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Dr.KHU : ์˜๋ฃŒ ์ƒ๋‹ด ์ฑ—๋ด‡ ๐Ÿค–

Advanced Dr.KHU using LlamaIndex ๐Ÿฆ™

Introduction

์•„๋ž˜์˜ ์ด๋ฏธ์ง€๋Š” Medium - Corca : LLM Multi Agent: Customer Service๋ฅผ ๊ธฐ๊น”๋‚˜๊ฒŒ ์ž๋™ํ™”ํ•˜๋Š” ๋ฐฉ๋ฒ•์—์„œ ๋ฐœ์ทŒํ•œ ์ด๋ฏธ์ง€์ž…๋‹ˆ๋‹ค. ํ•ด๋‹น ์ด๋ฏธ์ง€์™€ ๋™์ผํ•œ ๊ธฐ๋Šฅ์„ ํ•˜๋„๋ก ์ฝ”๋“œ๋ฅผ ๊ฐœ์„ ํ•˜๊ณ  ์žˆ๋Š” ์ค‘์ž…๋‹ˆ๋‹ค.

  1. Leader Agent๊ฐ€ Key Point Analyzer Agent์—๊ฒŒ ๋ณต์žกํ•œ ์งˆ๋ฌธ์„ ๊ฐ„๋‹จํ•œ ์—ฌ๋Ÿฌ ๊ฐœ์˜ Sub-question์œผ๋กœ ๋‚˜๋ˆ ๋‹ฌ๋ผ๊ณ  ์š”์ฒญํ•ฉ๋‹ˆ๋‹ค.
  2. Leader Agent๊ฐ€ Sub-question ๋ชฉ๋ก์„ ๋ฐ›์œผ๋ฉด ๊ฐ๊ฐ์˜ Sub-question์— ๋Œ€ํ•˜์—ฌ Question Answerer Agent์„ ์ƒ์„ฑํ•˜๊ณ  ๋‹ตํ•ด๋‹ฌ๋ผ๊ณ  ์š”์ฒญํ•ฉ๋‹ˆ๋‹ค.
  3. ์ด๋•Œ Question Answerer Agent๋Š” ๊ฐ Sub-question์— ํ•„์š”ํ•œ ์ •๋ณด๋ฅผ Vector Store์—์„œ ์ฐพ์•„์™€์„œ ์ด๋ฅผ ์ฐธ๊ณ ํ•˜์—ฌ ๋‹ตํ•ฉ๋‹ˆ๋‹ค.
  4. Leader Agent๋Š” ๊ฐ๊ฐ์˜ Sub-Question์— ๋Œ€ํ•œ ๋‹ต์„ ํ•ฉํ•˜์—ฌ ์‚ฌ์šฉ์ž ์งˆ์˜์— ๋Œ€ํ•œ ๋‹ต์„ ์ƒ์„ฑํ•˜๊ณ , Reviewer Agent์—๊ฒŒ ๊ฒ€ํ† ํ•ด๋‹ฌ๋ผ๊ณ  ์š”์ฒญํ•ฉ๋‹ˆ๋‹ค.
  5. Reviewer Agent๋Š” Leader Agent๋กœ๋ถ€ํ„ฐ ์ „๋‹ฌ๋ฐ›์€ ๋‹ต๋ณ€์— ๋Œ€ํ•œ ํ”ผ๋“œ๋ฐฑ์„ ๋งํ•ฉ๋‹ˆ๋‹ค. Leader Agent๋Š” ๊ทธ ํ”ผ๋“œ๋ฐฑ์„ ๋ฐ˜์˜ํ•˜์—ฌ ์ตœ์ข… ๋‹ต๋ณ€์„ ์ƒ์„ฑํ•œ ํ›„ ์‚ฌ์šฉ์ž์—๊ฒŒ ์ „๋‹ฌํ•ฉ๋‹ˆ๋‹ค.

How to use

  1. ๊ฐ€์ƒํ™˜๊ฒฝ ์„ค์ •
git clone https://github.com/whybe-choi/advanced-rag-project.git
cd advanced-rag-project
python -m venv venv
source venv/bin/activate
  1. playwright ์„ค์น˜
playwright install
  1. ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์„ค์น˜
pip install -r requirements.txt
  1. ๋ฐ์ดํ„ฐ ํฌ๋กค๋ง
python crawling_faq.py
  1. ChromaDB ์ƒ์„ฑ
python upload.py
  1. .env.example์„ .env๋กœ ๋ฐ”๊พธ๊ณ  CO_API_KEY ์ž…๋ ฅ
CO_API_KEY=your-api-key
  1. streamlit ์‹คํ–‰
streamlit run app.py

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