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Langgraph

2024-06-06

์•„ํ‚คํ…์ฒ˜4

๋™์ž‘

๊ฐ•๋‚จ์—ญ ์ผ์‹

LangSmith

  • ํ˜„์žฌ ์ฟผ๋ฆฌ๊ฐ€ ๊ฐ€๋Šฅํ•œ ๋‹จ์–ด์ด๊ธฐ ๋•Œ๋ฌธ์— bigquery์— ์ฟผ๋ฆฌํ•ด์„œ ๊ฒฐ๊ณผ๋กœ ๋ฆฌ๋ทฐ๊ฒฐ๊ณผ๋ฅผ ์ถ”์ฒœํ•ด์ค๋‹ˆ๋‹ค.

๊ฐ•๋‚จ์—ญ ์ผ์‹ ๋„ค์ด๋ฒ„ ์˜ˆ์•ฝ ๊ฐ€๋Šฅํ•ด์•ผํ•ด

LangSmith

  • ์ฟผ๋ฆฌ๊ฐ€ ๊ฐ€๋Šฅํ•œ ๋‹จ์–ด์ด์ง€๋งŒ ์œ ์ €์˜ ์š”๊ตฌ์กฐ๊ฑด์ด ๋„ค์ด๋ฒ„ ์˜ˆ์•ฝ ๊ฐ€๋Šฅ ์ด๊ธฐ๋•Œ๋ฌธ์— ๋‹ค์‹œ ๋Œ์•„๊ฐ€ ํฌ๋กค๋ง์„ ์ง„ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

์ด์ƒํ•œ ์ž…๋ ฅ

LangSmith

  • ๋ถ„๋ฅ˜๋ถˆ๊ฐ€ํ•œ ์ž…๋ ฅ์— ๋Œ€ํ•ด ์ž˜ ์ดํ•ดํ•˜์ง€ ๋ชปํ–ˆ์–ด์š”. ๋‹ค์‹œ ๋ง์”€ํ•ด์ฃผ์„ธ์š”. ๋กœ ์‘๋‹ตํ•ฉ๋‹ˆ๋‹ค.

2024-05-15

์•„ํ‚คํ…์ฒ˜3

LangSmith

  1. ๊ฒ€์ƒ‰์–ด๋ฅผ ์ถ”์ถœํ•ฉ๋‹ˆ๋‹ค.
  2. Search Node์—์„œ๋Š” ์ฒ˜์Œ ์‹œ๋„์—์„œ๋Š” query_restaurants ๋ฅผ ์ด์šฉํ•˜์—ฌ ๊ฒ€์ƒ‰ํ•ฉ๋‹ˆ๋‹ค.
  3. Decide Node์—์„œ๋Š” ๊ฒฐ๊ณผ๊ฐ€ ์—†์„๊ฒฝ์šฐ Search Node๋กœ ๋Œ์•„๊ฐ€ crwal_restaurants ๋ฅผ ์ด์šฉํ•ฉ๋‹ˆ๋‹ค.
  4. ์ตœ์ข…์ ์œผ๋กœ Recommend Node์—์„œ ๋ฐ์ดํ„ฐ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ์œ ์ €์—๊ฒŒ ๋ง›์ง‘์„ ์ถ”์ฒœํ•ฉ๋‹ˆ๋‹ค.

2024-05-01

์•„ํ‚คํ…์ฒ˜2

  • python test.py ์‹คํ–‰์œผ๋กœ input์„ ํ†ตํ•ด ๊ฒ€์ƒ‰์–ด๋ฅผ ์ถ”์ถœํ•˜๊ณ  ๊ฒ€์ƒ‰์„ ์ง„ํ–‰ํ•˜์—ฌ ์Œ์‹์  ์ด๋ฆ„์œผ๋กœ๋งŒ ์ถ”์ฒœ์„ ์ง„ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

ํฌ๋กค๋ง ๊ตฌ์กฐ

์•„ํ‚คํ…์ฒ˜

  1. ๊ณต์šฉ์˜ Redis ์กด์žฌ
  2. ๊ฒ€์ƒ‰์–ด์— ๋”ฐ๋ผ ๋ ˆ์Šคํ† ๋ž‘ ๋ชฉ๋ก์„ ํฌ๋กค๋ง ํ•ด์„œ Redis์— ์ €์žฅ
  3. Redis์˜ ๋ฐ์ดํ„ฐ๋ฅผ ๊ฐ์ž์˜ VM์—์„œ ํ•˜๋‚˜์”ฉ ๊ฐ€์ ธ์™€์„œ ์ฒ˜๋ฆฌ ํ›„ ๊ณต์šฉ Storage ํ˜น์€ DB์— ์ €์žฅ

๋™์‹œ์„ฑ์ œ์–ด ํ…Œ์ŠคํŠธ

2024-04-21.11.45.25.mov

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