demo-generator / README.md
hasune
[FIX] - README.md ์ˆ˜์ •
e5cae5b
---
title: Demo Generator
emoji: ๐ŸŽฎ
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.31.0
app_file: app.py
pinned: false
---
# ๐ŸŽฎ Hugging Face Demo Generator
๋ชจ๋ธ๋ช…๋งŒ ์ž…๋ ฅํ•˜๋ฉด ๋ฐ”๋กœ ์ž‘๋™ํ•˜๋Š” Gradio ๋ฐ๋ชจ Space๋ฅผ ์ž๋™์œผ๋กœ ์ƒ์„ฑํ•ด์ฃผ๋Š” ๋„๊ตฌ์ž…๋‹ˆ๋‹ค.
## โœจ ์ฃผ์š” ๊ธฐ๋Šฅ
### ๐Ÿ” ์Šค๋งˆํŠธ ๋ชจ๋ธ ๋ถ„์„
- Hugging Face Hub ๋ชจ๋ธ ์ž๋™ ๋ถ„์„
- ํƒœ์Šคํฌ ํƒ€์ž… ๋ฐ ํ˜ธํ™˜์„ฑ ์ž๋™ ๊ฐ์ง€
- ์ง€์› ๊ฐ€๋Šฅ ์—ฌ๋ถ€ ์ฆ‰์‹œ ํŒ๋ณ„
- ๋ชจ๋ธ ๋ฉ”ํƒ€๋ฐ์ดํ„ฐ ์ž๋™ ์ถ”์ถœ
### ๐ŸŽจ ํƒœ์Šคํฌ๋ณ„ ์ตœ์ ํ™”๋œ UI ์ƒ์„ฑ
- **ํ…์ŠคํŠธ ๋ถ„๋ฅ˜**: ๊ฒฐ๊ณผ ์‹œ๊ฐํ™” + ์˜ˆ์‹œ ๋ฒ„ํŠผ
- **์งˆ์˜์‘๋‹ต**: ์ปจํ…์ŠคํŠธ/์งˆ๋ฌธ ๋ถ„๋ฆฌ ์ธํ„ฐํŽ˜์ด์Šค
- **ํ…์ŠคํŠธ ์ƒ์„ฑ**: ์ฐฝ์˜์„ฑ ์ œ์–ด ์Šฌ๋ผ์ด๋”
- **์š”์•ฝ**: ์••์ถ•๋ฅ  ํ†ต๊ณ„ ํฌํ•จ
- **๋ฒˆ์—ญ**: ๊น”๋”ํ•œ ์ž…์ถœ๋ ฅ UI
- **๋นˆ์นธ ์ฑ„์šฐ๊ธฐ**: [MASK] ์˜ˆ์‹œ ์ œ๊ณต
- **๊ฐœ์ฒด๋ช… ์ธ์‹**: ์œ„์น˜ ์ •๋ณด ํฌํ•จ ๊ฒฐ๊ณผ
### ๐Ÿ“ฆ ์™„์ „ํ•œ ๋ฐฐํฌ ํŒจํ‚ค์ง€
- `app.py`: ์™„์ „ ์ž‘๋™ํ•˜๋Š” Gradio ์•ฑ
- `requirements.txt`: ํ•„์š” ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ๋ชฉ๋ก
- `README.md`: Space ์„ค์ • ๋ฐ ๋ฌธ์„œ
- ZIP ๋‹ค์šด๋กœ๋“œ๋กœ ์ฆ‰์‹œ ๋ฐฐํฌ ๊ฐ€๋Šฅ
## ๐Ÿš€ ์‚ฌ์šฉ๋ฒ•
### 1๏ธโƒฃ ๋ชจ๋ธ ๋ถ„์„
์›ํ•˜๋Š” ํ—ˆ๊น…ํŽ˜์ด์Šค ๋ชจ๋ธ๋ช…์„ ์ž…๋ ฅํ•˜์„ธ์š”:
**์˜ˆ์‹œ ๋ชจ๋ธ๋“ค:**
- `klue/bert-base` (ํ•œ๊ตญ์–ด ํ…์ŠคํŠธ ๋ถ„๋ฅ˜)
- `klue/roberta-large-ynat` (ํ•œ๊ตญ์–ด ์ฃผ์ œ๋ถ„๋ฅ˜)
- `microsoft/DialoGPT-medium` (๋Œ€ํ™” ์ƒ์„ฑ)
- `facebook/bart-large-cnn` (์š”์•ฝ)
- `Helsinki-NLP/opus-mt-ko-en` (ํ•œ์˜ ๋ฒˆ์—ญ)
