Upstash Redis-Backed Chat Memory

Upstash Redis-Backed Chat Memory ๋…ธ๋“œ๋Š” ์„œ๋ฒ„๋ฆฌ์Šค Redis ์„œ๋น„์Šค์ธ Upstash๋ฅผ ๋ฐฑ์—”๋“œ๋กœ ์‚ฌ์šฉํ•˜์—ฌ, LLM๊ณผ์˜ ๋Œ€ํ™” ํžˆ์Šคํ† ๋ฆฌ๋ฅผ ์ €์žฅ ๋ฐ ๊ด€๋ฆฌํ•  ์ˆ˜ ์žˆ๋Š” ๋ฉ”๋ชจ๋ฆฌ ๋…ธ๋“œ์ž…๋‹ˆ๋‹ค. REST ๊ธฐ๋ฐ˜ API๋ฅผ ํ™œ์šฉํ•˜๋ฏ€๋กœ ๋ฐฑ์—”๋“œ ํ™˜๊ฒฝ์— ์ œ์•ฝ ์—†์ด ๊ฒฝ๋Ÿ‰ํ™”๋œ ์„œ๋น„์Šค ๊ตฌํ˜„์ด ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.


์ฃผ์š” ๊ธฐ๋Šฅ

  • Upstash Redis๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ ์™ธ๋ถ€ ์ €์žฅํ˜• ๋ฉ”๋ชจ๋ฆฌ ์ œ๊ณต

  • REST API URL ๊ธฐ๋ฐ˜ ์„ค์ •์œผ๋กœ ์„œ๋ฒ„๋ฆฌ์Šค ์•„ํ‚คํ…์ฒ˜์— ์ ํ•ฉ

  • Session Timeout์„ ํ†ตํ•œ TTL ๊ธฐ๋ฐ˜ ์ž๋™ ๋งŒ๋ฃŒ ๊ธฐ๋Šฅ ์ง€์›

  • Session ID ๊ธฐ๋ฐ˜ ์‚ฌ์šฉ์ž๋ณ„ ๋Œ€ํ™” ํ๋ฆ„ ๊ตฌ๋ถ„ ๊ฐ€๋Šฅ

WindyFlo Upstash Redis-Backed Chat Memory
WindyFlo Upstash Redis-Backed Chat Memory Parameters

์ž…๋ ฅ๊ฐ’ (Inputs)

ํ•ญ๋ชฉ
์„ค๋ช…
ํ•„์ˆ˜ ์—ฌ๋ถ€

Connect Credential

Upstash Redis ์ ‘์† ์ •๋ณด (Credential์— ๋“ฑ๋ก ํ•„์š”)

ํ•„์ˆ˜

Upstash Redis REST URL

Redis ํ˜ธ์ถœ์— ์‚ฌ์šฉํ•  ๊ณ ์œ  REST URL (์˜ˆ: https://<your-db>.upstash.io)

ํ•„์ˆ˜


ํŒŒ๋ผ๋ฏธํ„ฐ (Parameters)

ํ•ญ๋ชฉ
์„ค๋ช…

Session Id

์„ธ์…˜ ๋˜๋Š” ์‚ฌ์šฉ์ž ๊ณ ์œ  ์‹๋ณ„์ž

Session Timeouts

์„ธ์…˜ ๋งŒ๋ฃŒ ์‹œ๊ฐ„ ์„ค์ • (์ดˆ ๋‹จ์œ„, ์˜ˆ: 3600)

Memory Key

LLM ์—ฐ๊ฒฐ ์‹œ ์‚ฌ์šฉํ•  ํžˆ์Šคํ† ๋ฆฌ ํ‚ค ์ด๋ฆ„ (์˜ˆ: chat_history)


์ถœ๋ ฅ๊ฐ’ (Outputs)

