Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions docs/source/ko/_toctree.yml
Original file line number Diff line number Diff line change
Expand Up @@ -34,8 +34,8 @@
title: ๋ฉ€ํ‹ฐ ์—์ด์ „ํŠธ ์‹œ์Šคํ…œ ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ด์…˜
# - local: examples/web_browser
# title: (๋ฒˆ์—ญ์ค‘) Build a web browser agent using vision models
# - local: examples/using_different_models
# title: (๋ฒˆ์—ญ์ค‘) Using different models
- local: examples/using_different_models
title: ๋‹ค์–‘ํ•œ ๋ชจ๋ธ ์‚ฌ์šฉํ•˜๊ธฐ
# - local: examples/plan_customization
# title: "(๋ฒˆ์—ญ์ค‘) Human-in-the-Loop: Customize agent plan interactively"
# - local: examples/async_agent
Expand Down
117 changes: 117 additions & 0 deletions docs/source/ko/examples/using_different_models.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,117 @@
# ๋‹ค์–‘ํ•œ ๋ชจ๋ธ ์‚ฌ์šฉํ•˜๊ธฐ [[using-different-models]]

[[open-in-colab]]

`smolagents`๋Š” ๋‹ค์–‘ํ•œ ํ”„๋กœ๋ฐ”์ด๋”์˜ ์—ฌ๋Ÿฌ ์–ธ์–ด ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ์œ ์—ฐํ•œ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
์ด ๊ฐ€์ด๋“œ๋Š” ์—์ด์ „ํŠธ์™€ ํ•จ๊ป˜ ๋‹ค์–‘ํ•œ ๋ชจ๋ธ ์œ ํ˜•์„ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

## ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ๋ชจ๋ธ ์œ ํ˜• [[available-model-types]]

`smolagents`๋Š” ๊ธฐ๋ณธ์ ์œผ๋กœ ์—ฌ๋Ÿฌ ๋ชจ๋ธ ์œ ํ˜•์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค:
1. [`InferenceClientModel`]: Hugging Face์˜ ์ถ”๋ก  API๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์— ์ ‘๊ทผ
2. [`TransformersModel`]: ๐Ÿค— Transformers ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋กœ์ปฌ์—์„œ ๋ชจ๋ธ ์‹คํ–‰
3. [`VLLMModel`]: ์ตœ์ ํ™”๋œ ์„œ๋น™์œผ๋กœ ๋น ๋ฅธ ์ถ”๋ก ์„ ์œ„ํ•ด vLLM ์‚ฌ์šฉ
4. [`MLXModel`]: MLX๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ Apple Silicon ๋””๋ฐ”์ด์Šค์— ์ตœ์ ํ™”
5. [`LiteLLMModel`]: LiteLLM์„ ํ†ตํ•ด ์ˆ˜๋ฐฑ ๊ฐœ์˜ ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ์— ์ ‘๊ทผ ์ œ๊ณต
6. [`LiteLLMRouterModel`]: ์—ฌ๋Ÿฌ ๋ชจ๋ธ ๊ฐ„์— ์š”์ฒญ์„ ๋ถ„์‚ฐ
7. [`OpenAIServerModel`]: OpenAI ํ˜ธํ™˜ API๋ฅผ ๊ตฌํ˜„ํ•˜๋Š” ๋ชจ๋“  ํ”„๋กœ๋ฐ”์ด๋”์— ์ ‘๊ทผ ์ œ๊ณต
8. [`AzureOpenAIServerModel`]: Azure์˜ OpenAI ์„œ๋น„์Šค ์‚ฌ์šฉ
9. [`AmazonBedrockServerModel`]: AWS Bedrock์˜ API์— ์—ฐ๊ฒฐ

