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Google

Google endpoint์˜ ๊ฒฝ์šฐ, Generative Language API(Gemini ๋ชจ๋ธ์šฉ) ๋˜๋Š” Vertex AI API(Gemini, PaLM2 ๋ฐ Codey ๋ชจ๋ธ์šฉ)๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

Generative Language API๋Š” Google AI Studio์—์„œ ์–ป์„ ์ˆ˜ ์žˆ๋Š” API ํ‚ค๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.

Vertex AI์˜ ๊ฒฝ์šฐ, ์ ์ ˆํ•œ ์•ก์„ธ์Šค ๊ถŒํ•œ์ด ๊ตฌ์„ฑ๋œ ์„œ๋น„์Šค ๊ณ„์ •(Service Account) JSON ํ‚ค ํŒŒ์ผ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.

๋‘ ๊ฐ€์ง€ ๋ชจ๋‘์— ๋Œ€ํ•œ ์ง€์นจ์€ ์•„๋ž˜์— ๋‚˜์™€ ์žˆ์Šต๋‹ˆ๋‹ค.

Generative Language API (Gemini)

Gemini API ์š”๊ธˆ ๋ฐ ์‚ฌ์šฉ๋Ÿ‰ ์ œํ•œ์€ ์—ฌ๊ธฐ๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”

โš ๏ธ Google ๋ชจ๋ธ์€ ๋ฌด๋ฃŒ์ด์ง€๋งŒ, ๊ท€ํ•˜์˜ Google ๊ณ„์ • ๋ฐ API ํ‚ค์—์„œ ์‹๋ณ„ ์ •๋ณด๊ฐ€ ์ œ๊ฑฐ๋œ ๋ฐ์ดํ„ฐ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ ๊ฐœ์„ ์— ๋„์›€์„ ์ค๋‹ˆ๋‹ค. โš ๏ธ ์ด ๊ธฐ๊ฐ„ ๋™์•ˆ ๊ท€ํ•˜์˜ ๋ฉ”์‹œ์ง€๋Š” "ํ›ˆ๋ จ๋œ ๊ฒ€ํ† ์ž๊ฐ€ ์•ก์„ธ์Šคํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค."

Google AI Studio๋ฅผ ํ†ตํ•ด Gemini ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜๋ ค๋ฉด API ํ‚ค๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. ์•„์ง API ํ‚ค๊ฐ€ ์—†๋‹ค๋ฉด Google AI Studio์—์„œ ํ‚ค๋ฅผ ์ƒ์„ฑํ•˜์„ธ์š”.

๋‹ค์Œ์—์„œ API ํ‚ค๋ฅผ ๋ฐ›์œผ์„ธ์š”: aistudio.google.com

ํ‚ค๋ฅผ ํ™•๋ณดํ•œ ํ›„, .env ํŒŒ์ผ์— ํ•ด๋‹น ํ‚ค๋ฅผ ์ž…๋ ฅํ•˜๋ฉด ์ธ์Šคํ„ด์Šค์˜ ๋ชจ๋“  ์‚ฌ์šฉ์ž๊ฐ€ ์ด๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๊ฒŒ ๋ฉ๋‹ˆ๋‹ค.

GOOGLE_KEY=mY_SeCreT_w9347w8_kEY

๋˜๋Š”, ๋‹ค์Œ์„ ์„ค์ •ํ•˜์—ฌ ์‚ฌ์šฉ์ž๊ฐ€ ํ”„๋ก ํŠธ์—”๋“œ์—์„œ ์ง์ ‘ ์ œ๊ณตํ•˜๋„๋ก ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

GOOGLE_KEY=user_provided

์ผ๋ถ€ ๋ฆฌ๋ฒ„์Šค ํ”„๋ก์‹œ๋Š” X-goog-api-key ํ—ค๋”๋ฅผ ์ง€์›ํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. LibreChat์ด ๋Œ€์‹  Authorization ํ—ค๋”๋ฅผ ์‚ฌ์šฉํ•˜๋„๋ก ๊ตฌ์„ฑํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

GOOGLE_AUTH_HEADER=true

๋ชจ๋ธ ๋ชฉ๋ก์„ ๊ฐ€์ ธ์˜ค๋Š” ๊ธฐ๋Šฅ์ด ์•„์ง ์ง€์›๋˜์ง€ ์•Š์œผ๋ฏ€๋กœ, ์‚ฌ์šฉํ•˜๋ ค๋Š” ๋ชจ๋ธ์„ .env ํŒŒ์ผ์— ์„ค์ •ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

