Redis Embeddings Cache

Redis Embeddings Cache ๋…ธ๋“œ๋Š” ๋ฒกํ„ฐ ์ž„๋ฒ ๋”ฉ ๊ฒฐ๊ณผ๋ฅผ Redis ์„œ๋ฒ„์— ์ €์žฅํ•˜๊ณ , ์ดํ›„ ๊ฒ€์ƒ‰ ๋ฐ ์žฌ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋„๋ก ์ง€์›ํ•˜๋Š” ์™ธ๋ถ€ ๋ฒกํ„ฐ ์บ์‹œ ๋…ธ๋“œ์ž…๋‹ˆ๋‹ค. ์ด ๋…ธ๋“œ๋Š” ์ž„๋ฒ ๋”ฉ์„ ์ง์ ‘ ์ˆ˜ํ–‰ํ•˜์ง€ ์•Š์œผ๋ฉฐ, OpenAI Embeddings์™€ ๊ฐ™์€ ์ž„๋ฒ ๋”ฉ ์ƒ์„ฑ ๋…ธ๋“œ์™€ ํ•จ๊ป˜ ์‚ฌ์šฉํ•˜์—ฌ ์ƒ์„ฑ๋œ ๋ฒกํ„ฐ๋ฅผ Redis์— ์ €์žฅํ•ฉ๋‹ˆ๋‹ค.


์ฃผ์š” ๊ธฐ๋Šฅ

  • ์ž„๋ฒ ๋”ฉ ์บ์‹œ ์ €์žฅ์†Œ๋กœ Redis ์„œ๋ฒ„ ์‚ฌ์šฉ

  • Embeddings์—์„œ ์ƒ์„ฑ๋œ ๋ฒกํ„ฐ๋ฅผ ์ €์žฅ

  • ์„ธ์…˜ ๊ฐ„ ์œ ์ง€๋˜๋Š” ๋ฒกํ„ฐ ์žฌ์‚ฌ์šฉ ๊ฐ€๋Šฅ

  • Retriever Tool, Vector Store์™€ ํ•จ๊ป˜ ๊ฒ€์ƒ‰ ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์„ฑ ๊ฐ€๋Šฅ

Windyflo Redis Embeddings Cache
Windyflo Redis Embeddings Cache Parameters

์ž…๋ ฅ๊ฐ’ (Inputs)

ํ•ญ๋ชฉ
์„ค๋ช…
ํ•„์ˆ˜ ์—ฌ๋ถ€

Embeddings

์™ธ๋ถ€ ์ž„๋ฒ ๋”ฉ ์ƒ์„ฑ ๋…ธ๋“œ(OpenAI Embeddings ๋“ฑ)์˜ ์ถœ๋ ฅ๊ฐ’์„ ์ž…๋ ฅ

ํ•„์ˆ˜

Connect Credential

Redis ์—ฐ๊ฒฐ์„ ์œ„ํ•œ ์ž๊ฒฉ ์ •๋ณด. Credential Manager์—์„œ ์„ค์ •

ํ•„์ˆ˜


ํŒŒ๋ผ๋ฏธํ„ฐ (Parameters)

ํ•ญ๋ชฉ
์„ค๋ช…

Time to Live (ms)

์บ์‹œ๋œ ๋ฒกํ„ฐ์˜ ์œ ํšจ ์‹œ๊ฐ„(ms ๋‹จ์œ„). 3600000 = 1์‹œ๊ฐ„ ์œ ์ง€ ๋“ฑ

Namespace

Redis ๋‚ด์—์„œ ๋ฒกํ„ฐ ๊ทธ๋ฃน์„ ๊ตฌ๋ถ„ํ•˜๋Š” ์‹๋ณ„์ž. ์˜ˆ: "support", "faq"


์ถœ๋ ฅ๊ฐ’ (Outputs)

์ถœ๋ ฅ ํ•ญ๋ชฉ
์„ค๋ช…

RedisEmbeddingsCache

์ €์žฅ๋œ ์ž„๋ฒ ๋”ฉ ๋ฒกํ„ฐ ๊ฐ์ฒด. ์ดํ›„ Vector Store์— ์ž…๋ ฅ์œผ๋กœ ์‚ฌ์šฉ ๊ฐ€๋Šฅ



๊ถŒ์žฅ ์‚ฌ์šฉ ์‹œ๋‚˜๋ฆฌ์˜ค

  • ์„ธ์…˜ ๊ฐ„ ์ž„๋ฒ ๋”ฉ ๋ฐ์ดํ„ฐ๋ฅผ ์ง€์†์ ์œผ๋กœ ํ™œ์šฉํ•ด์•ผ ํ•˜๋Š” ๊ฒฝ์šฐ

  • OpenAI Embeddings ๋“ฑ์˜ ๋ฒกํ„ฐ๋ฅผ Redis์— ์ €์žฅํ•˜๊ณ  ๊ฒ€์ƒ‰ ๊ธฐ๋ฐ˜ Q&A ๊ตฌ์ถ• ์‹œ

  • Namespace๋ฅผ ํ™œ์šฉํ•ด ๋‹ค์–‘ํ•œ ๋ฌธ์„œ ๋„๋ฉ”์ธ์„ ๋ถ„๋ฆฌ ์ €์žฅํ•˜๊ณ ์ž ํ•  ๋•Œ


์ฃผ์˜์‚ฌํ•ญ

  • ์ด ๋…ธ๋“œ๋Š” ์ž„๋ฒ ๋”ฉ์„ ์ง์ ‘ ์ƒ์„ฑํ•˜์ง€ ์•Š์œผ๋ฉฐ, ๋ฐ˜๋“œ์‹œ ์ž„๋ฒ ๋”ฉ ์ƒ์„ฑ ๋…ธ๋“œ์˜ ๊ฒฐ๊ณผ๋ฅผ ์ž…๋ ฅ์œผ๋กœ ๋ฐ›์•„์•ผ ํ•ฉ๋‹ˆ๋‹ค.

  • Retriever Tool์ด๋‚˜ Vector Store ๋…ธ๋“œ์™€ ํ•จ๊ป˜ ์‚ฌ์šฉํ•ด์•ผ ์‹ค์ œ ๊ฒ€์ƒ‰ ๊ธฐ๋Šฅ์ด ์™„์„ฑ๋ฉ๋‹ˆ๋‹ค.

  • Redis ์„œ๋ฒ„๋Š” ์‚ฌ์ „ ๊ตฌ์ถ• ๋ฐ ์—ฐ๊ฒฐ ์ •๋ณด(Credential) ์„ค์ •์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.

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