๋ชจ๋“  ๋ชจ๋ธ ํด๋ž˜์Šค๋Š” ์ธ์Šคํ„ด์Šคํ™” ์‹œ์ ์— ์ถ”๊ฐ€ ํ‚ค์›Œ๋“œ ์ธ์ˆ˜๋“ค(`temperature`, `max_tokens`, `top_p` ๋“ฑ)์„ ์ง์ ‘ ์ „๋‹ฌํ•˜๋Š” ๊ฒƒ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
์ด๋Ÿฌํ•œ ๋งค๊ฐœ๋ณ€์ˆ˜๋“ค์€ ์ž๋™์œผ๋กœ ๊ธฐ๋ณธ ๋ชจ๋ธ์˜ ์™„์„ฑ ํ˜ธ์ถœ๋กœ ์ „๋‹ฌ๋˜์–ด, ์ฐฝ์˜์„ฑ, ์‘๋‹ต ๊ธธ์ด, ์ƒ˜ํ”Œ๋ง ์ „๋žต๊ณผ ๊ฐ™์€ ๋ชจ๋ธ ๋™์ž‘์„ ๊ตฌ์„ฑํ•  ์ˆ˜ ์žˆ๊ฒŒ ํ•ด์ค๋‹ˆ๋‹ค.

## Google Gemini ๋ชจ๋ธ ์‚ฌ์šฉํ•˜๊ธฐ [[using-google-gemini-models]]

Google Gemini API ๋ฌธ์„œ(https://ai.google.dev/gemini-api/docs/openai)์—์„œ ์„ค๋ช…ํ•œ ๋ฐ”์™€ ๊ฐ™์ด,
Google์€ Gemini ๋ชจ๋ธ์— ๋Œ€ํ•ด OpenAI ํ˜ธํ™˜ API๋ฅผ ์ œ๊ณตํ•˜๋ฏ€๋กœ, ์ ์ ˆํ•œ ๋ฒ ์ด์Šค URL์„ ์„ค์ •ํ•˜์—ฌ
[`OpenAIServerModel`]์„ Gemini ๋ชจ๋ธ๊ณผ ํ•จ๊ป˜ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋จผ์ €, ํ•„์š”ํ•œ ์˜์กด์„ฑ์„ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค:
```bash
pip install 'smolagents[openai]'
```

๊ทธ๋‹ค์Œ, [Gemini API ํ‚ค๋ฅผ ์–ป๊ณ ](https://ai.google.dev/gemini-api/docs/api-key) ์ฝ”๋“œ์—์„œ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค:
```python
GEMINI_API_KEY = <YOUR-GEMINI-API-KEY>
```

์ด์ œ `OpenAIServerModel` ํด๋ž˜์Šค๋ฅผ ์‚ฌ์šฉํ•˜๊ณ  `api_base` ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ Gemini API ๋ฒ ์ด์Šค URL๋กœ ์„ค์ •ํ•˜์—ฌ
Gemini ๋ชจ๋ธ์„ ์ดˆ๊ธฐํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:
```python
from smolagents import OpenAIServerModel

model = OpenAIServerModel(
model_id="gemini-2.0-flash",
# Google Gemini OpenAI ํ˜ธํ™˜ API ๋ฒ ์ด์Šค URL
api_base="https://generativelanguage.googleapis.com/v1beta/openai/",
api_key=GEMINI_API_KEY,
)
```

## OpenRouter ๋ชจ๋ธ ์‚ฌ์šฉํ•˜๊ธฐ [[using-openrouter-models]]

OpenRouter๋Š” ํ†ตํ•ฉ๋œ OpenAI ํ˜ธํ™˜ API๋ฅผ ํ†ตํ•ด ๋‹ค์–‘ํ•œ ์–ธ์–ด ๋ชจ๋ธ์— ๋Œ€ํ•œ ์ ‘๊ทผ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
์ ์ ˆํ•œ ๋ฒ ์ด์Šค URL์„ ์„ค์ •ํ•˜์—ฌ [`OpenAIServerModel`]์„ ์‚ฌ์šฉํ•ด OpenRouter์— ์—ฐ๊ฒฐํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋จผ์ €, ํ•„์š”ํ•œ ์˜์กด์„ฑ์„ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค:
```bash
pip install 'smolagents[openai]'
```