ํŽธ์˜๋ฅผ ์œ„ํ•ด, 2024๋…„ 5์›” 18์ผ ๊ธฐ์ค€์œผ๋กœ Generative Language API์™€ ํ•จ๊ป˜ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ์ตœ์‹  ๋ชจ๋ธ๋“ค์„ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค:

GOOGLE_MODELS=gemini-1.5-flash-latest,gemini-1.0-pro,gemini-1.0-pro-001,gemini-1.0-pro-latest,gemini-1.0-pro-vision-latest,gemini-1.5-pro-latest,gemini-pro,gemini-pro-vision

์ฐธ๊ณ :

  • ์ด๋ฏธ์ง€ ์ฒจ๋ถ€๋ฅผ ์œ„ํ•ด์„œ๋Š” ๋ชฉ๋ก์— gemini-pro ๋ชจ๋ธ ๋˜๋Š” gemini-pro-vision์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
  • LibreChat์—์„œ PaLM2 ๋ฐ Codey ๋ชจ๋ธ์€ Generative Language API๊ฐ€ ์•„๋‹Œ Vertex AI๋ฅผ ํ†ตํ•ด์„œ๋งŒ ์•ก์„ธ์Šคํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
    • generateContent ๋ฉ”์„œ๋“œ๋ฅผ ์ง€์›ํ•˜๋Š” ๋ชจ๋ธ๋งŒ LibreChat + Gen AI API์—์„œ ๊ธฐ๋ณธ์ ์œผ๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • ์ฒจ๋ถ€ ํŒŒ์ผ์ด ํฌํ•จ๋œ ๋ฉ”์‹œ์ง€์˜ ๊ฒฝ์šฐ gemini-pro-vision์„ ์„ ํƒํ•  ํ•„์š”๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๋ฐฑ์—”๋“œ์—์„œ ์ž๋™์œผ๋กœ ์ „ํ™˜๋˜๊ธฐ ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค.
  • gemini-pro-vision์€ ์ฒจ๋ถ€ ํŒŒ์ผ์ด ์—†๋Š” ๋ฉ”์‹œ์ง€๋ฅผ ํ—ˆ์šฉํ•˜์ง€ ์•Š์œผ๋ฏ€๋กœ, ์ฒจ๋ถ€ ํŒŒ์ผ์ด ์—†๋Š” ๋ฉ”์‹œ์ง€๋Š” ์ž๋™์œผ๋กœ gemini-pro๋ฅผ ์‚ฌ์šฉํ•˜๋„๋ก ์ „ํ™˜๋ฉ๋‹ˆ๋‹ค. ๊ทธ๋ ‡์ง€ ์•Š์œผ๋ฉด Google์ด ์˜ค๋ฅ˜๋ฅผ ๋ฐ˜ํ™˜ํ•ฉ๋‹ˆ๋‹ค.
  • Google endpoint๋ฅผ ์‚ฌ์šฉํ•  ๋•Œ๋Š” Vertex AI์™€ Generative Language API๋ฅผ ๋™์‹œ์— ์‚ฌ์šฉํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ๋‘˜ ์ค‘ ํ•˜๋‚˜๋ฅผ ์„ ํƒํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
  • ์ผ๋ถ€ PaLM/Codey ๋ชจ๋ธ ๋ฐ gemini-pro-vision์€ maxOutputTokens๊ฐ€ ๋†’์€ ๊ฐ’์œผ๋กœ ์„ค์ •๋œ ๊ฒฝ์šฐ ์‹คํŒจํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒํ•˜๋ฉด ๋Œ€ํ™” ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ํ†ตํ•ด ๊ฐ’์„ ์ค„์—ฌ๋ณด์‹ญ์‹œ์˜ค.

.env ํŒŒ์ผ์—์„œ GOOGLE_KEY=user_provided๋ฅผ ์„ค์ •ํ•˜๋ฉด Vertex AI ์„œ๋น„์Šค ๊ณ„์ • JSON ํ‚ค ํŒŒ์ผ๊ณผ Generative Language API ํ‚ค๋ฅผ ๋ชจ๋‘ ํ”„๋ก ํŠธ์—”๋“œ์—์„œ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ์ œ๊ณตํ•˜๋„๋ก ์„ค์ •๋ฉ๋‹ˆ๋‹ค:

