diff --git a/readme/README-Korean.md b/readme/README-Korean.md index bebb6d0..4a0f3a9 100644 --- a/readme/README-Korean.md +++ b/readme/README-Korean.md @@ -4,24 +4,76 @@

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- ใ€๐Ÿ“š Wiki | ๐Ÿš€ Visualizer | ๐Ÿ‘ฅ Community Built Software | ๐Ÿ”ง Customizationใ€‘ + ใ€๐Ÿ“š Wiki | ๐Ÿš€ Visualizer | ๐Ÿ‘ฅ Community Built Software | ๐Ÿ”ง Customization | ๐Ÿ‘พ Discordใ€‘ +

## ๐Ÿ“– ๊ฐœ์š” -- **ChatDev**๋Š” ๋‹ค์–‘ํ•œ ์ตœ๊ณ  ๊ฒฝ์˜์ž, ์ตœ๊ณ  ๊ธฐ์ˆ  ์ฑ…์ž„์ž, ํ”„๋กœ๊ทธ๋ž˜๋จธ, ํ…Œ์Šคํ„ฐ ๋“ฑ ๋‹ค์–‘ํ•œ ์—ญํ• ์„ ์ˆ˜ํ–‰ํ•˜๋Š” **์ง€๋Šฅํ˜• ์—์ด์ „ํŠธ**๋“ค์„ ํ†ตํ•ด ์šด์˜๋˜๋Š” **๊ฐ€์ƒ ์†Œํ”„ํŠธ์›จ์–ด ํšŒ์‚ฌ**์ž…๋‹ˆ๋‹ค. ์—ฌ๋Ÿฟ์ด์„œ ์กฐ์ง ๊ตฌ์กฐ๋ฅผ ํ˜•์„ฑํ•˜๊ณ  "ํ”„๋กœ๊ทธ๋ž˜๋ฐ์„ ํ†ตํ•ด ๋””์ง€ํ„ธ ์„ธ์ƒ์„ ํ˜์‹ ํ•œ๋‹ค"๋Š” ์‚ฌ๋ช…์„ ๊ฐ€์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ChatDev ๋‚ด ์—์ด์ „ํŠธ๋“ค์€ ๋””์ž์ธ, ์ฝ”๋”ฉ, ํ…Œ์ŠคํŠธ, ๋ฌธ์„œํ™”๋ฅผ ์ง„ํ–‰ํ•˜๋Š” ์ „๋ฌธ ๊ธฐ๋Šฅ ์„ธ๋ฏธ๋‚˜์— ์ฐธ์—ฌํ•˜์—ฌ **ํ˜‘์—…**ํ•ฉ๋‹ˆ๋‹ค. +- **ChatDev**๋Š” ๋‹ค์–‘ํ•œ ์ตœ๊ณ  ๊ฒฝ์˜ ์ฑ…์ž„์ž, ์ตœ๊ณ  ์ƒ์‚ฐ ์ฑ…์ž„์ž, ์ตœ๊ณ  ๊ธฐ์ˆ  ์ฑ…์ž„์ž, ํ”„๋กœ๊ทธ๋ž˜๋จธ, ๋ฆฌ๋ทฐ์–ด, ํ…Œ์Šคํ„ฐ, ์•„ํŠธ ๋””์ž์ด๋„ˆ์™€ ๊ฐ™์€ ๋‹ค์–‘ํ•œ ์—ญํ• ์„ ์ˆ˜ํ–‰ํ•˜๋Š” **์ง€๋Šฅํ˜• ์—์ด์ „ํŠธ**๋“ค์„ ํ†ตํ•ด ์šด์˜๋˜๋Š” **๊ฐ€์ƒ ์†Œํ”„ํŠธ์›จ์–ด ํšŒ์‚ฌ**์ž…๋‹ˆ๋‹ค. ์—ฌ๋Ÿฟ์ด์„œ ์กฐ์ง ๊ตฌ์กฐ๋ฅผ ํ˜•์„ฑํ•˜๊ณ  "ํ”„๋กœ๊ทธ๋ž˜๋ฐ์„ ํ†ตํ•ด ๋””์ง€ํ„ธ ์„ธ์ƒ์„ ํ˜์‹ ํ•œ๋‹ค"๋Š” ์‚ฌ๋ช…์„ ๊ฐ€์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ChatDev ๋‚ด ์—์ด์ „ํŠธ๋“ค์€ ๋””์ž์ธ, ์ฝ”๋”ฉ, ํ…Œ์ŠคํŠธ, ๋ฌธ์„œํ™”๋ฅผ ์ง„ํ–‰ํ•˜๋Š” ์ „๋ฌธ ๊ธฐ๋Šฅ ์„ธ๋ฏธ๋‚˜์— ์ฐธ์—ฌํ•˜์—ฌ **ํ˜‘์—…**ํ•ฉ๋‹ˆ๋‹ค. - ChatDev์˜ ์ฃผ์š” ๋ชฉํ‘œ๋Š” **์‚ฌ์šฉํ•˜๊ธฐ ์‰ฝ๊ณ **, **๊ฐœ์กฐํ•  ์ˆ˜ ์žˆ์œผ๋ฉฐ**, **ํ™•์žฅ ๊ฐ€๋Šฅํ•œ** ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•˜๋ฉฐ ์ง‘๋‹จ ์ง€์„ฑ์„ ์—ฐ๊ตฌํ•˜๋Š” ๋ฐ ์ด์ƒ์ ์ธ ์‹œ๋‚˜๋ฆฌ์˜ค๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. -## ๐Ÿ“ฐ ๋‰ด์Šค +

