{% endstep %}
{% step %}
**Unsloth でトレーニングを開始**
初めての場合は、ステップバイステップの [ファインチューニングガイド](/docs/jp/meru/fine-tuning-llms-guide.md), [RL ガイド](/docs/jp/meru/reinforcement-learning-rl-guide.md) に従うか、用意済みの [ノートブック](/docs/jp/meru/unsloth-notebooks.md).
{% endstep %}
{% endstepper %}
#### 📂 コンテナ構成
* `/workspace/work/` — マウントされた作業ディレクトリ
* `/workspace/unsloth-notebooks/` — ファインチューニングのサンプルノートブック
* `/home/unsloth/` — ユーザーのホームディレクトリ
### 📖 使用例
#### 完全な例
```bash
docker run -d -e JUPYTER_PORT=8000 \
-e JUPYTER_PASSWORD="mypassword" \
-e "SSH_KEY=$(cat ~/.ssh/container_key.pub)" \
-e USER_PASSWORD="unsloth2024" \
-p 8000:8000 -p 2222:22 \
-v $(pwd)/work:/workspace/work \
--gpus all \
unsloth/unsloth
```
#### SSH キーの設定
SSH キーペアがない場合:
```bash
# 新しいキーペアを生成
ssh-keygen -t rsa -b 4096 -f ~/.ssh/container_key
# docker run で公開鍵を使用
-e "SSH_KEY=$(cat ~/.ssh/container_key.pub)"
# SSH 経由で接続
ssh -i ~/.ssh/container_key -p 2222 unsloth@localhost
```
### ⚙️ 詳細設定
| 変数 | 説明 | 既定 |
| ------------------ | --------------------------- | --------- |
| `JUPYTER_PASSWORD` | Jupyter Lab のパスワード | `unsloth` |
| `JUPYTER_PORT` | コンテナ内の Jupyter Lab ポート | `8888` |
| `SSH_KEY` | 認証用の SSH 公開鍵 | `なし` |
| `USER_PASSWORD` | のパスワード `unsloth` ユーザー（sudo） | `unsloth` |
```bash
-p :
```
* Jupyter Lab: `-p 8000:8888`
* SSH アクセス: `-p 2222:22`
{% hint style="warning" %}
**重要**: コンテナの実行間で作業を保持するには、ボリュームマウントを使用してください。
{% endhint %}
```bash
-v :
```
```bash
docker run -d -e JUPYTER_PORT=8000 \
-e JUPYTER_PASSWORD="mypassword" \
-e "SSH_KEY=$(cat ~/.ssh/container_key.pub)" \
-e USER_PASSWORD="unsloth2024" \
-p 8000:8000 -p 2222:22 \
-v $(pwd)/work:/workspace/work \
--gpus all \
unsloth/unsloth
```
### **🔒 セキュリティに関する注意**
* コンテナはデフォルトで root 以外の `unsloth` ユーザーとして実行されます
* 次を使います: `USER_PASSWORD` コンテナ内での sudo 操作用
* SSH アクセスには公開鍵認証が必要です
---
# Agent Instructions
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```
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