### 2๏ธโƒฃ ๋ฐ๋ชจ ์„ค์ •
- **์ œ๋ชฉ**: Space์—์„œ ๋ณด์—ฌ์งˆ ๋ฐ๋ชจ ์ด๋ฆ„
- **์„ค๋ช…**: ๋ฐ๋ชจ์˜ ์šฉ๋„์™€ ๊ธฐ๋Šฅ ์„ค๋ช…
### 3๏ธโƒฃ ์ฝ”๋“œ ์ƒ์„ฑ ๋ฐ ๋‹ค์šด๋กœ๋“œ
1. **"๋ฐ๋ชจ ์ƒ์„ฑ"** ๋ฒ„ํŠผ์œผ๋กœ ์ฝ”๋“œ ๋ฏธ๋ฆฌ๋ณด๊ธฐ
2. **"์™„์ „ํ•œ ํŒจํ‚ค์ง€ ์ƒ์„ฑ"** ๋ฒ„ํŠผ์œผ๋กœ ZIP ํŒŒ์ผ ์ƒ์„ฑ
3. ๋‹ค์šด๋กœ๋“œ ํ›„ ๋ฐ”๋กœ ์ƒˆ Space์— ์—…๋กœ๋“œ
## ๐ŸŽฏ ์ง€์›ํ•˜๋Š” AI ํƒœ์Šคํฌ
### ํ…์ŠคํŠธ ๋ถ„๋ฅ˜ (Text Classification)
๊ฐ์ •๋ถ„์„, ์ฃผ์ œ๋ถ„๋ฅ˜, ์ŠคํŒธ ํƒ์ง€ ๋“ฑ์˜ ๋ถ„๋ฅ˜ ํƒœ์Šคํฌ๋ฅผ ์œ„ํ•œ ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- ํ…์ŠคํŠธ ์ž…๋ ฅ์ฐฝ
- ๋ถ„๋ฅ˜ ๊ฒฐ๊ณผ ์‹œ๊ฐํ™”
- ์‹ ๋ขฐ๋„ ํ‘œ์‹œ
- ์˜ˆ์‹œ ํ…์ŠคํŠธ ๋ฒ„ํŠผ
### ์งˆ์˜์‘๋‹ต (Question Answering)
๋ฌธ์„œ ๊ธฐ๋ฐ˜ ์งˆ์˜์‘๋‹ต ์‹œ์Šคํ…œ์„ ์œ„ํ•œ ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- ์ปจํ…์ŠคํŠธ ์ž…๋ ฅ์ฐฝ
- ์งˆ๋ฌธ ์ž…๋ ฅ์ฐฝ
- ๋‹ต๋ณ€ ์ถ”์ถœ ๋ฐ ์‹ ๋ขฐ๋„ ํ‘œ์‹œ
- ๋‹ต๋ณ€ ์œ„์น˜ ์ •๋ณด
### ํ…์ŠคํŠธ ์ƒ์„ฑ (Text Generation)
์–ธ์–ด๋ชจ๋ธ์„ ์ด์šฉํ•œ ํ…์ŠคํŠธ ์ƒ์„ฑ ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- ํ”„๋กฌํ”„ํŠธ ์ž…๋ ฅ์ฐฝ
- ์ƒ์„ฑ ์„ค์ • (๊ธธ์ด, ์ฐฝ์˜์„ฑ, ๋‹ค์–‘์„ฑ)
- ์‹ค์‹œ๊ฐ„ ํ…์ŠคํŠธ ์ƒ์„ฑ
- ์„ค์ •๊ฐ’ ํ‘œ์‹œ
### ์š”์•ฝ (Summarization)
๊ธด ํ…์ŠคํŠธ๋ฅผ ์š”์•ฝํ•˜๋Š” ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- ๊ธด ํ…์ŠคํŠธ ์ž…๋ ฅ์ฐฝ
- ์š”์•ฝ ๊ธธ์ด ์„ค์ •
- ์š”์•ฝ ๊ฒฐ๊ณผ ํ‘œ์‹œ
- ์••์ถ•๋ฅ  ํ†ต๊ณ„
### ๋ฒˆ์—ญ (Translation)
์–ธ์–ด ๊ฐ„ ๋ฒˆ์—ญ์„ ์œ„ํ•œ ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- ์›๋ฌธ ์ž…๋ ฅ์ฐฝ
- ๋ฒˆ์—ญ ๊ฒฐ๊ณผ ํ‘œ์‹œ
- ๋ฌธ์ž ์ˆ˜ ๋น„๊ต
- ๊ฐ„๋‹จ๋ช…๋ฃŒํ•œ UI
