GUI-Plus 模型基于屏幕截图和自然语言指令解析用户意图,转换为标准化的 GUI 操作
GUI-Plus 可基于屏幕截图和自然语言指令来解析用户意图,并转换为标准化的图像用户界面(GUI)操作(如点击、输入、滚动等),供外部系统决策或执行。相较于千问 VL 系列模型,提升了 GUI 操作的准确性。
关于模型的计费、上下文长度等详细信息,请参见模型市场。
以上系统提示词要求模型:
GUI模型的多轮对话的
GUI-Plus 模型的服务部署范围仅支持中国内地。
支持的模型
| 模型名称 | 支持的模式 |
|---|---|
| gui-plus | 非思考模式 |
| gui-plus-2026-02-26 | 思考模式、非思考模式 |
gui-plus-2026-02-26 模型能力全面升级,支持思考与非思考模式,相较于 gui-plus 模型,gui-plus-2026-02-26 在处理跨平台、多 APP 任务的效果上得到大幅提升。推荐优先使用该模型。快速开始
本节将演示如何快速发起 GUI-Plus 模型调用,获取执行 GUI 任务的指令。关于如何将指令转换为实际的 GUI 操作并执行,请参阅后文的如何使用章节。如需快速体验模型效果,可进行在线试用。前提条件
- 需要已配置 API Key 并将 API Key 配置到环境变量。
- 如果通过 SDK 进行调用,需安装最新版 SDK。
推荐 System Prompt
System Prompt 可定义模型角色、能力和输出规范等,推荐 gui-plus-2026-02-26 模型使用以下系统提示词,否则会影响模型输出结果。
gui-plus 和 gui-plus-2026-02-26 的系统提示词不可共用,gui-plus 的系统提示词请参见GUI-Plus 模型推荐提示词。复制
"""# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "computer_use", "description": "Use a mouse and keyboard to interact with a computer, and take screenshots.\\n* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\\n* The screen's resolution is 1000x1000.\\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\\n* `key`: Performs key down presses on the arguments passed in order, then performs key releases in reverse order.\\n* `type`: Type a string of text on the keyboard.\\n* `mouse_move`: Move the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `left_click`: Click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `left_click_drag`: Click and drag the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `right_click`: Click the right mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `middle_click`: Click the middle mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `double_click`: Double-click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `triple_click`: Triple-click the left mouse button at a specified (x, y) pixel coordinate on the screen (simulated as double-click since it's the closest action).\\n* `scroll`: Performs a scroll of the mouse scroll wheel.\\n* `hscroll`: Performs a horizontal scroll (mapped to regular scroll).\\n* `wait`: Wait specified seconds for the change to happen.\\n* `terminate`: Terminate the current task and report its completion status.\\n* `answer`: Answer a question.\\n* `interact`: Resolve the blocking window by interacting with the user.", "enum": ["key", "type", "mouse_move", "left_click", "left_click_drag", "right_click", "middle_click", "double_click", "triple_click", "scroll", "hscroll", "wait", "terminate", "answer", "interact"], "type": "string"}, "keys": {"description": "Required only by `action=key`.", "type": "array"}, "text": {"description": "Required only by `action=type`, `action=answer` and `action=interact`.", "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=mouse_move` and `action=left_click_drag`.", "type": "array"}, "pixels": {"description": "The amount of scrolling to perform. Positive values scroll up, negative values scroll down. Required only by `action=scroll` and `action=hscroll`.", "type": "number"}, "time": {"description": "The seconds to wait. Required only by `action=wait`.", "type": "number"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call."""
快速调用示例
复制
import os
from openai import OpenAI
system_prompt = """# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "computer_use", "description": "Use a mouse and keyboard to interact with a computer, and take screenshots.\\n* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\\n* The screen's resolution is 1000x1000.\\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\\n* `key`: Performs key down presses on the arguments passed in order, then performs key releases in reverse order.\\n* `type`: Type a string of text on the keyboard.\\n* `mouse_move`: Move the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `left_click`: Click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `left_click_drag`: Click and drag the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `right_click`: Click the right mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `middle_click`: Click the middle mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `double_click`: Double-click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `triple_click`: Triple-click the left mouse button at a specified (x, y) pixel coordinate on the screen (simulated as double-click since it's the closest action).\\n* `scroll`: Performs a scroll of the mouse scroll wheel.\\n* `hscroll`: Performs a horizontal scroll (mapped to regular scroll).\\n* `wait`: Wait specified seconds for the change to happen.\\n* `terminate`: Terminate the current task and report its completion status.\\n* `answer`: Answer a question.\\n* `interact`: Resolve the blocking window by interacting with the user.", "enum": ["key", "type", "mouse_move", "left_click", "left_click_drag", "right_click", "middle_click", "double_click", "triple_click", "scroll", "hscroll", "wait", "terminate", "answer", "interact"], "type": "string"}, "keys": {"description": "Required only by `action=key`.", "type": "array"}, "text": {"description": "Required only by `action=type`, `action=answer` and `action=interact`.", "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=mouse_move` and `action=left_click_drag`.", "type": "array"}, "pixels": {"description": "The amount of scrolling to perform. Positive values scroll up, negative values scroll down. Required only by `action=scroll` and `action=hscroll`.", "type": "number"}, "time": {"description": "The seconds to wait. Required only by `action=wait`.", "type": "number"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call."""