image

URL Context

Google์˜ URL Context ๋„๊ตฌ๋Š” ์ง€์›๋˜๋Š” Gemini ๋ชจ๋ธ์ด ์›น ํŽ˜์ด์ง€, ์ด๋ฏธ์ง€, PDF์™€ ๊ฐ™์ด ์‚ฌ์šฉ์ž ๋ฉ”์‹œ์ง€์— ํฌํ•จ๋œ URL์„ ์ฝ์„ ์ˆ˜ ์žˆ๋„๋ก ํ•ฉ๋‹ˆ๋‹ค. LibreChat์—์„œ๋Š” Google endpoint ๋งค๊ฐœ๋ณ€์ˆ˜ url_context๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ด๋ฅผ ํ™œ์„ฑํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

preset:
  endpoint: google
  model: gemini-2.5-flash
  url_context: true

addParams ๋˜๋Š” ๋งค๊ฐœ๋ณ€์ˆ˜ ๊ธฐ๋ณธ๊ฐ’์„ ์‚ฌ์šฉํ•˜์—ฌ Google ํ˜•ํƒœ์˜ ์‚ฌ์šฉ์ž ์ง€์ • endpoint์— ๋Œ€ํ•ด์„œ๋„ ํ™œ์„ฑํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

custom:
  - name: 'Google Gateway'
    apiKey: '${GOOGLE_KEY}'
    baseURL: 'https://gateway.example.com/v1'
    models:
      default: ['gemini-2.5-flash']
    customParams:
      defaultParamsEndpoint: google
    addParams:
      url_context: true

url_context๋Š” Gemini 2.5+ ๋ฐ Gemini 3.x ๋ชจ๋ธ์„ ํฌํ•จํ•˜์—ฌ ์ง€์›๋˜๋Š” Gemini ํ…์ŠคํŠธ ๋ชจ๋ธ์—์„œ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. url_context๊ฐ€ ํ™œ์„ฑํ™”๋˜๋ฉด YouTube ๋งํฌ๋Š” Google์˜ URL Context ๋„๊ตฌ๊ฐ€ YouTube URL์„ ์ง์ ‘ ์ง€์›ํ•˜์ง€ ์•Š๊ธฐ ๋•Œ๋ฌธ์— Gemini์˜ ๊ธฐ๋ณธ ๋น„๋””์˜ค ์ดํ•ด ๊ธฐ๋Šฅ์„ ํ†ตํ•ด ๋ณ„๋„๋กœ ์ฒ˜๋ฆฌ๋ฉ๋‹ˆ๋‹ค.

Vertex AI

Vertex API ๊ฐ€๊ฒฉ ๋ฐ ์‚ฌ์šฉ๋Ÿ‰ ์ œํ•œ์€ ์—ฌ๊ธฐ๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”

Google LLM(Google Cloud Vertex AI๋ฅผ ํ†ตํ•ด)์„ ์„ค์ •ํ•˜๋ ค๋ฉด ๋จผ์ € Google Cloud์— ๊ฐ€์ž…ํ•˜์„ธ์š”: cloud.google.com

์ผ๋ฐ˜์ ์œผ๋กœ $300์˜ ์‹œ์ž‘ ํฌ๋ ˆ๋”ง์„ ๋ฐ›์„ ์ˆ˜ ์žˆ์œผ๋ฉฐ, ์ด๋ฅผ ํ†ตํ•ด 90์ผ ๋™์•ˆ ์ด ์˜ต์…˜์„ ๋ฌด๋ฃŒ๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

  1. ๊ฐ€์ž…์ด ์™„๋ฃŒ๋˜๋ฉด, Google Cloud์—์„œ Vertex AI API๋ฅผ ํ™œ์„ฑํ™”ํ•˜์„ธ์š”:
  2. Vertex AI ์—ญํ• ์ด ํฌํ•จ๋œ ์„œ๋น„์Šค ๊ณ„์ • ์ƒ์„ฑ:
  3. ํ”„๋กœ์ ํŠธ ๋””๋ ‰ํ† ๋ฆฌ์— ์ €์žฅํ•  JSON ํ‚ค ์ƒ์„ฑ:
    • ์„œ๋น„์Šค ๊ณ„์ • ํŽ˜์ด์ง€๋กœ ๋Œ์•„๊ฐ€๊ธฐ
    • ์„œ๋น„์Šค ๊ณ„์ • ์„ ํƒ
    • "Keys"๋ฅผ ํด๋ฆญํ•˜์„ธ์š”
      • image
    • "Add Key"๋ฅผ ํด๋ฆญํ•œ ๋‹ค์Œ "Create new key"๋ฅผ ํด๋ฆญํ•˜์„ธ์š”.
      • image
    • ํ‚ค ์œ ํ˜•์œผ๋กœ JSON์„ ์„ ํƒํ•˜๊ณ  "Create"๋ฅผ ํด๋ฆญํ•˜์„ธ์š”
    • ํ‚ค ํŒŒ์ผ์„ ๋‹ค์šด๋กœ๋“œํ•˜๊ณ  ์ด๋ฆ„์„ 'auth.json'์œผ๋กœ ๋ณ€๊ฒฝํ•˜์„ธ์š”.
    • ํ”„๋กœ์ ํŠธ ๋””๋ ‰ํ† ๋ฆฌ ๋‚ด์˜ /api/data/์— ์ €์žฅํ•˜์„ธ์š”.
      • image