+ +

-* **2023๋…„ 9์›” 1์ผ: Art ๋ชจ๋“œ๊ฐ€ ์ถœ์‹œ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! ``python3 run.py --config "Art"``๋กœ ์†Œํ”„ํŠธ์›จ์–ด์—์„œ ์‚ฌ์šฉ๋˜๋Š” ์ด๋ฏธ์ง€๋ฅผ ์ƒ์„ฑํ•ด๋ณด์„ธ์š”.** [์˜ˆ์ œ](../WareHouse/gomokugameArtExample_THUNLP_20230831122822)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”. -* 2023๋…„ 8์›” 28์ผ: ์‹œ์Šคํ…œ์ด ๊ณต๊ฐœ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. -* 2023๋…„ 8์›” 17์ผ: V1.0.0 ๋ฒ„์ „ ์ถœ์‹œ ์ค€๋น„๊ฐ€ ์™„๋ฃŒ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. -* 2023๋…„ 7์›” 30์ผ: ์‚ฌ์šฉ์ž๊ฐ€ ChatChain, Phase ๋ฐ Role์„ ์„ค์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ, Online Log ๋ชจ๋“œ์™€ Replay ๋ชจ๋“œ๊ฐ€ ์ง€์›๋ฉ๋‹ˆ๋‹ค. -* 2023๋…„ 7์›” 16์ผ: ์ด ํ”„๋กœ์ ํŠธ์™€ ๊ด€๋ จ๋œ [์ถœํŒ ์ „ ๋…ผ๋ฌธ](https://arxiv.org/abs/2307.07924)์ด ๊ฒŒ์‹œ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. -* 2023๋…„ 6์›” 30์ผ: `ChatDev` ๋ฆฌํฌ์ง€ํ† ๋ฆฌ์˜ ์ดˆ๊ธฐ ๋ฒ„์ „์ด ๊ณต๊ฐœ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. +## ๐Ÿ“ฐ ๋‰ด์Šค +* **2024๋…„ 6์›” 25์ผ: ๐ŸŽ‰ChatDev ํŒ€์€LLM ๊ธฐ๋ฐ˜์˜ ๋‹ค์ค‘ ์—์ด์ „ํŠธ ํ˜‘์—…๐Ÿค–๐Ÿค– ๋ฐ ๊ด€๋ จ ๋ถ„์•ผ์˜ ๋ฐœ์ „์„ ๋„๋ชจํ•˜๊ธฐ ์œ„ํ•ด, [์˜คํ”ˆ์†Œ์Šค](https://github.com/OpenBMB/ChatDev/tree/main/MultiAgentEbook) ๋Œ€ํ™”ํ˜• e-book๐Ÿ“š ํ˜•์‹์œผ๋กœ ์ œ๊ณต๋˜๋Š” ์ค‘์š”ํ•œ ๋…ผ๋ฌธ ๋ชจ์Œ๐Ÿ“„์„ ์„ ๋ณ„ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด์ œ [Ebook ์›น์‚ฌ์ดํŠธ](https://thinkwee.top/multiagent_ebook)์—์„œ ์ตœ์‹  ๋ฐœ์ „ ์‚ฌํ•ญ์„ ํƒ์ƒ‰ํ•˜๊ณ  [๋…ผ๋ฌธ ๋ชฉ๋ก](https://github.com/OpenBMB/ChatDev/blob/main/MultiAgentEbook/papers.csv)์„ ๋‹ค์šด๋กœ๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.** +