๊ทธ๋‹ค์Œ, [OpenRouter API ํ‚ค๋ฅผ ์–ป๊ณ ](https://openrouter.ai/keys) ์ฝ”๋“œ์—์„œ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค:
```python
OPENROUTER_API_KEY = <YOUR-OPENROUTER-API-KEY>
```

์ด์ œ `OpenAIServerModel` ํด๋ž˜์Šค๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ OpenRouter์—์„œ ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ๋ชจ๋“  ๋ชจ๋ธ์„ ์ดˆ๊ธฐํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:
```python
from smolagents import OpenAIServerModel

model = OpenAIServerModel(
# OpenRouter์—์„œ ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ๋ชจ๋“  ๋ชจ๋ธ ID๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค
model_id="openai/gpt-4o",
# OpenRouter API ๋ฒ ์ด์Šค URL
api_base="https://openrouter.ai/api/v1",
api_key=OPENROUTER_API_KEY,
)
```

## xAI์˜ Grok ๋ชจ๋ธ ์‚ฌ์šฉํ•˜๊ธฐ [[using-xais-grok-models]]

xAI์˜ Grok ๋ชจ๋ธ์€ [`LiteLLMModel`]์„ ํ†ตํ•ด ์ ‘๊ทผํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

์ผ๋ถ€ ๋ชจ๋ธ("grok-4" ๋ฐ "grok-3-mini" ๋“ฑ)์€ `stop` ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ์ง€์›ํ•˜์ง€ ์•Š์œผ๋ฏ€๋กœ,
API ํ˜ธ์ถœ์—์„œ ์ด๋ฅผ ์ œ์™ธํ•˜๊ธฐ ์œ„ํ•ด `REMOVE_PARAMETER`๋ฅผ ์‚ฌ์šฉํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

๋จผ์ €, ํ•„์š”ํ•œ ์˜์กด์„ฑ์„ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค:
```bash
pip install smolagents[litellm]
```

๊ทธ๋‹ค์Œ, [xAI API ํ‚ค๋ฅผ ์–ป๊ณ ](https://console.x.ai/) ์ฝ”๋“œ์—์„œ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค:
```python
XAI_API_KEY = <YOUR-XAI-API-KEY>
```

์ด์ œ `LiteLLMModel` ํด๋ž˜์Šค๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ Grok ๋ชจ๋ธ์„ ์ดˆ๊ธฐํ™”ํ•˜๊ณ  ํ•ด๋‹น๋˜๋Š” ๊ฒฝ์šฐ `stop` ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ์ œ๊ฑฐํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:
```python
from smolagents import LiteLLMModel, REMOVE_PARAMETER

# Grok-4 ์‚ฌ์šฉ
model = LiteLLMModel(
model_id="xai/grok-4",
api_key=XAI_API_KEY,
stop=REMOVE_PARAMETER, # grok-4 ๋ชจ๋ธ์ด ์ด๋ฅผ ์ง€์›ํ•˜์ง€ ์•Š์œผ๋ฏ€๋กœ stop ๋งค๊ฐœ๋ณ€์ˆ˜ ์ œ๊ฑฐ
temperature=0.7
)

# ๋˜๋Š” Grok-3-mini ์‚ฌ์šฉ
model_mini = LiteLLMModel(
model_id="xai/grok-3-mini",
api_key=XAI_API_KEY,
stop=REMOVE_PARAMETER, # grok-3-mini ๋ชจ๋ธ์ด ์ด๋ฅผ ์ง€์›ํ•˜์ง€ ์•Š์œผ๋ฏ€๋กœ stop ๋งค๊ฐœ๋ณ€์ˆ˜ ์ œ๊ฑฐ
max_tokens=1000
)
```