3. Parallelization

์ •์˜

์—ฌ๋Ÿฌ ์—์ด์ „ํŠธ ๋˜๋Š” ํƒœ์Šคํฌ๋ฅผ ๋™์‹œ์— ์‹คํ–‰ํ•˜์—ฌ ์ฒ˜๋ฆฌ ์†๋„์™€ ํšจ์œจ์„ฑ์„ ๋†’์ด๋Š” ํŒจํ„ด์ž…๋‹ˆ๋‹ค.
๋Œ€๊ทœ๋ชจ ์›Œํฌ๋กœ๋“œ๋ฅผ ๋ถ„์‚ฐ ์ฒ˜๋ฆฌํ•˜๊ณ  ๊ฒฐ๊ณผ๋ฅผ ๋ณ‘ํ•ฉํ•˜๋Š” ๋ฐฉ์‹์œผ๋กœ ์ž‘์—…ํ•ฉ๋‹ˆ๋‹ค.

์ˆœ์ฐจ vs ๋ณ‘๋ ฌ ๋น„๊ต

๊ตฌ๋ถ„ ์„ค๋ช…
์ˆœ์ฐจ Source A โ†’ ์š”์•ฝ โ†’ Source B โ†’ ์š”์•ฝ โ†’ ๊ฒฐ๊ณผ
๋ณ‘๋ ฌ Source A, B ๋™์‹œ์— ๊ฒ€์ƒ‰ โ†’ ๋™์‹œ์— ์š”์•ฝ โ†’ ๊ฒฐ๊ณผ ๋ณ‘ํ•ฉ

์ฃผ์š” ํŠน์ง•

ํŠน์ง• ์„ค๋ช…
๋™์‹œ ์‹คํ–‰ ๋…๋ฆฝ์ ์ธ ์ž‘์—…๋“ค์„ ๋™์‹œ์— ์ฒ˜๋ฆฌํ•˜์—ฌ ์ด ์‹คํ–‰ ์‹œ๊ฐ„์„ ๋‹จ์ถ•ํ•ฉ๋‹ˆ๋‹ค.
์ž‘์—… ๋ถ„๋ฐฐ ๋Œ€๊ทœ๋ชจ ์ž‘์—…์„ ์ž‘์€ ๋‹จ์œ„๋กœ ๋ถ„ํ• ํ•˜์—ฌ ์—ฌ๋Ÿฌ ์—์ด์ „ํŠธ์— ํ• ๋‹นํ•ฉ๋‹ˆ๋‹ค.
๊ฒฐ๊ณผ ์ทจํ•ฉ Scatter-Gather ๋ฐฉ์‹์œผ๋กœ ๊ฐœ๋ณ„ ๊ฒฐ๊ณผ๋ฅผ ์ˆ˜์ง‘ํ•˜๊ณ  ์ข…ํ•ฉํ•ฉ๋‹ˆ๋‹ค.
์ž์› ์ตœ์ ํ™” ์ปดํ“จํŒ… ๋ฆฌ์†Œ์Šค๋ฅผ ํšจ์œจ์ ์œผ๋กœ ํ™œ์šฉํ•˜์—ฌ ์ฒ˜๋ฆฌ๋Ÿ‰์„ ๊ทน๋Œ€ํ™”ํ•ฉ๋‹ˆ๋‹ค.

ํ™œ์šฉ ์‚ฌ๋ก€

  • ๋Œ€๋Ÿ‰ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ๋ฐ ๋ถ„์„
  • ๋™์‹œ ๋‹ค์ค‘ ์ฟผ๋ฆฌ ์ฒ˜๋ฆฌ
  • ๋ฉ€ํ‹ฐ ์—์ด์ „ํŠธ ํ˜‘์—… ์‹œ์Šคํ…œ
  • ๋ถ„์‚ฐํ˜• ์›น ํฌ๋กค๋ง
  • ๊ณ ๊ฐ๋ณ„ ๋งž์ถคํ˜• ์ฝ˜ํ…์ธ  ๋ณ‘๋ ฌ ์ƒ์„ฑ

ํ”„๋ ˆ์ž„์›Œํฌ ์ง€์›

  • LangChain
  • LangGraph
  • Google ADK (ParallelAgent)

Process-GPT์˜ ๋ณ‘๋ ฌ์ฒ˜๋ฆฌ ํ”„๋กœ์„ธ์Šค