# ๐Ÿš€ Lily LLM API - Hugging Face Spaces ๋ฐฐํฌ ์ฒดํฌ๋ฆฌ์ŠคํŠธ ## โœ… ๋ฐฐํฌ ์ „ ์ฒดํฌ๋ฆฌ์ŠคํŠธ ### ๐Ÿ“‹ ํ•„์ˆ˜ ํŒŒ์ผ ํ™•์ธ - [ ] `Dockerfile.huggingface` - Docker ์„ค์ • ํŒŒ์ผ - [ ] `app_huggingface.py` - Hugging Face Spaces ์ง„์ž…์  - [ ] `requirements_full.txt` - ์™„์ „ํ•œ ์˜์กด์„ฑ ํŒจํ‚ค์ง€ ๋ชฉ๋ก - [ ] `README_huggingface.md` - ํ”„๋กœ์ ํŠธ ์„ค๋ช… ๋ฌธ์„œ - [ ] `.dockerignore` - Docker ๋นŒ๋“œ ์ œ์™ธ ํŒŒ์ผ ๋ชฉ๋ก ### ๐Ÿ”ง ํ”„๋กœ์ ํŠธ ๊ตฌ์กฐ ํ™•์ธ - [ ] `lily_llm_api/` - FastAPI ์„œ๋ฒ„ ์ฝ”๋“œ - [ ] `lily_llm_core/` - ํ•ต์‹ฌ RAG ๋ฐ AI ๋กœ์ง - [ ] `lily_llm_utils/` - ์œ ํ‹ธ๋ฆฌํ‹ฐ ํ•จ์ˆ˜๋“ค - [ ] ๋ชจ๋ธ ํŒŒ์ผ๋“ค์ด ์˜ฌ๋ฐ”๋ฅธ ๊ฒฝ๋กœ์— ์œ„์น˜ ### ๐ŸŒ Hugging Face ๊ณ„์ • ์ค€๋น„ - [ ] Hugging Face ๊ณ„์ • ์ƒ์„ฑ ์™„๋ฃŒ - [ ] Write ๊ถŒํ•œ์ด ์žˆ๋Š” Access Token ์ƒ์„ฑ - [ ] ํ† ํฐ์„ ์•ˆ์ „ํ•œ ๊ณณ์— ์ €์žฅ ## ๐Ÿš€ ๋ฐฐํฌ ๋‹จ๊ณ„ ### 1๋‹จ๊ณ„: Hugging Face Space ์ƒ์„ฑ - [ ] [Hugging Face Spaces](https://huggingface.co/spaces) ์ ‘์† - [ ] "Create new Space" ํด๋ฆญ - [ ] ๋‹ค์Œ ์„ค์ •์œผ๋กœ ์ƒ์„ฑ: - [ ] **Space name**: `lily-llm-api` (๋˜๋Š” ์›ํ•˜๋Š” ์ด๋ฆ„) - [ ] **SDK**: `Docker` ์„ ํƒ - [ ] **Hardware**: `CPU basic` (๋ฌด๋ฃŒ) ๋˜๋Š” `CPU upgrade` (์œ ๋ฃŒ) - [ ] **Visibility**: `Public` ๋˜๋Š” `Private` ### 2๋‹จ๊ณ„: ํŒŒ์ผ ์—…๋กœ๋“œ - [ ] Space ์ €์žฅ์†Œ ํด๋ก  ๋˜๋Š” ์›น ์ธํ„ฐํŽ˜์ด์Šค ์‚ฌ์šฉ - [ ] ํ•„์ˆ˜ ํŒŒ์ผ๋“ค์„ ์˜ฌ๋ฐ”๋ฅธ ์ด๋ฆ„์œผ๋กœ ๋ณต์‚ฌ: - [ ] `Dockerfile.huggingface` โ†’ `Dockerfile` - [ ] `requirements_full.txt` โ†’ `requirements.txt` - [ ] `README_huggingface.md` โ†’ `README.md` - [ ] ์†Œ์Šค ์ฝ”๋“œ ๋””๋ ‰ํ† ๋ฆฌ๋“ค ๋ณต์‚ฌ - [ ] Git commit ๋ฐ push (Git ๋ฐฉ์‹ ์‚ฌ์šฉ ์‹œ) ### 3๋‹จ๊ณ„: ํ™˜๊ฒฝ ๋ณ€์ˆ˜ ์„ค์ • Space Settings > Variables์—์„œ ์„ค์ •: - [ ] `HOST=0.0.0.0` - [ ] `PORT=7860` - [ ] `PYTHONPATH=/app` - [ ] `PYTHONUNBUFFERED=1` - [ ] `TOKENIZERS_PARALLELISM=false` - [ ] `OMP_NUM_THREADS=1` - [ ] `MKL_NUM_THREADS=1` ### 4๋‹จ๊ณ„: ๋นŒ๋“œ ๋ฐ ๋ฐฐํฌ ํ™•์ธ - [ ] Space ํŽ˜์ด์ง€์—์„œ ๋นŒ๋“œ ๋กœ๊ทธ ํ™•์ธ - [ ] ์˜ค๋ฅ˜ ๋ฐœ์ƒ ์‹œ ๋กœ๊ทธ ๋ถ„์„ ๋ฐ ์ˆ˜์ • - [ ] ๋นŒ๋“œ ์™„๋ฃŒ ํ›„ ์•ฑ ์‹คํ–‰ ํ™•์ธ ## ๐Ÿงช ํ…Œ์ŠคํŠธ ์ฒดํฌ๋ฆฌ์ŠคํŠธ ### API ๊ธฐ๋ณธ ํ…Œ์ŠคํŠธ - [ ] Health Check: `GET /health` ```bash curl https://YOUR_USERNAME-lily-llm-api.hf.space/health ``` - [ ] ๋ชจ๋ธ ๋ชฉ๋ก: `GET /models` ```bash curl https://YOUR_USERNAME-lily-llm-api.hf.space/models ``` - [ ] ํ…์ŠคํŠธ ์ƒ์„ฑ: `POST /generate` ```bash curl -X POST https://YOUR_USERNAME-lily-llm-api.hf.space/generate \ -F "prompt=์•ˆ๋…•ํ•˜์„ธ์š”! ํ…Œ์ŠคํŠธ ๋ฉ”์‹œ์ง€์ž…๋‹ˆ๋‹ค." ``` ### ๊ณ ๊ธ‰ ๊ธฐ๋Šฅ ํ…Œ์ŠคํŠธ - [ ] ์ด๋ฏธ์ง€ ์ฒ˜๋ฆฌ ํ…Œ์ŠคํŠธ - [ ] RAG ์‹œ์Šคํ…œ ํ…Œ์ŠคํŠธ (๋ฌธ์„œ ์—…๋กœ๋“œ ๋ฐ ์งˆ์˜) - [ ] ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ๊ธฐ๋Šฅ ํ…Œ์ŠคํŠธ ### ์„ฑ๋Šฅ ํ…Œ์ŠคํŠธ - [ ] ์‘๋‹ต ์‹œ๊ฐ„ ์ธก์ • - [ ] ๋™์‹œ ์š”์ฒญ ์ฒ˜๋ฆฌ ํ™•์ธ - [ ] ๋ฉ”๋ชจ๋ฆฌ ์‚ฌ์šฉ๋Ÿ‰ ๋ชจ๋‹ˆํ„ฐ๋ง ## ๐Ÿ”— Hearth Chat ์—ฐ๋™ ์ค€๋น„ ### URL ๊ธฐ๋ก ๋ฐฐํฌ ์™„๋ฃŒ ํ›„ ๋‹ค์Œ URL ๊ธฐ๋ก: - [ ] Hugging Face Space URL: `https://YOUR_USERNAME-lily-llm-api.hf.space` - [ ] API ๋ฌธ์„œ URL: `https://YOUR_USERNAME-lily-llm-api.hf.space/docs` ### Hearth Chat ์„ค์ • ์—…๋ฐ์ดํŠธ - [ ] AI ์„ค์ • ๋ชจ๋‹ฌ์— Lily LLM ์˜ต์…˜ ์ถ”๊ฐ€ - [ ] ๋ฐฑ์—”๋“œ consumers.py์— Hugging Face API ํ˜ธ์ถœ ๋กœ์ง ์ถ”๊ฐ€ - [ ] ํ™˜๊ฒฝ ๋ณ€์ˆ˜์— Lily LLM API URL ์„ค์ • ## โŒ ๋ฌธ์ œ ํ•ด๊ฒฐ ### ์ผ๋ฐ˜์ ์ธ ์˜ค๋ฅ˜์™€ ํ•ด๊ฒฐ์ฑ… **๋นŒ๋“œ ์‹คํŒจ** - [ ] `requirements.txt` ์˜์กด์„ฑ ํ™•์ธ - [ ] `Dockerfile` ๋ฌธ๋ฒ• ์˜ค๋ฅ˜ ํ™•์ธ - [ ] `.dockerignore` ํŒŒ์ผ ํ™•์ธ **๋ฉ”๋ชจ๋ฆฌ ๋ถ€์กฑ** - [ ] ๋ถˆํ•„์š”ํ•œ ํŒจํ‚ค์ง€ ์ œ๊ฑฐ - [ ] ๋ชจ๋ธ ํฌ๊ธฐ ์ตœ์ ํ™” - [ ] Hardware ์—…๊ทธ๋ ˆ์ด๋“œ ๊ณ ๋ ค **๋ชจ๋“ˆ Import ์˜ค๋ฅ˜** - [ ] `PYTHONPATH` ํ™˜๊ฒฝ ๋ณ€์ˆ˜ ํ™•์ธ - [ ] ํŒŒ์ผ ๊ฒฝ๋กœ ๋ฐ ๊ตฌ์กฐ ํ™•์ธ - [ ] ์˜์กด์„ฑ ํŒจํ‚ค์ง€ ๋ฒ„์ „ ํ™•์ธ **API ์‘๋‹ต ์—†์Œ** - [ ] ํฌํŠธ ์„ค์ • ํ™•์ธ (7860) - [ ] ๋ฐฉํ™”๋ฒฝ ์„ค์ • ํ™•์ธ - [ ] ๋กœ๊ทธ์—์„œ ์˜ค๋ฅ˜ ๋ฉ”์‹œ์ง€ ํ™•์ธ ## ๐Ÿ“Š ๋ชจ๋‹ˆํ„ฐ๋ง ์„ค์ • ### ๋ฐฐํฌ ํ›„ ๋ชจ๋‹ˆํ„ฐ๋ง - [ ] Space ๋Œ€์‹œ๋ณด๋“œ์—์„œ ์‚ฌ์šฉ๋Ÿ‰ ํ™•์ธ - [ ] ๋กœ๊ทธ ์ •๊ธฐ์  ํ™•์ธ - [ ] ์„ฑ๋Šฅ ๋ฉ”ํŠธ๋ฆญ ๋ชจ๋‹ˆํ„ฐ๋ง - [ ] ์‚ฌ์šฉ์ž ํ”ผ๋“œ๋ฐฑ ์ˆ˜์ง‘ ### ์œ ์ง€๋ณด์ˆ˜ ๊ณ„ํš - [ ] ์ •๊ธฐ์  ์—…๋ฐ์ดํŠธ ๊ณ„ํš ์ˆ˜๋ฆฝ - [ ] ๋ฐฑ์—… ์ „๋žต ์ˆ˜๋ฆฝ - [ ] ์žฅ์•  ๋Œ€์‘ ๊ณ„ํš ์ˆ˜๋ฆฝ --- ## ๐ŸŽ‰ ๋ฐฐํฌ ์™„๋ฃŒ! ๋ชจ๋“  ์ฒดํฌ๋ฆฌ์ŠคํŠธ ํ•ญ๋ชฉ์„ ์™„๋ฃŒํ•˜๋ฉด Lily LLM API๊ฐ€ Hugging Face Spaces์—์„œ ์„ฑ๊ณต์ ์œผ๋กœ ์‹คํ–‰๋ฉ๋‹ˆ๋‹ค. **๋‹ค์Œ ๋‹จ๊ณ„**: [HEARTH_CHAT_INTEGRATION.md](./HEARTH_CHAT_INTEGRATION.md)๋ฅผ ์ฐธ์กฐํ•˜์—ฌ Railway Hearth Chat๊ณผ ์—ฐ๋™์„ ์ง„ํ–‰ํ•˜์„ธ์š”. --- ## ๐Ÿ“ž ์ง€์› ๋ฐฐํฌ ์ค‘ ๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒํ•˜๋ฉด: 1. ๋กœ๊ทธ ํ™•์ธ ๋ฐ ๋ถ„์„ 2. [DEPLOYMENT_GUIDE.md](./DEPLOYMENT_GUIDE.md) ์ƒ์„ธ ๊ฐ€์ด๋“œ ์ฐธ์กฐ 3. Hugging Face Community ํฌ๋Ÿผ ํ™œ์šฉ 4. GitHub Issues๋ฅผ ํ†ตํ•œ ๊ธฐ์ˆ  ์ง€์›