+ +

+* 2024๋…„ 6์›” 12์ผ: We introduce Multi-Agent Collaboration Networks (MacNet) ๐ŸŽ‰, which utilize directed acyclic graphs to facilitate effective task-oriented collaboration among agents through linguistic interactions ๐Ÿค–๐Ÿค–. MacNet supports cooperation across various topologies and among more than a thousand agents without exceeding context limits. More versatile and scalable, MacNet can be considered a more advanced version of ChatDev's chain-shaped topology. Our preprint paper is available at [https://arxiv.org/abs/2406.07155](https://arxiv.org/abs/2406.07155). This technique will soon be incorporated into this repository, enhancing support for diverse organizational structures and offering richer solutions beyond software development (e.g., logical reasoning, data analysis, story generation, and more). +

+ +

+ +
+์˜ค๋ž˜๋œ ๋‰ด์Šค + +* May 07, 2024, we introduced "Iterative Experience Refinement" (IER), a novel method where instructor and assistant agents enhance shortcut-oriented experiences to efficiently adapt to new tasks. This approach encompasses experience acquisition, utilization, propagation, and elimination across a series of tasks. Our preprint paper is available at https://arxiv.org/abs/2405.04219, and this technique will soon be incorporated into ChatDev. +

+ +

+ +* January 25, 2024: We have integrated Experiential Co-Learning Module into ChatDev. Please see the [Experiential Co-Learning Guide](../wiki.md#co-tracking). + +* December 28, 2023: We present Experiential Co-Learning, an innovative approach where instructor and assistant agents accumulate shortcut-oriented experiences to effectively solve new tasks, reducing repetitive errors and enhancing efficiency. Check out our preprint paper at https://arxiv.org/abs/2312.17025 and this technique will soon be integrated into ChatDev. +

+ +

+ +* November 15, 2023: We launched ChatDev as a SaaS platform that enables software developers and innovative entrepreneurs to build software efficiently at a very low cost and barrier to entry. Try it out at https://chatdev.modelbest.cn/. +

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+ +* November 2, 2023: ChatDev is now supported with a new feature: incremental development, which allows agents to develop upon existing codes. Try `--config "incremental" --path "[source_code_directory_path]"` to start it. +

+ +

+ +* 2023๋…„ 10์›” 26์ผ: ChatDev is now supported with Docker for safe execution (thanks to contribution from [ManindraDeMel](https://github.com/ManindraDeMel)). Please see [Docker Start Guide](../wiki.md#docker-start). +

+ +

+* 2023๋…„ 9์›” 25์ผ: **Git** ๋ชจ๋“œ๊ฐ€ ์ถœ์‹œ๋˜์—ˆ์œผ๋ฉฐ, ํ”„๋กœ๊ทธ๋ž˜๋จธ ๊ฐ€ Git ๋ฒ„์ „ ์ œ์–ด๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ๊ธฐ๋Šฅ์„ ์‚ฌ์šฉํ•˜๋ ค๋ฉด ``ChatChainConfig.json`` ์—์„œ ``"git_management"`` ๋ฅผ ``"True"`` ๋กœ ์„ค์ •ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค . [๊ฐ€์ด๋“œ](../wiki.md#git-mode)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”. +

+ +

+- 2023๋…„ 9์›” 20์ผ: **Human-Agent-Interaction** ๋ชจ๋“œ๊ฐ€ ์ถœ์‹œ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! ๊ฒ€ํ† ์ž ์—ญํ• ์„ ์ˆ˜ํ–‰ํ•˜๊ณ  ํ”„๋กœ๊ทธ๋ž˜๋จธ์—๊ฒŒ ์ œ์•ˆํ•˜์—ฌ ChatDev ํŒ€์— ์ฐธ์—ฌํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค; + ``python3 run.py --task [description_of_your_idea] --config "Human"``. [๊ฐ€์ด๋“œ](../wiki.md#human-agent-interaction)์™€ [์˜ˆ์ œ](../WareHouse/Gomoku_HumanAgentInteraction_20230920135038)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”. +

+ +

+- 2023๋…„ 9์›” 1์ผ: **Art** ๋ชจ๋“œ๊ฐ€ ์ถœ์‹œ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! ๋””์ž์ด๋„ˆ ์—์ด์ „ํŠธ๋ฅผ ํ™œ์„ฑํ™”ํ•˜์—ฌ ์†Œํ”„ํŠธ์›จ์–ด์—์„œ ์‚ฌ์šฉ๋˜๋Š” ์ด๋ฏธ์ง€๋ฅผ ์ƒ์„ฑํ•ด๋ณด์„ธ์š”; + ``python3 run.py --task [description_of_your_idea] --config "Art"``. [๊ฐ€์ด๋“œ](../wiki.md#art)์™€ [์˜ˆ์ œ](../WareHouse/gomokugameArtExample_THUNLP_20230831122822)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”. +- 2023๋…„ 8์›” 28์ผ: ์‹œ์Šคํ…œ์ด ๊ณต๊ฐœ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. +- 2023๋…„ 8์›” 17์ผ: V1.0.0 ๋ฒ„์ „ ์ถœ์‹œ ์ค€๋น„๊ฐ€ ์™„๋ฃŒ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. +- 2023๋…„ 7์›” 30์ผ: ์‚ฌ์šฉ์ž๊ฐ€ ChatChain, Phase ๋ฐ Role์„ ์„ค์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ, Online Log ๋ชจ๋“œ์™€ Replay ๋ชจ๋“œ๊ฐ€ ์ง€์›๋ฉ๋‹ˆ๋‹ค. +- 2023๋…„ 7์›” 16์ผ: ์ด ํ”„๋กœ์ ํŠธ์™€ ๊ด€๋ จ๋œ [์ถœํŒ ์ „ ๋…ผ๋ฌธ](https://arxiv.org/abs/2307.07924)์ด ๊ฒŒ์‹œ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. +- 2023๋…„ 6์›” 30์ผ: `ChatDev` ๋ฆฌํฌ์ง€ํ† ๋ฆฌ์˜ ์ดˆ๊ธฐ ๋ฒ„์ „์ด ๊ณต๊ฐœ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. +
