ๋ธ์ผ ์ˆ˜๋ก ํšจ๊ณผ๊ฐ€ ๋” ์ปค์ง)


-100B ๋ชจ๋ธ๋„ ๋‹จ์ผ CPU์—์„œ ์ธ๊ฐ„์ด ์ฝ๋Š” ์†๋„์™€ ๋น„์Šทํ•œ ์†๋„(์ดˆ๋‹น 5-7 ํ† ํฐ)๋กœ ์ถ”๋ก ์ด ๊ฐ€๋Šฅํ•œ ์ˆ˜์ค€ (๋งฅ๋ถ M2 Ultra ๊ธฐ์ค€)



20efef36e0c03ea97cb2d7bb15d46a3726b48c1bdeae07aff334d91f8b45

์ผ๋ฐ˜์ ์ธ ์ถ”๋ก  ์ปค๋„(llama.cpp) ๋Œ€๋น„ ์ถ”๋ก  ํšจ์œจ ํ–ฅ์ƒ (70B์—์„œ 5.07๋ฐฐ ์ฐจ์ด)

*์œ„์—์„œ ๋‚˜์˜จ 70B, 100B๋Š” ์‹ค์ œ ๋ชจ๋ธ์€ ์•„๋‹ˆ๊ณ  ์ถ”๋ก  ํšจ์œจ์„ฑ์„ ๋ณด์—ฌ์ฃผ๊ธฐ ์œ„ํ•œ ๋”๋ฏธ ๋ชจ๋ธ

(์œ„ ๊ทธ๋ž˜ํ”„๋Š” ์• ํ”Œ M2 Ultra ๊ธฐ์ค€)



24b3c423e9ed28a37cb9d9a71bd02a3e615ca66b559fcb5a1e53f61901cd9bd463

x86 CPU(์ธํ…”, ์•”๋“œ ๊ฐ™์€ ์ผ๋ฐ˜ CPU)์˜ ๊ฒฝ์šฐ

13B์—์„œ 6.17๋ฐฐ์˜ ์ถ”๋ก  ์†๋„ ์ƒ์Šน ๋ฐ 82.2%์˜ ์—๋„ˆ์ง€ ์†Œ๋ชจ ์ ˆ๊ฐ

(์œ„ ๊ทธ๋ž˜ํ”„๋Š” ์ธํ…” i7-13700H ๊ธฐ์ค€)


CPU ์ถ”๋ก ์ž„์„ ๊ฐ์•ˆํ•˜๋ฉด GPU ๋ฒ„์ „ ๊ณต๊ฐœ๋„ ๊ธฐ๋Œ€๋œ๋‹ค




https://github.com/microsoft/BitNet

GitHub - microsoft/BitNet: Official inference framework for 1-bit LLMsOfficial inference framework for 1-bit LLMs. Contribute to microsoft/BitNet development by creating an account on GitHub.github.com


https://github.com/microsoft/BitNet