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# ์ฐจํŠธ ์‹œ๊ฐํ™” ๋„๊ตฌ
์ฐจํŠธ ์‹œ๊ฐํ™” ๋„๊ตฌ๋Š” Python์„ ํ†ตํ•ด ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ์ฝ”๋“œ๋ฅผ ์ƒ์„ฑํ•˜๊ณ , ์ตœ์ข…์ ์œผ๋กœ [@visactor/vmind](https://github.com/VisActor/VMind)๋ฅผ ํ˜ธ์ถœํ•˜์—ฌ ์ฐจํŠธ ์‚ฌ์–‘์„ ์–ป์Šต๋‹ˆ๋‹ค. ์ฐจํŠธ ๋ Œ๋”๋ง์€ [@visactor/vchart](https://github.com/VisActor/VChart)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๊ตฌํ˜„๋ฉ๋‹ˆ๋‹ค.
## ์„ค์น˜ (Mac / Linux)
1. Node.js 18 ์ด์ƒ ์„ค์น˜
```bash
curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash
# nvm ํ™œ์„ฑํ™”, ์˜ˆ๋ฅผ ๋“ค์–ด Bash
source ~/.bashrc
# ๊ทธ๋Ÿฐ ๋‹ค์Œ ์ตœ์‹  ์•ˆ์ • ๋ฒ„์ „์˜ Node ์„ค์น˜
nvm install node
# ์‚ฌ์šฉ ํ™œ์„ฑํ™”, ์˜ˆ๋ฅผ ๋“ค์–ด ์ตœ์‹  ์•ˆ์ • ๋ฒ„์ „์ด 22์ธ ๊ฒฝ์šฐ use 22
nvm use 22
```
2. ์˜์กด์„ฑ ์„ค์น˜
```bash
# ํ˜„์žฌ ์ €์žฅ์†Œ์—์„œ ํ•ด๋‹น ์œ„์น˜๋กœ ์ด๋™
cd app/tool/chart_visualization
npm install
```
## ์„ค์น˜ (Windows)
1. nvm-windows ์„ค์น˜
[๊ณต์‹ GitHub ํŽ˜์ด์ง€](https://github.com/coreybutler/nvm-windows?tab=readme-ov-file#readme)์—์„œ ์ตœ์‹  ๋ฒ„์ „์˜ `nvm-setup.exe`๋ฅผ ๋‹ค์šด๋กœ๋“œํ•˜๊ณ  ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.
2. nvm์„ ์‚ฌ์šฉํ•˜์—ฌ Node.js ์„ค์น˜
```powershell
# ๊ทธ๋Ÿฐ ๋‹ค์Œ ์ตœ์‹  ์•ˆ์ • ๋ฒ„์ „์˜ Node ์„ค์น˜
nvm install node
# ์‚ฌ์šฉ ํ™œ์„ฑํ™”, ์˜ˆ๋ฅผ ๋“ค์–ด ์ตœ์‹  ์•ˆ์ • ๋ฒ„์ „์ด 22์ธ ๊ฒฝ์šฐ use 22
nvm use 22
```
3. ์˜์กด์„ฑ ์„ค์น˜
```bash
# ํ˜„์žฌ ์ €์žฅ์†Œ์—์„œ ํ•ด๋‹น ์œ„์น˜๋กœ ์ด๋™
cd app/tool/chart_visualization
npm install
```
## ๋„๊ตฌ
### python_execute
Python ์ฝ”๋“œ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ฐ์ดํ„ฐ ๋ถ„์„์˜ ํ•„์š”ํ•œ ๋ถ€๋ถ„(๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ์ œ์™ธ)์„ ์‹คํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์—ฌ๊ธฐ์—๋Š” ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ, ๋ฐ์ดํ„ฐ ์š”์•ฝ, ๋ณด๊ณ ์„œ ์ƒ์„ฑ ๋ฐ ์ผ๋ถ€ ์ผ๋ฐ˜์ ์ธ Python ์Šคํฌ๋ฆฝํŠธ ์ฝ”๋“œ๊ฐ€ ํฌํ•จ๋ฉ๋‹ˆ๋‹ค.
#### ์ž…๋ ฅ
```typescript
{
// ์ฝ”๋“œ ์œ ํ˜•: ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ/๋ฐ์ดํ„ฐ ๋ณด๊ณ ์„œ/๊ธฐํƒ€ ์ผ๋ฐ˜ ์ž‘์—…
code_type: "process" | "report" | "others"
// ์ตœ์ข… ์‹คํ–‰ ์ฝ”๋“œ
code: string;
}
```
#### ์ถœ๋ ฅ
Python ์‹คํ–‰ ๊ฒฐ๊ณผ, ์ค‘๊ฐ„ ํŒŒ์ผ ์ €์žฅ ๋ฐ ์ถœ๋ ฅ ๊ฒฐ๊ณผ ํฌํ•จ.
### visualization_preparation
๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™”๋ฅผ ์œ„ํ•œ ์‚ฌ์ „ ๋„๊ตฌ๋กœ ๋‘ ๊ฐ€์ง€ ๋ชฉ์ ์ด ์žˆ์Šต๋‹ˆ๋‹ค.