## โ“ ChatDev๋Š” ๋ฌด์—‡์„ ํ•  ์ˆ˜ ์žˆ๋‚˜์š”? @@ -31,6 +83,12 @@ https://github.com/OpenBMB/ChatDev/assets/11889052/80d01d2f-677b-4399-ad8b-f7af9 ## โšก๏ธ ์‹œ์ž‘ํ•˜๊ธฐ +### ๐Ÿ’ป๏ธ ์›น์„ ์ด์šฉํ•˜์—ฌ ์‹œ์ž‘ํ•˜๊ธฐ + +์‹œ๊ฐํ™”์™€ ๊ตฌ์„ฑ์„ ์œ„ํ•œ ์›น ํŽ˜์ด์ง€ ์ ‘๊ทผ: https://chatdev.modelbest.cn/ + +### ๐Ÿ–ฅ๏ธ ํ„ฐ๋ฏธ๋„์„ ์ด์šฉํ•˜์—ฌ ์‹œ์ž‘ํ•˜๊ธฐ + ์‹œ์ž‘ํ•˜๋ ค๋ฉด ๋‹ค์Œ ๋‹จ๊ณ„๋ฅผ ๋”ฐ๋ฅด์„ธ์š”: 1. **GitHub ๋ฆฌํฌ์ง€ํ„ฐ๋ฆฌ ๋ณต์ œ:** ๋‹ค์Œ ๋ช…๋ น์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ฆฌํฌ์ง€ํ† ๋ฆฌ๋ฅผ ๋ณต์ œํ•˜์„ธ์š”: @@ -76,7 +134,11 @@ https://github.com/OpenBMB/ChatDev/assets/11889052/80d01d2f-677b-4399-ad8b-f7af9 cd WareHouse/project_name_DefaultOrganization_timestamp python main.py ``` - + +### ๐Ÿณ ๋„์ปค๋ฅผ ์ด์šฉํ•˜์—ฌ ์‹œ์ž‘ํ•˜๊ธฐ + +- [ManindraDeMel](https://github.com/ManindraDeMel)์˜ ๋„์ปค ์ง€์›์— ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค. [๋„์ปค ์‹œ์ž‘ ๊ฐ€์ด๋“œ](../wiki.md#docker-start)์—์„œ ํ™•์ธ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. + ## โœจ๏ธ ์‹ฌํ™” ์Šคํ‚ฌ [์œ„ํ‚ค](../wiki.md)์—์„œ ์•„๋ž˜ ๋” ์ž์„ธํ•œ ์ •๋ณด๋ฅผ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: @@ -105,50 +167,40 @@ https://github.com/OpenBMB/ChatDev/assets/11889052/80d01d2f-677b-4399-ad8b-f7af9 **์ปค๋ฎค๋‹ˆํ‹ฐ์—์„œ ๊ธฐ์—ฌํ•œ ์†Œํ”„ํŠธ์›จ์–ด๋ฅผ ๋ณด๋ ค๋ฉด [์—ฌ๊ธฐ](../Contribution.md)๋ฅผ ์ฐธ์กฐํ•ด์ฃผ์„ธ์š”!** -### ์†Œํ”„ํŠธ์›จ์–ด ๊ธฐ์—ฌ์ž +## ๐Ÿ‘จโ€๐Ÿ’ปโ€ ๊ธฐ์—ฌ์ž -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor -Contributor + + + + +Made with [contrib.rocks](https://contrib.rocks). ## ๐Ÿ“‘ ์ธ์šฉ ๋ฌธ๊ตฌ ``` -@misc{qian2023communicative, - title={Communicative Agents for Software Development}, - author={Chen Qian and Xin Cong and Wei Liu and Cheng Yang and Weize Chen and Yusheng Su and Yufan Dang and Jiahao Li and Juyuan Xu and Dahai Li and Zhiyuan Liu and Maosong Sun}, - year={2023}, - eprint={2307.07924}, - archivePrefix={arXiv}, - primaryClass={cs.SE} -} - -@misc{qian2023experiential, - title={Experiential Co-Learning of Software-Developing Agents}, - author={Chen Qian and Yufan Dang and Jiahao Li and Wei Liu and Weize Chen and Cheng Yang and Zhiyuan