> Discover all available pages from the documentation index: https://mastra.zisheng.pro/zh-TW/llms.txt

# ![submodel 標誌](https://models.dev/logos/submodel.svg)submodel

透過 Mastra 的模型路由器存取 9 個 submodel 模型。系統會自動使用 `SUBMODEL_INSTAGEN_ACCESS_KEY` 環境變數完成身分驗證。

如需進一步了解，請參閱[submodel 文件](https://submodel.gitbook.io)。

```bash
SUBMODEL_INSTAGEN_ACCESS_KEY=your-api-key
```

```typescript
import { Agent } from '@mastra/core/agent'

const agent = new Agent({
  id: 'my-agent',
  name: 'My Agent',
  instructions: 'You are a helpful assistant',
  model: 'submodel/Qwen/Qwen3-235B-A22B-Instruct-2507',
})

// Generate a response
const response = await agent.generate('Hello!')

// Stream a response
const stream = await agent.stream('Tell me a story')
for await (const chunk of stream) {
  console.log(chunk)
}
```

> **資訊:** Mastra 使用與 OpenAI 相容的 `/chat/completions` endpoint。部分 Provider 特有功能可能無法使用，詳情請參閱[submodel 文件](https://submodel.gitbook.io)。

## 模型

| Model                                              | Context | Tools | Reasoning | Image | Audio | Video | Input $/1M | Output $/1M |
| -------------------------------------------------- | ------- | ----- | --------- | ----- | ----- | ----- | ---------- | ----------- |
| `submodel/deepseek-ai/DeepSeek-R1-0528`            | 75K     |       |           |       |       |       | $0.50      | $2          |
| `submodel/deepseek-ai/DeepSeek-V3-0324`            | 75K     |       |           |       |       |       | $0.20      | $0.80       |
| `submodel/deepseek-ai/DeepSeek-V3.1`               | 75K     |       |           |       |       |       | $0.20      | $0.80       |
| `submodel/openai/gpt-oss-120b`                     | 131K    |       |           |       |       |       | $0.10      | $0.50       |
| `submodel/Qwen/Qwen3-235B-A22B-Instruct-2507`      | 262K    |       |           |       |       |       | $0.20      | $0.30       |
| `submodel/Qwen/Qwen3-235B-A22B-Thinking-2507`      | 262K    |       |           |       |       |       | $0.20      | $0.60       |
| `submodel/Qwen/Qwen3-Coder-480B-A35B-Instruct-FP8` | 262K    |       |           |       |       |       | $0.20      | $0.80       |
| `submodel/zai-org/GLM-4.5-Air`                     | 131K    |       |           |       |       |       | $0.10      | $0.50       |
| `submodel/zai-org/GLM-4.5-FP8`                     | 131K    |       |           |       |       |       | $0.20      | $0.80       |

## 進階設定

### 自訂標頭

```typescript
const agent = new Agent({
  id: 'custom-agent',
  name: 'custom-agent',
  model: {
    url: 'https://llm.submodel.ai/v1',
    id: 'submodel/Qwen/Qwen3-235B-A22B-Instruct-2507',
    apiKey: process.env.SUBMODEL_INSTAGEN_ACCESS_KEY,
    headers: {
      'X-Custom-Header': 'value',
    },
  },
})
```

### 動態選擇模型

```typescript
const agent = new Agent({
  id: 'dynamic-agent',
  name: 'Dynamic Agent',
  model: ({ requestContext }) => {
    const useAdvanced = requestContext.task === 'complex'
    return useAdvanced
      ? 'submodel/zai-org/GLM-4.5-FP8'
      : 'submodel/Qwen/Qwen3-235B-A22B-Instruct-2507'
  },
})
```