๋Œ€์•ˆ: GOOGLE_SERVICE_KEY_FILE ์‚ฌ์šฉํ•˜๊ธฐ

ํ‚ค ํŒŒ์ผ์„ /api/data/auth.json์— ์ €์žฅํ•˜๋Š” ๋Œ€์‹ , GOOGLE_SERVICE_KEY_FILE ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์„œ๋น„์Šค ๊ณ„์ • ํ‚ค ํŒŒ์ผ์˜ ๊ฒฝ๋กœ๋ฅผ ์ง€์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด๋Š” ์ž๊ฒฉ ์ฆ๋ช…์„ ๊ด€๋ฆฌํ•˜๋Š” ๋ฐฉ์‹์— ๋” ๋งŽ์€ ์œ ์—ฐ์„ฑ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๋‚ด์šฉ์€ ์•„๋ž˜์˜ ํ™˜๊ฒฝ ๋ณ€์ˆ˜ ์„น์…˜์„ ์ฐธ์กฐํ•˜์„ธ์š”.

JSON ํ‚ค ํŒŒ์ผ์„ ํ”„๋กœ์ ํŠธ ๋””๋ ‰ํ† ๋ฆฌ์— ์ €์žฅํ•˜๋ฉด LibreChat ์ธ์Šคํ„ด์Šค์˜ ๋ชจ๋“  ์‚ฌ์šฉ์ž๊ฐ€ ์ด๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋˜๋Š”, ๋‹ค์Œ์„ ์„ค์ •ํ•˜์—ฌ ์‚ฌ์šฉ์ž๊ฐ€ ํ”„๋ก ํŠธ์—”๋“œ์—์„œ ์ง์ ‘ ์ œ๊ณตํ•˜๋„๋ก ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

# Note: this configures both the Vertex AI Service Account JSON key file
# and the Generative Language API key to be provided from the frontend.
GOOGLE_KEY=user_provided

GOOGLE_SERVICE_KEY_FILE ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์„œ๋น„์Šค ๊ณ„์ • ํ‚ค ํŒŒ์ผ์„ ์ง€์ •ํ•  ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค:

# Path to the service account JSON key file
GOOGLE_SERVICE_KEY_FILE=/path/to/auth.json

# Or provide as a URL
GOOGLE_SERVICE_KEY_FILE=https://example.com/path/to/auth.json

# Or provide as stringified JSON
GOOGLE_SERVICE_KEY_FILE='{"type":"service_account","project_id":"your-project",...}'

# Or provide as base64 encoded JSON
GOOGLE_SERVICE_KEY_FILE=eyJ0eXBlIjogInNlcnZpY2VfYWNjb3VudCIsICJwcm9qZWN0X2lkIjogInlvdXItcHJvamVjdC1pZCIsIC4uLn0=

์ด๋Š” OCR ๊ธฐ๋Šฅ๊ณผ ๊ฐ™์ด Vertex AI ์ธ์ฆ์ด ํ•„์š”ํ•œ ๊ธฐ๋Šฅ์— ํŠนํžˆ ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค.

Vertex AI API ์š”์ฒญ์„ ์œ„ํ•œ Google Cloud ์œ„์น˜๋ฅผ ์ง€์ •ํ•  ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค:

# Google Cloud region for Vertex AI
GOOGLE_LOC=us-central1

# Alternative region for Gemini Image Generation (defaults to global)
GOOGLE_CLOUD_LOCATION=global

๋ชจ๋ธ ๋ชฉ๋ก์„ ๊ฐ€์ ธ์˜ค๋Š” ๊ธฐ๋Šฅ์ด ์•„์ง ์ง€์›๋˜์ง€ ์•Š์œผ๋ฏ€๋กœ, ์‚ฌ์šฉํ•˜๋ ค๋Š” ๋ชจ๋ธ์„ .env ํŒŒ์ผ์— ์„ค์ •ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