Liu and Maosong Sun}, - year={2023}, - eprint={2312.17025}, - archivePrefix={arXiv}, - primaryClass={cs.CL} +@article{chatdev, + title = {ChatDev: Communicative Agents for Software Development}, + author = {Chen Qian and Wei Liu and Hongzhang Liu and Nuo Chen and Yufan Dang and Jiahao Li and Cheng Yang and Weize Chen and Yusheng Su and Xin Cong and Juyuan Xu and Dahai Li and Zhiyuan Liu and Maosong Sun}, + journal = {arXiv preprint arXiv:2307.07924}, + url = {https://arxiv.org/abs/2307.07924}, + year = {2023} } ``` ## โš–๏ธ ๋ผ์ด์„ ์Šค -- ChatDev์˜ ๋ชฉ์ ์€ ์˜ค๋กœ์ง€ ์—ฐ๊ตฌ ๋ชฉ์ ์ž…๋‹ˆ๋‹ค. -- ๋ฐ์ดํ„ฐ ์„ธํŠธ๋Š” ๋น„์ƒ์—…์  ์šฉ๋„๋กœ๋งŒ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” CC BY NC 4.0์— ๋”ฐ๋ผ ๋ผ์ด์„ผ์Šค๊ฐ€ ๋ถ€์—ฌ๋ฉ๋‹ˆ๋‹ค. ํ•ด๋‹น ๋ฐ์ดํ„ฐ ์„ธํŠธ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ•™์Šต๋œ ๋ชจ๋ธ์€ ์—ฐ๊ตฌ ๋ชฉ์  ์ด์™ธ์˜ ์šฉ๋„๋กœ ์‚ฌ์šฉํ•ด์„œ๋Š” ์•ˆ ๋œ๋‹ค๋Š” ์ ์— ์œ ์˜ํ•˜์„ธ์š”. +- ์†Œ์Šค์ฝ”๋“œ ๋ผ์ด์„ ์Šค: ChatDev์˜ ์†Œ์Šค์ฝ”๋“œ๋Š” ์•„ํŒŒ์น˜ 2.0 ๋ผ์ด์„ ์Šค๊ฐ€ ๋ถ€์—ฌ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค. ์•„ํŒŒ์น˜ 2.0 ๋ผ์ด์„ ์Šค์— ๋ช…์‹œ๋œ ํŠน์ • ์กฐ๊ฑด์— ๋”ฐ๋ผ ์ฝ”๋“œ์˜ ์‚ฌ์šฉ, ์ˆ˜์ • ๋ฐ ๋ฐฐํฌ๋ฅผ ํ—ˆ์šฉํ•ฉ๋‹ˆ๋‹ค. +- ๋ฐ์ดํ„ฐ ๋ผ์ด์„ ์Šค: ChatDev์— ์‚ฌ์šฉ๋˜๋Š” ๊ด€๋ จ ๋ฐ์ดํ„ฐ๋Š” CC BY-NC 4.0๋ผ์ด์„ ์Šค๊ฐ€ ๋ถ€์—ฌ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ๋ผ์ด์„ ์Šค๋Š” ๋ฐ์ดํ„ฐ์˜ ๋น„์ƒ์—…์  ์‚ฌ์šฉ์„ ๋ช…์‹œ์ ์œผ๋กœ ํ—ˆ์šฉํ•ฉ๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ๋ฐ์ดํ„ฐ ์„ธํŠธ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ›ˆ๋ จ๋œ ๋ชจ๋“  ๋ชจ๋ธ์€ ๋น„์ƒ์—…์  ์‚ฌ์šฉ ์ œํ•œ์„ ์ฒ ์ €ํžˆ ์ค€์ˆ˜ํ•ด์•ผ ํ•˜๋ฉฐ ์—ฐ๊ตฌ ๋ชฉ์ ์œผ๋กœ๋งŒ ์‚ฌ์šฉ๋˜์–ด์•ผ ํ•œ๋‹ค๋Š” ์ ์„ ๊ฐ•์กฐํ•˜๊ณ  ์‹ถ์Šต๋‹ˆ๋‹ค. +## ๐Ÿค Acknowledgments + +   +   +   + + + ## ์—ฐ๋ฝ์ฒ˜ ์งˆ๋ฌธ, ํ”ผ๋“œ๋ฐฑ ๋˜๋Š” ์ €ํฌ์™€ ์—ฐ๋ฝ์„ ์›ํ•˜์‹œ๋ฉด ์–ธ์ œ๋“ ์ง€ ์ด๋ฉ”์ผ๋กœ ์—ฐ๋ฝ ์ฃผ์‹ญ์‹œ์˜ค: [qianc62@gmail.com](mailto:qianc62@gmail.com)