### ๋นˆ์นธ ์ฑ„์šฐ๊ธฐ (Fill Mask)
BERT ์Šคํƒ€์ผ ๋งˆ์Šคํฌ ์˜ˆ์ธก ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- [MASK] ํ† ํฐ ์ž…๋ ฅ์ฐฝ
- ๋‹ค์ค‘ ํ›„๋ณด ์˜ˆ์ธก ๊ฒฐ๊ณผ
- ์‹ ๋ขฐ๋„๋ณ„ ์ˆœ์œ„ ํ‘œ์‹œ
- ์˜ˆ์‹œ ๋ฌธ์žฅ ์ œ๊ณต
### ๊ฐœ์ฒด๋ช… ์ธ์‹ (Named Entity Recognition)
ํ…์ŠคํŠธ์—์„œ ๊ฐœ์ฒด๋ฅผ ์ธ์‹ํ•˜๋Š” ์ธํ„ฐํŽ˜์ด์Šค
**์ƒ์„ฑ๋˜๋Š” ๊ธฐ๋Šฅ:**
- ํ…์ŠคํŠธ ์ž…๋ ฅ์ฐฝ
- ์ธ์‹๋œ ๊ฐœ์ฒด ๋ฆฌ์ŠคํŠธ
- ๊ฐœ์ฒด ์œ ํ˜• ๋ฐ ์œ„์น˜ ์ •๋ณด
- ์‹ ๋ขฐ๋„ ํ‘œ์‹œ
## ๐Ÿ’ก ์‚ฌ์šฉ ์‚ฌ๋ก€
### AI ์—ฐ๊ตฌ์ž
- ๋…ผ๋ฌธ ๋ฐœํ‘œ์šฉ ๋ผ์ด๋ธŒ ๋ฐ๋ชจ ์ค€๋น„
- ๋ชจ๋ธ ์„ฑ๋Šฅ ์‹œ์—ฐ ๋ฐ ๊ฒ€์ฆ
- ์—ฐ๊ตฌ ๊ฒฐ๊ณผ ์‹œ๊ฐ์  ๊ณต์œ 
### ๊ฐœ๋ฐœ์ž
- ํด๋ผ์ด์–ธํŠธ ๋ฐ๋ชจ ์ œ์ž‘
- ํ”„๋กœํ† ํƒ€์ž… ๋น ๋ฅธ ๊ฒ€์ฆ
- API ํ…Œ์ŠคํŠธ ์ธํ„ฐํŽ˜์ด์Šค
### ๊ต์œก์ž & ํ•™์ƒ
- ์ˆ˜์—…์šฉ ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒ ๋„๊ตฌ
- AI ๋ชจ๋ธ ํ•™์Šต ์ž๋ฃŒ
- ๊ณผ์ œ ๊ฒฐ๊ณผ ์‹œ์—ฐ
### ๊ธฐ์—…
- ๋‚ด๋ถ€ ๋ชจ๋ธ ๊ฒ€์ฆ ๋„๊ตฌ
- stakeholder ํ”„๋ ˆ์  ํ…Œ์ด์…˜
- POC (Proof of Concept) ์ œ์ž‘
## ๐Ÿ”— ์™„๋ฒฝํ•œ AI ๊ฐœ๋ฐœ ์›Œํฌํ”Œ๋กœ์šฐ
์ด ๋„๊ตฌ๋Š” ๋‹ค๋ฅธ ๋„๊ตฌ๋“ค๊ณผ ์—ฐ๊ณ„ํ•˜์—ฌ ์™„์ „ํ•œ ๊ฐœ๋ฐœ ๊ฒฝํ—˜์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค:
### 1๏ธโƒฃ ๋ชจ๋ธ ๊ฒ€์ƒ‰
**[Model Search Tool](https://huggingface.co/spaces/cadenza83/model-search-tool)**์—์„œ ์ตœ์ ์˜ ์‚ฌ์ „ ํ›ˆ๋ จ ๋ชจ๋ธ ํƒ์ƒ‰
### 2๏ธโƒฃ ๋ฐ์ดํ„ฐ ์ค€๋น„
**[Dataset Converter](https://huggingface.co/spaces/cadenza83/dataset-converter)**๋กœ ํ•™์Šต ๋ฐ์ดํ„ฐ ํ—ˆ๊น…ํŽ˜์ด์Šค ํฌ๋งท ๋ณ€ํ™˜
### 3๏ธโƒฃ ๋ฐ๋ชจ ์ƒ์„ฑ
**Demo Generator**๋กœ ๋ชจ๋ธ ์‹œ์—ฐ์šฉ ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒ ๋ฐ๋ชจ ์ž๋™ ์ƒ์„ฑ โ† *ํ˜„์žฌ ๋„๊ตฌ*
### 4๏ธโƒฃ ๋ฌธ์„œํ™”
**[Model Card Generator](https://huggingface.co/spaces/cadenza83/model-card-generator)**๋กœ ์ „๋ฌธ์ ์ธ ๋ชจ๋ธ ๋ฌธ์„œ ์ž‘์„ฑ
## ๐Ÿ› ๏ธ ๊ธฐ์ˆ ์  ํŠน์ง•
### ์ž๋™ ์ฝ”๋“œ ์ƒ์„ฑ
- ํƒœ์Šคํฌ๋ณ„ ์ตœ์ ํ™”๋œ Gradio ์ธํ„ฐํŽ˜์ด์Šค
- ์—๋Ÿฌ ์ฒ˜๋ฆฌ ๋ฐ ์‚ฌ์šฉ์ž ๊ฐ€์ด๋“œ ํฌํ•จ
- ์ตœ์‹  transformers ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ํ™œ์šฉ
- ๋ฐ˜์‘ํ˜• UI ๋ฐ ์˜ˆ์œ ๋””์ž์ธ
### ๋ฐฐํฌ ์ตœ์ ํ™”
- ํ—ˆ๊น…ํŽ˜์ด์Šค Space ํ‘œ์ค€ ์ค€์ˆ˜
- ์ž๋™ requirements.txt ์ƒ์„ฑ
- ์™„์ „ํ•œ README.md ํ…œํ”Œ๋ฆฟ
- ํ•œ ๋ฒˆ์˜ ๋‹ค์šด๋กœ๋“œ๋กœ ๋ฐฐํฌ ์ค€๋น„ ์™„๋ฃŒ
### ํ™•์žฅ์„ฑ
- ์ƒˆ๋กœ์šด ํƒœ์Šคํฌ ์‰ฝ๊ฒŒ ์ถ”๊ฐ€ ๊ฐ€๋Šฅ
- ์ปค์Šคํ„ฐ๋งˆ์ด์ง• ๊ฐ€๋Šฅํ•œ ํ…œํ”Œ๋ฆฟ
- ๋ชจ๋ธ ํ˜ธํ™˜์„ฑ ์ž๋™ ์ฒดํฌ
## ๐Ÿ“Š ์ƒ์„ฑ ์˜ˆ์‹œ
### ์ž…๋ ฅ
```
๋ชจ๋ธ๋ช…: klue/bert-base
์ œ๋ชฉ: Korean BERT Demo
์„ค๋ช…: ํ•œ๊ตญ์–ด ํ…์ŠคํŠธ ๋ถ„๋ฅ˜๋ฅผ ์œ„ํ•œ BERT ๋ชจ๋ธ
```
### ์ถœ๋ ฅ
- ์™„์ „ํžˆ ์ž‘๋™ํ•˜๋Š” Gradio ์•ฑ
- ์˜ˆ์‹œ ํ…์ŠคํŠธ ๋ฒ„ํŠผ ํฌํ•จ
- ํ•œ๊ตญ์–ด ์ตœ์ ํ™” ์ธํ„ฐํŽ˜์ด์Šค
- ๋ฐ”๋กœ ๋ฐฐํฌ ๊ฐ€๋Šฅํ•œ ํŒจํ‚ค์ง€
## ๐ŸŽจ UI/UX ์ตœ์ ํ™”
- **์ง๊ด€์  ์ธํ„ฐํŽ˜์ด์Šค**: ๋น„์ „๋ฌธ๊ฐ€๋„ ์‰ฝ๊ฒŒ ์‚ฌ์šฉ
- **์‹ค์‹œ๊ฐ„ ํ”ผ๋“œ๋ฐฑ**: ์ฆ‰์‹œ ๊ฒฐ๊ณผ ํ™•์ธ ๊ฐ€๋Šฅ
- **๋ชจ๋ฐ”์ผ ํ˜ธํ™˜**: ๋ฐ˜์‘ํ˜• ๋””์ž์ธ
- **์ ‘๊ทผ์„ฑ**: ๋ช…ํ™•ํ•œ ๋ผ๋ฒจ ๋ฐ ์„ค๋ช…
## ๐Ÿ”’ ์•ˆ์ •์„ฑ & ํ˜ธํ™˜์„ฑ
- **์—๋Ÿฌ ์ฒ˜๋ฆฌ**: ๊ฐ•๊ฑดํ•œ ์˜ˆ์™ธ ์ฒ˜๋ฆฌ
- **๋ชจ๋ธ ํ˜ธํ™˜์„ฑ**: ์ž๋™ ๊ฒ€์ฆ ์‹œ์Šคํ…œ
- **๋ฒ„์ „ ๊ด€๋ฆฌ**: ์ตœ์‹  ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์ง€์›
- **๋ณด์•ˆ**: ์•ˆ์ „ํ•œ ๋ชจ๋ธ ๋กœ๋”ฉ
---
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