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The GPU Secret Behind LLMs & Nvidia's Rise! ๐Ÿ“ˆ #aiengineer #aiengineering #llms

Data Centric

2025. 10. 23.

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#ai
#infra
  • ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)์€ ์ˆ˜์‹ญ์–ต ๊ฐœ์˜ ์ˆ˜ํ•™์  ์—ฐ์‚ฐ์„ ํ•„์š”๋กœ ํ•˜๋Š” ๋ณต์žกํ•œ ์ˆ˜ํ•™ ํ•จ์ˆ˜์ž…๋‹ˆ๋‹ค. ๐Ÿ”ข
  • ์ด๋Ÿฌํ•œ ์—ฐ์‚ฐ์„ ํšจ์œจ์ ์œผ๋กœ ์ฒ˜๋ฆฌํ•˜๊ธฐ ์œ„ํ•ด GPU์™€ ๊ฐ™์€ ํŠน์ˆ˜ ํ•˜๋“œ์›จ์–ด๊ฐ€ ํ•„์ˆ˜์ ์ž…๋‹ˆ๋‹ค. ๐Ÿ’ป
  • ์—”๋น„๋””์•„(Nvidia)๋Š” LLM์— ํ•„์š”ํ•œ GPU์˜ ์ฃผ์š” ์ œ์กฐ์—…์ฒด๋กœ์„œ, ์ง€๋‚œ 18๊ฐœ์›”๊ฐ„ ์ฃผ๊ฐ€๊ฐ€ ๊ธ‰๋“ฑํ–ˆ์Šต๋‹ˆ๋‹ค. ๐Ÿš€
  • GPU๋Š” ์ˆ˜ํ•™์  ์—ฐ์‚ฐ์„ ๋ณ‘๋ ฌ๋กœ ์ฒ˜๋ฆฌํ•˜์—ฌ LLM์˜ ์ฒ˜๋ฆฌ ํšจ์œจ์„ฑ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ต๋‹ˆ๋‹ค. โšก
  • ์ผ๋ฐ˜ ๋…ธํŠธ๋ถ GPU๋Š” LLM ์ฒ˜๋ฆฌ์— ๋ถ€์ ํ•ฉํ•˜๋ฉฐ, ํ•„์š”ํ•œ ๊ณ ์„ฑ๋Šฅ GPU๋Š” ๊ตฌํ•˜๊ธฐ ์–ด๋ ต์Šต๋‹ˆ๋‹ค. โš ๏ธ
  • Rampod, UBOPS, AWS, GCP, Azure์™€ ๊ฐ™์€ ์„œ๋น„์Šค ์ œ๊ณต์—…์ฒด๋Š” LLM ์ฒ˜๋ฆฌ์— ํ•„์š”ํ•œ GPU๋ฅผ ์‹œ๊ฐ„ ๋‹จ์œ„๋กœ ๋Œ€์—ฌํ•  ์ˆ˜ ์žˆ๋Š” ํ”Œ๋žซํผ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. โ˜๏ธ

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