13274243a0
Keep K3 suite selection and report-schema scoring in bash, merge K3/vision dataset_args into dpv4 yamls, and pin EvalScope at 735d920ee911 with local patches. Co-authored-by: Cursor <cursoragent@cursor.com>
134 lines
3.6 KiB
Markdown
134 lines
3.6 KiB
Markdown
# MiniWoB
|
||
|
||
|
||
## 概述
|
||
|
||
MiniWoB 用于评估多模态智能体是否能够完成简短的浏览器任务，例如点击按钮、填写表单、滚动页面以及拖拽元素。
|
||
|
||
## 任务描述
|
||
|
||
- **任务类型**：交互式浏览器任务
|
||
- **输入**：任务目标、无障碍树（accessibility tree）和屏幕截图
|
||
- **输出**：通过函数调用选择的浏览器操作
|
||
- **数据集**：125 个 MiniWoB 任务
|
||
- **指标**：任务完成率（`success_rate`）和环境错误率（`error_rate`）
|
||
|
||
## 评估说明
|
||
|
||
- 默认运行对每个任务评估一个确定性回合（episode）。
|
||
- 设置 `repeats=5` 可启用五回合评估计划。
|
||
- 每个回合默认最多允许 10 次模型/工具交互。
|
||
- 模型必须支持图像输入和函数调用。
|
||
- 安装与示例请参阅 [MiniWoB 使用指南](../third_party/miniwob.html)。
|
||
|
||
## 属性
|
||
|
||
| 属性 | 值 |
|
||
|----------|-------|
|
||
| **基准测试名称** | `miniwob` |
|
||
| **数据集 ID** | [BrowserGym](https://github.com/ServiceNow/BrowserGym) |
|
||
| **论文** | N/A |
|
||
| **标签** | `Agent`, `FunctionCalling`, `MultiModal`, `MultiTurn` |
|
||
| **指标** | `success_rate`, `error_rate` |
|
||
| **默认提示方式** | 0-shot |
|
||
| **评估划分** | `test` |
|
||
|
||
|
||
## 数据统计
|
||
|
||
| 指标 | 值 |
|
||
|--------|-------|
|
||
| 总样本数 | 125 |
|
||
| 提示词长度（平均） | 77 字符 |
|
||
| 提示词长度（最小/最大） | 77 / 77 字符 |
|
||
|
||
## 样例示例
|
||
|
||
**子集**: `default`
|
||
|
||
```json
|
||
{
|
||
"input": [
|
||
{
|
||
"id": "4b7219db",
|
||
"content": "The task goal and browser observation are supplied when the episode is reset."
|
||
}
|
||
],
|
||
"target": "1",
|
||
"id": 0,
|
||
"group_id": 0,
|
||
"tools": [
|
||
{
|
||
"name": "browser_action",
|
||
"description": "Execute exactly one BrowserGym MiniWoB action. Supported signatures: noop(wait_ms=1000), mouse_move(x, y), mouse_click(x, y, button=\"left\"), mouse_dblclick(x, y, button=\"left\"), mouse_down(x, y, button=\"left\"), mouse_up(x, y, button=\"left\"), ... [TRUNCATED 44 chars] ... \"left\"), keyboard_press(key), keyboard_type(text), fill(bid, value). click accepts a string BID, for example click(\"13\"); use mouse_click(x, y) for visual targets. Coordinates are absolute screenshot pixels, not normalized 0-1000 coordinates.",
|
||
"parameters": {
|
||
"properties": {
|
||
"action": {
|
||
"type": "string",
|
||
"description": "One BrowserGym function-call expression."
|
||
}
|
||
},
|
||
"required": [
|
||
"action"
|
||
]
|
||
}
|
||
}
|
||
],
|
||
"metadata": {
|
||
"task_name": "miniwob.ascending-numbers",
|
||
"miniwob_category": "hidden test",
|
||
"comment": "",
|
||
"webgum_subset": "False",
|
||
"similarity_group": "0",
|
||
"browsergym_split": "test",
|
||
"task_id": "miniwob.ascending-numbers",
|
||
"seed": 1608637542,
|
||
"repeat": 0
|
||
}
|
||
}
|
||
```
|
||
|
||
*注：部分内容因显示需要已被截断。*
|
||
|
||
## 提示模板
|
||
|
||
**提示模板：**
|
||
```text
|
||
{question}
|
||
```
|
||
|
||
## 使用方法
|
||
|
||
### 使用 CLI
|
||
|
||
```bash
|
||
evalscope eval \
|
||
--model YOUR_MODEL \
|
||
--api-url OPENAI_API_COMPAT_URL \
|
||
--api-key EMPTY_TOKEN \
|
||
--datasets miniwob \
|
||
--agent-config '{"mode":"native","strategy":"function_calling","max_steps":10}' \
|
||
--limit 10 # 正式评估时请删除此行
|
||
```
|
||
|
||
### 使用 Python
|
||
|
||
```python
|
||
from evalscope import TaskConfig, run_task
|
||
from evalscope.api.agent import NativeAgentConfig
|
||
|
||
task_cfg = TaskConfig(
|
||
model='YOUR_MODEL',
|
||
api_url='OPENAI_API_COMPAT_URL',
|
||
api_key='EMPTY_TOKEN',
|
||
datasets=['miniwob'],
|
||
agent_config=NativeAgentConfig(
|
||
strategy='function_calling',
|
||
max_steps=10,
|
||
),
|
||
limit=10, # 正式评估时请删除此行
|
||
)
|
||
|
||
run_task(task_cfg=task_cfg)
|
||
```
|