์ถœ๋ ฅ ํ•ญ๋ชฉ
์„ค๋ช…

UpstashRedisBackedChatMemory

Upstash Redis ๊ธฐ๋ฐ˜์˜ ๋ฉ”๋ชจ๋ฆฌ ๊ฐ์ฒด ๋ฐ˜ํ™˜


ํ™œ์šฉ ์˜ˆ์‹œ

  • ์„œ๋ฒ„๋ฆฌ์Šค ๊ธฐ๋ฐ˜์˜ ์ฑ—๋ด‡์—์„œ ์™ธ๋ถ€ ๋ฉ”๋ชจ๋ฆฌ ์ €์žฅ์†Œ๋กœ Upstash ์‚ฌ์šฉ

  • ๋‹จ๊ธฐ ์„ธ์…˜ ๋Œ€ํ™” ๊ธฐ๋ก ์ €์žฅ ๋ฐ ์ž๋™ ๋งŒ๋ฃŒ ์ฒ˜๋ฆฌ

  • ๋ธŒ๋ผ์šฐ์ € ํ™˜๊ฒฝ์—์„œ๋„ REST API ๊ธฐ๋ฐ˜ ๋ฉ”๋ชจ๋ฆฌ ์—ฐ๋™์ด ํ•„์š”ํ•œ ๊ฒฝ์šฐ

  • ์‹ค์‹œ๊ฐ„ ๋ฐ˜์‘ ์†๋„๊ฐ€ ์ค‘์š”ํ•œ SaaS ์„œ๋น„์Šค์—์„œ ์‚ฌ์šฉ์ž๋ณ„ ๋Œ€ํ™” ์œ ์ง€


์‚ฌ์šฉ ํŒ

  • Upstash ์ฝ˜์†”์—์„œ Redis ์ธ์Šคํ„ด์Šค๋ฅผ ์ƒ์„ฑํ•˜๊ณ  REST URL๊ณผ Token์„ Credential์— ๋“ฑ๋กํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

  • Session Timeout์„ ํ™œ์šฉํ•˜๋ฉด ์ผ์ • ์‹œ๊ฐ„ ์ดํ›„ ์ž๋™์œผ๋กœ ์„ธ์…˜ ๋ฐ์ดํ„ฐ๋ฅผ ์ œ๊ฑฐํ•  ์ˆ˜ ์žˆ์–ด ์ž์› ์ตœ์ ํ™”์— ์œ ๋ฆฌํ•ฉ๋‹ˆ๋‹ค.

  • Memory Key๋Š” LLM ๋˜๋Š” Agent ๋…ธ๋“œ์—์„œ ๋™์ผํ•œ ํ‚ค๋กœ ์ง€์ •๋˜์–ด์•ผ ํžˆ์Šคํ† ๋ฆฌ ์—ฐ๋™์ด ์ •์ƒ์ ์œผ๋กœ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค.


์ฃผ์˜์‚ฌํ•ญ

  • Connect Credential ๋˜๋Š” REST URL์ด ๋ˆ„๋ฝ๋˜๋ฉด Redis ํ˜ธ์ถœ ์ž์ฒด๊ฐ€ ๋ถˆ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.

  • Upstash๋Š” ์š”๊ธˆ์ œ์— ๋”ฐ๋ผ API ํ˜ธ์ถœ ์ˆ˜ ๋ฐ ๋ฐ์ดํ„ฐ๋Ÿ‰ ์ œํ•œ์ด ์กด์žฌํ•˜๋ฏ€๋กœ ์‚ฌ์šฉ ์ „ ํ™•์ธ ํ•„์š”

  • TTL์ด ๋„ˆ๋ฌด ์งง๊ฒŒ ์„ค์ •๋˜๋ฉด ์‚ฌ์šฉ ์ค‘ ์„ธ์…˜ ๋งŒ๋ฃŒ๋กœ ์ธํ•ด ๋Œ€ํ™” ๋งฅ๋ฝ์ด ์‚ฌ๋ผ์งˆ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

  • ๋ฐ˜๋“œ์‹œ Agent ๋˜๋Š” LLM ๋…ธ๋“œ์™€ ํ•จ๊ป˜ ์—ฐ๊ฒฐํ•ด ์‚ฌ์šฉํ•ด์•ผ ์˜๋ฏธ๊ฐ€ ์žˆ์Šต๋‹ˆ๋‹ค.

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