ํŽธ์˜๋ฅผ ์œ„ํ•ด, 2024๋…„ 5์›” 18์ผ ๊ธฐ์ค€์œผ๋กœ Generative Language API์™€ ํ•จ๊ป˜ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ์ตœ์‹  ๋ชจ๋ธ๋“ค์„ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค:

GOOGLE_MODELS=gemini-1.5-flash-preview-0514,gemini-1.5-pro-preview-0514,gemini-1.0-pro-vision-001,gemini-1.0-pro-002,gemini-1.0-pro-001,gemini-pro-vision,gemini-1.0-pro

Docker๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒฝ์šฐ

Docker๋ฅผ ์‚ฌ์šฉ ์ค‘์ด๋ฉฐ auth.json ํŒŒ์ผ์„ ์ œ๊ณตํ•˜๋ ค๋Š” ๊ฒฝ์šฐ, docker-compose.override.yml์—์„œ ๋ณผ๋ฅจ์„ ๋งˆ์šดํŠธํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

version: '3.4'

services:
  api:
    volumes:
      - type: bind
        source: ./api/data/auth.json
        target: /app/api/data/auth.json

Google ์•ˆ์ „ ์„ค์ •

Vertex AI ๋ฐ Generative Language API ๋ชจ๋‘์— ๋Œ€ํ•œ ์•ˆ์ „ ์„ค์ •์„ ์ง€์ •ํ•˜๋ ค๋ฉด .env ํŒŒ์ผ์— ๋‹ค์Œ์„ ์„ค์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

GOOGLE_SAFETY_SEXUALLY_EXPLICIT=BLOCK_ONLY_HIGH
GOOGLE_SAFETY_HATE_SPEECH=BLOCK_ONLY_HIGH
GOOGLE_SAFETY_HARASSMENT=BLOCK_ONLY_HIGH
GOOGLE_SAFETY_DANGEROUS_CONTENT=BLOCK_ONLY_HIGH
GOOGLE_SAFETY_CIVIC_INTEGRITY=BLOCK_ONLY_HIGH

๋˜ํ•œ .env ํŒŒ์ผ์— ๋‹ค์Œ์„ ์„ค์ •ํ•˜์—ฌ ์•ˆ์ „ ์„ค์ •์„ ์ œ์™ธํ•  ์ˆ˜ ์žˆ์œผ๋ฉฐ, ์ด ๊ฒฝ์šฐ ๊ณต๊ธ‰์ž์˜ ๊ธฐ๋ณธ๊ฐ’์ด ์‚ฌ์šฉ๋ฉ๋‹ˆ๋‹ค. ์ด๋Š” ํŠน์ • ์•ˆ์ „ ์„ค์ •๊ณผ ๊ด€๋ จํ•˜์—ฌ ๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒํ•  ๋•Œ ์œ ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

GOOGLE_EXCLUDE_SAFETY_SETTINGS=true

์ฐธ๊ณ : ๊ธฐ๋ณธ์ ์œผ๋กœ BLOCK_NONE ์„ค์ •์— ์•ก์„ธ์Šคํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ์ด ์ œํ•œ๋œ HarmBlockThreshold ์„ค์ •์„ ์‚ฌ์šฉํ•˜๋ ค๋ฉด ๋‹ค์Œ ์ค‘ ํ•˜๋‚˜๋ฅผ ์ˆ˜ํ–‰ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค:

  • (a) Google ๊ณ„์ • ํŒ€์„ ํ†ตํ•ด ํ—ˆ์šฉ ๋ชฉ๋ก(allowlist)์— ๋Œ€ํ•œ ์•ก์„ธ์Šค ๊ถŒํ•œ์„ ์–ป์œผ์„ธ์š”
  • (b) ๋‹ค์Œ ์ง€์นจ์— ๋”ฐ๋ผ ๊ณ„์ • ์œ ํ˜•์„ ์›”๋ณ„ ์ฒญ๊ตฌ์„œ ๋ฐœํ–‰ ๋ฐฉ์‹์œผ๋กœ ์ „ํ™˜ํ•˜์„ธ์š”: https://cloud.google.com/billing/docs/how-to/invoiced-billing

์ฐธ๊ณ :

  • Google endpoint๋Š” streamRate, headers, titleModel, titleMethod, titlePrompt, titlePromptTemplate, titleEndpoint๋ฅผ ํฌํ•จํ•˜์—ฌ librechat.yaml ๊ตฌ์„ฑ ํŒŒ์ผ์„ ํ†ตํ•œ ๋ชจ๋“  Shared Endpoint Settings์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.

์ด ๊ฐ€์ด๋“œ๋Š” ์–ด๋–ค๊ฐ€์š”?