AI&HPC

  • Computing System: Processor
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    Computing System: Processor

    Derek

    ๊ณ ์„ฑ๋Šฅ ์ปดํ“จํŒ…(HPC)์„ ์œ„ํ•œ ์ ์ ˆํ•œ ํ”„๋กœ์„ธ์„œ ์„ ํƒ ๊ฐ€์ด๋“œ ๊ณ ์„ฑ๋Šฅ ์ปดํ“จํŒ…(HPC)์„ ์œ„ํ•œ ํ”„๋กœ์„ธ์„œ๋ฅผ ์„ ํƒํ•  ๋•Œ๋Š” ๊ฐ ์›Œํฌ๋กœ๋“œ์— ๋งž๋Š” CPU ์„ฑ๋Šฅ์„ ์ดํ•ดํ•˜๋Š” ๊ฒƒ์ด…

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  • Computing System: Concept
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    Computing System: Concept

    Derek

    AI ๋ฐ ๊ณ ์„ฑ๋Šฅ ์ปดํ“จํŒ…(HPC)์„ ์œ„ํ•œ ์ปดํ“จํŒ… ์‹œ์Šคํ…œ(์„œ๋ฒ„) ๊ตฌ์กฐ AI ๋ฐ HPC์— ์ตœ์ ํ™”๋œ ์ปดํ“จํŒ… ์‹œ์Šคํ…œ์€ ๊ฐ„๋‹จํžˆ ํ‘œํ˜„ํ•˜๋ฉด ‘์„œ๋ฒ„ ์‹œ์Šคํ…œ’์ž…๋‹ˆ๋‹ค. ์„ฑ๋Šฅ, ์•ˆ์ •์„ฑ,…

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  • Case Study: Encryption/Decryption
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    Case Study: Encryption/Decryption

    Derek

    CPU ๋ฐ GPU๋ฅผ ์‚ฌ์šฉํ•œ ์•”ํ˜ธํ™”/๋ณตํ˜ธํ™” ์›Œํฌ๋กœ๋“œ 1. ์•”ํ˜ธํ™”/๋ณตํ˜ธํ™” (Encryption/Decryption): ์•”ํ˜ธํ™”๋Š” ๋ฐ์ดํ„ฐ๋ฅผ ์•ˆ์ „ํ•œ ํ˜•์‹์œผ๋กœ ๋ณ€ํ™˜ํ•˜๋Š” ๊ณผ์ •์ด๋ฉฐ, ๋ณตํ˜ธํ™”๋Š” ์ด๋ฅผ ์›๋ž˜ ํ˜•์‹์œผ๋กœ ๋˜๋Œ๋ฆฌ๋Š”…

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  • Data Management: Parallel FileSystem
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    Data Management: Parallel FileSystem

    Derek

    ๊ณ ์„ฑ๋Šฅ ์ปดํ“จํŒ…(HPC) ๋ฐ AI ์ธํ”„๋ผ์—์„œ ๋ณ‘๋ ฌ ํŒŒ์ผ ์‹œ์Šคํ…œ์€ ๋Œ€๊ทœ๋ชจ ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ์™€ ์ ‘๊ทผ์„ ํšจ์œจ์ ์œผ๋กœ ์ˆ˜ํ–‰ํ•˜๋Š” ์ค‘์š”ํ•œ ์š”์†Œ์ž…๋‹ˆ๋‹ค. ๋ณ‘๋ ฌ ํŒŒ์ผ ์‹œ์Šคํ…œ์€ ์—ฌ๋Ÿฌ…

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  • MLOps ์„ ํƒ
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    MLOps ์„ ํƒ

    Derek

    MLOps ์†”๋ฃจ์…˜์„ ์„ ํƒํ•  ๋•Œ ๊ณ ๋ คํ•ด์•ผ ํ•  ์ฃผ์š” ์š”์†Œ๋Š” ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค: ์ด๋Ÿฌํ•œ ์š”์†Œ๋“ค์„ ๊ณ ๋ คํ•˜๋ฉด ์กฐ์ง์˜ ๋ชฉํ‘œ, ๊ธฐ์ˆ ์  ์š”๊ตฌ์‚ฌํ•ญ, ์„ฑ์žฅ ๊ฐ€๋Šฅ์„ฑ์— ๋ถ€ํ•ฉํ•˜๋Š”…

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  • Interconnect: Ethernet vs. Infiniband
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    Interconnect: Ethernet vs. Infiniband

    Derek

    AI ์ธํ”„๋ผ์—์„œ ๋„คํŠธ์›Œํ‚น์€ ์‹œ์Šคํ…œ ์„ฑ๋Šฅ์„ ๊ฒฐ์ •ํ•˜๋Š” ์ค‘์š”ํ•œ ์š”์†Œ์ž…๋‹ˆ๋‹ค. ํŠนํžˆ ์—ฌ๋Ÿฌ ๋…ธ๋“œ๋‚˜ GPU๋ฅผ ํ™•์žฅํ•  ๋•Œ ๋„คํŠธ์›Œํฌ ์„ฑ๋Šฅ์ด ๋งค์šฐ ์ค‘์š”ํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ถ„์•ผ์—์„œ…

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  • AMD GPU: MI Series
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    AMD GPU: MI Series

    Derek

    AMD์˜ AI ๋ชฉ์  GPU ๋ผ์ธ์—…์€ ํŠนํžˆ MI200 ์‹œ๋ฆฌ์ฆˆ์™€ MI300 ์‹œ๋ฆฌ์ฆˆ๋กœ ์ž˜ ์•Œ๋ ค์ ธ ์žˆ์œผ๋ฉฐ, AI ๋ฐ ๊ณ ์„ฑ๋Šฅ ์ปดํ“จํŒ…(HPC) ์ž‘์—…์— ์ตœ์ ํ™”๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค.…

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    RDMA2GDS:#1 RDMA ๊ธฐ๋ฐ˜ ์„ฑ๋Šฅํ–ฅ์ƒ

    HyunWook Jeon

    ๋ณธ ์‹œ๋ฆฌ์ฆˆ์˜ 1ํŽธ์€ RDMA๋ฅผ ์‚ฌ์šฉํ•˜๋ฉด ์„ฑ๋Šฅ์ด ์ข‹์•„์ง€๋Š” ์ด์œ ๋ฅผ ํฐ ๋…ธ์ด๋งŒ ์•„ํ‚คํ…์ฒ˜๋ฅผ ํ†ตํ•ด ์„ค๋ช…ํ•ฉ๋‹ˆ๋‹ค. ์ปดํ“จํ„ฐ ์•„ํ‚คํ…์ฒ˜์˜ ๊ธฐ๋ณธ ์›๋ฆฌ ์ค‘ ํ•˜๋‚˜๋Š” ํฐ…

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