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๐Ÿค– Reddit r/Singularity

Taalas: LLMs baked into hardware. No HBM, weights and model architecture in silicon -> 16.000 tokens/second

781 upvotes 306 comments Read on Reddit

๐Ÿ“ AI Summary

Taalas๋ผ๋Š” ํšŒ์‚ฌ๊ฐ€ ๋ชจ๋ธ ์•„ํ‚คํ…์ฒ˜์™€ ๊ฐ€์ค‘์น˜๋ฅผ ์‹ค๋ฆฌ์ฝ˜ ์นฉ์— ์ง์ ‘ ์ƒˆ๊ฒจ ๋„ฃ์–ด 16,000 ํ† ํฐ/์ดˆ์˜ ์†๋„๋ฅผ ๋‚ด๋Š” LLM ํ•˜๋“œ์›จ์–ด๋ฅผ ๊ฐœ๋ฐœํ–ˆ๋‹ค๊ณ  ํ•ฉ๋‹ˆ๋‹ค. ์‚ฌ์šฉ์ž๋“ค์€ ์ฆ‰๊ฐ์ ์ธ ์‘๋‹ต ์†๋„์— ๊ฐํƒ„ํ•˜๋ฉฐ, ํŠนํžˆ ๋กœ๋ด‡ ๊ณตํ•™ ๋ถ„์•ผ์—์„œ์˜ ์ž ์žฌ๋ ฅ์— ์ฃผ๋ชฉํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ Key Discussion Points

  • โ€ข Taalas๋Š” HBM ์—†์ด ๋ชจ๋ธ๊ณผ ๊ฐ€์ค‘์น˜๋ฅผ ์‹ค๋ฆฌ์ฝ˜์— ์ง์ ‘ ํ†ตํ•ฉํ•˜์—ฌ 1ms ๋ฏธ๋งŒ์˜ ์ง€์—ฐ ์‹œ๊ฐ„๊ณผ ์‚ฌ์šฉ์ž๋‹น 17,000 ํ† ํฐ/์ดˆ ์ด์ƒ์˜ ์†๋„๋ฅผ ๋‹ฌ์„ฑํ–ˆ๋‹ค๊ณ  ์ฃผ์žฅํ•ฉ๋‹ˆ๋‹ค. ๋˜ํ•œ ์ƒ์‚ฐ ๋น„์šฉ์ด 20๋ฐฐ ์ €๋ ดํ•˜๊ณ  ์ „๋ ฅ ํšจ์œจ์„ฑ์ด 10๋ฐฐ ๋†’๋‹ค๊ณ  ํ•ฉ๋‹ˆ๋‹ค.
  • โ€ข ์ด๋“ค์€ ๋ชจ๋ธ์„ ASIC๋กœ ๋ณ€ํ™˜ํ•˜๋Š” ๋ฐ 60์ผ๋ฐ–์— ๊ฑธ๋ฆฌ์ง€ ์•Š์œผ๋ฉฐ, LoRA ๋ฏธ์„ธ ์กฐ์ •๋„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค. ๋ฐ๋ชจ๋Š” Llama 3.1 8B ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜๋ฉฐ, ์‹ค์‹œ๊ฐ„ ์Œ์„ฑ ๋ชจ๋ธ, ์•„๋ฐ”ํƒ€ ์ƒ์„ฑ, ์ปดํ“จํ„ฐ ๋น„์ „ ๋“ฑ ์ง€์—ฐ ์‹œ๊ฐ„์ด ์ค‘์š”ํ•œ ๋ถ„์•ผ์— ์ ํ•ฉํ•  ๊ฒƒ์œผ๋กœ ์˜ˆ์ƒ๋ฉ๋‹ˆ๋‹ค.
  • โ€ข ์ปค๋ฎค๋‹ˆํ‹ฐ์—์„œ๋Š” ์ด ๊ธฐ์ˆ ์ด ๋กœ๋ด‡ ๊ณตํ•™ ๋ฐœ์ „์— ๊ธฐ์—ฌํ•  ๊ฐ€๋Šฅ์„ฑ์ด ๋†’๋‹ค๊ณ  ํ‰๊ฐ€ํ•˜๋ฉฐ, ์ฆ‰๊ฐ์ ์ธ ์‘๋‹ต ์†๋„์— ๊นŠ์€ ์ธ์ƒ์„ ๋ฐ›์•˜์Šต๋‹ˆ๋‹ค. ํŠนํžˆ ๋” ๋ฐœ์ „๋œ ๋ชจ๋ธ์— ์ ์šฉ๋  ๊ฒฝ์šฐ์˜ ์ž ์žฌ๋ ฅ์— ๋Œ€ํ•œ ๊ธฐ๋Œ€๊ฐ์ด ๋†’์Šต๋‹ˆ๋‹ค.