#### ๋ฐ์ดํ„ฐ -> ์ฐจํŠธ
๋ถ„์„์— ํ•„์š”ํ•œ ๋ฐ์ดํ„ฐ(.csv)์™€ ํ•ด๋‹น ์‹œ๊ฐํ™” ์„ค๋ช…์„ ๋ฐ์ดํ„ฐ์—์„œ ์ถ”์ถœํ•˜์—ฌ ์ตœ์ข…์ ์œผ๋กœ JSON ๊ตฌ์„ฑ ํŒŒ์ผ์„ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.
#### ์ฐจํŠธ + ์ธ์‚ฌ์ดํŠธ -> ์ฐจํŠธ
๊ธฐ์กด ์ฐจํŠธ์™€ ํ•ด๋‹น ๋ฐ์ดํ„ฐ ์ธ์‚ฌ์ดํŠธ๋ฅผ ์„ ํƒํ•˜๊ณ , ๋ฐ์ดํ„ฐ ์ฃผ์„ ํ˜•ํƒœ๋กœ ์ฐจํŠธ์— ์ถ”๊ฐ€ํ•  ๋ฐ์ดํ„ฐ ์ธ์‚ฌ์ดํŠธ๋ฅผ ์„ ํƒํ•˜์—ฌ ์ตœ์ข…์ ์œผ๋กœ JSON ๊ตฌ์„ฑ ํŒŒ์ผ์„ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
#### ์ž…๋ ฅ
```typescript
{
// ์ฝ”๋“œ ์œ ํ˜•: ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ๋˜๋Š” ๋ฐ์ดํ„ฐ ์ธ์‚ฌ์ดํŠธ ์ถ”๊ฐ€
code_type: "visualization" | "insight"
// ์ตœ์ข… JSON ํŒŒ์ผ์„ ์ƒ์„ฑํ•˜๋Š” ๋ฐ ์‚ฌ์šฉ๋˜๋Š” Python ์ฝ”๋“œ
code: string;
}
```
#### ์ถœ๋ ฅ
`data_visualization tool`์— ์‚ฌ์šฉ๋˜๋Š” ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™”๋ฅผ ์œ„ํ•œ ๊ตฌ์„ฑ ํŒŒ์ผ.
## data_visualization
`visualization_preparation`์˜ ๋‚ด์šฉ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํŠน์ • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™”๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
### ์ž…๋ ฅ
```typescript
{
// ๊ตฌ์„ฑ ํŒŒ์ผ ๊ฒฝ๋กœ
json_path: string;
// ํ˜„์žฌ ๋ชฉ์ , ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ๋˜๋Š” ์ธ์‚ฌ์ดํŠธ ์ฃผ์„ ์ถ”๊ฐ€
tool_type: "visualization" | "insight";
// ์ตœ์ข… ์ œํ’ˆ png ๋˜๋Š” html; html์€ vchart ๋ Œ๋”๋ง ๋ฐ ์ƒํ˜ธ์ž‘์šฉ ์ง€์›
output_type: 'png' | 'html'
// ์–ธ์–ด, ํ˜„์žฌ ์ค‘๊ตญ์–ด ๋ฐ ์˜์–ด ์ง€์›
language: "zh" | "en"
}
```
## VMind ๊ตฌ์„ฑ
### LLM
VMind๋Š” ์ง€๋Šฅํ˜• ์ฐจํŠธ ์ƒ์„ฑ์„ ์œ„ํ•ด LLM ํ˜ธ์ถœ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ๋ณธ์ ์œผ๋กœ `config.llm["default"]` ๊ตฌ์„ฑ์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
### ์ƒ์„ฑ ์„ค์ •
์ฃผ์š” ๊ตฌ์„ฑ์—๋Š” ์ฐจํŠธ ํฌ๊ธฐ, ํ…Œ๋งˆ ๋ฐ ์ƒ์„ฑ ๋ฐฉ๋ฒ•์ด ํฌํ•จ๋ฉ๋‹ˆ๋‹ค.
### ์ƒ์„ฑ ๋ฐฉ๋ฒ•
๊ธฐ๋ณธ๊ฐ’: png. ํ˜„์žฌ LLM์ด ์ปจํ…์ŠคํŠธ์— ๋”ฐ๋ผ `output_type`์„ ์ž๋™์œผ๋กœ ์„ ํƒํ•˜๋Š” ๊ฒƒ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
### ํฌ๊ธฐ
๊ธฐ๋ณธ ํฌ๊ธฐ๋Š” ์ง€์ •๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค. HTML ์ถœ๋ ฅ์˜ ๊ฒฝ์šฐ ์ฐจํŠธ๋Š” ๊ธฐ๋ณธ์ ์œผ๋กœ ์ „์ฒด ํŽ˜์ด์ง€๋ฅผ ์ฑ„์›๋‹ˆ๋‹ค. PNG ์ถœ๋ ฅ์˜ ๊ฒฝ์šฐ ๊ธฐ๋ณธ๊ฐ’์€ `1000*1000`์ž…๋‹ˆ๋‹ค.
### ํ…Œ๋งˆ
๊ธฐ๋ณธ ํ…Œ๋งˆ: `'light'`. VChart๋Š” ์—ฌ๋Ÿฌ ํ…Œ๋งˆ๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค. [ํ…Œ๋งˆ](https://www.visactor.io/vchart/guide/tutorial_docs/Theme/Theme_Extension)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”.
## ํ…Œ์ŠคํŠธ
ํ˜„์žฌ, ์„œ๋กœ ๋‹ค๋ฅธ ๋‚œ์ด๋„์˜