--- 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 --- Made with โค๏ธ for the AI community *"๋ณต์žกํ•œ AI ๋ชจ๋ธ์„ ๋ˆ„๊ตฌ๋‚˜ ์‰ฝ๊ฒŒ ์ฒดํ—˜ํ•  ์ˆ˜ ์žˆ๋Š” ์„ธ์ƒ์„ ๋งŒ๋“ค์–ด๊ฐ‘๋‹ˆ๋‹ค"*