messages = [
{
"role": "system",
"content": system_prompt
},
{
"role": "user",
"content": [
{"type": "image_url", "image_url": {"url": "https://img.alicdn.com/imgextra/i2/O1CN016iJ8ob1C3xP1s2M6z_!!6000000000026-2-tps-3008-1758.png"}},
{"type": "text", "text": "帮我打开浏览器"}
]
}
]
client = OpenAI(
api_key=os.getenv("DASHSCOPE_API_KEY"),
base_url="https://dashscope.aliyuncs.com/compatible-mode/v1",
)
completion = client.chat.completions.create(
model="gui-plus-2026-02-26",
messages=messages,
extra_body={"vl_high_resolution_images": True}
)
print(completion.choices[0].message.content)
OpenAI 兼容返回结果
OpenAI 兼容返回结果
复制
{
"choices": [
{
"message": {
"content": "<tool_call>\n{\"name\": \"computer_use\", \"arguments\": {\"action\": \"left_click\", \"coordinate\": [2530, 314]}}\n</tool_call>",
"role": "assistant"
},
"finish_reason": "stop",
"index": 0,
"logprobs": null
}
],
"object": "chat.completion",
"usage": {
"prompt_tokens": 7750,
"completion_tokens": 36,
"total_tokens": 7786,
"prompt_tokens_details": {
"image_tokens": 6743,
"text_tokens": 1007
},
"completion_tokens_details": {
"text_tokens": 36
}
},
"created": 1773133741,
"system_fingerprint": null,
"model": "gui-plus",
"id": "chatcmpl-8b375016-abb8-9791-856c-74b2825c22d5"
}
复制
import os
import dashscope
system_prompt = """# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "computer_use", "description": "Use a mouse and keyboard to interact with a computer, and take screenshots.\\n* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\\n* The screen's resolution is 1000x1000.\\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\\n* `key`: Performs key down presses on the arguments passed in order, then performs key releases in reverse order.\\n* `type`: Type a string of text on the keyboard.\\n* `mouse_move`: Move the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `left_click`: Click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `left_click_drag`: Click and drag the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `right_click`: Click the right mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `middle_click`: Click the middle mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `double_click`: Double-click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `triple_click`: Triple-click the left mouse button at a specified (x, y) pixel coordinate on the screen (simulated as double-click since it's the closest action).\\n* `scroll`: Performs a scroll of the mouse scroll wheel.\\n* `hscroll`: Performs a horizontal scroll (mapped to regular scroll).\\n* `wait`: Wait specified seconds for the change to happen.\\n* `terminate`: Terminate the current task and report its completion status.\\n* `answer`: Answer a question.\\n* `interact`: Resolve the blocking window by interacting with the user.", "enum": ["key", "type", "mouse_move", "left_click", "left_click_drag", "right_click", "middle_click", "double_click", "triple_click", "scroll", "hscroll", "wait", "terminate", "answer", "interact"], "type": "string"}, "keys": {"description": "Required only by `action=key`.", "type": "array"}, "text": {"description": "Required only by `action=type`, `action=answer` and `action=interact`.", "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=mouse_move` and `action=left_click_drag`.", "type": "array"}, "pixels": {"description": "The amount of scrolling to perform. Positive values scroll up, negative values scroll down. Required only by `action=scroll` and `action=hscroll`.", "type": "number"}, "time": {"description": "The seconds to wait. Required only by `action=wait`.", "type": "number"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call."""
messages = [
{
"role": "system",
"content": system_prompt
},
{
"role": "user",
"content": [
{"image": "https://img.alicdn.com/imgextra/i2/O1CN016iJ8ob1C3xP1s2M6z_!!6000000000026-2-tps-3008-1758.png"},
{"text": "帮我打开浏览器。"}]
}]
response = dashscope.MultiModalConversation.call(
api_key=os.getenv('DASHSCOPE_API_KEY'),
model='gui-plus-2026-02-26',
messages=messages,
vl_high_resolution_images=True
)
print(response.output.choices[0].message.content[0]["text"])
DashScope 返回结果
DashScope 返回结果
复制
{
"output": {
"choices": [
{
"finish_reason": "stop",
"message": {
"content": [
{
"text": "<tool_call>\n{\"name\": \"computer_use\", \"arguments\": {\"action\": \"left_click\", \"coordinate\": [2530, 314]}}\n</tool_call>"
}
],
"role": "assistant"
}
}
]
},
"usage": {
"image_tokens": 6743,
"input_tokens": 7750,
"input_tokens_details": {
"image_tokens": 6743,
"text_tokens": 1007
},
"output_tokens": 36,
"output_tokens_details": {
"text_tokens": 36
},
"total_tokens": 7786
},
"request_id": "6821285d-e40f-4bca-903f-69f220e3c948"
}
如何使用
电脑 GUI 任务
本示例适用于
Windows 操作系统,若在 Mac/Linux 环境下,需修改 ComputerTools 类中的系统命令。步骤1. 构造 System Prompt
复制
system_prompt = """# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "computer_use", "description": "Use a mouse and keyboard to interact with a computer, and take screenshots.\\n* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\\n* The screen's resolution is 1000x1000.\\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\\n* `key`: Performs key down presses on the arguments passed in order, then performs key releases in reverse order.\\n* `type`: Type a string of text on the keyboard.\\n* `mouse_move`: Move the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `left_click`: Click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `left_click_drag`: Click and drag the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `right_click`: Click the right mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `middle_click`: Click the middle mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `double_click`: Double-click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `triple_click`: Triple-click the left mouse button at a specified (x, y) pixel coordinate on the screen (simulated as double-click since it's the closest action).\\n* `scroll`: Performs a scroll of the mouse scroll wheel.\\n* `hscroll`: Performs a horizontal scroll (mapped to regular scroll).\\n* `wait`: Wait specified seconds for the change to happen.\\n* `terminate`: Terminate the current task and report its completion status.\\n* `answer`: Answer a question.\\n* `interact`: Resolve the blocking window by interacting with the user.", "enum": ["key", "type", "mouse_move", "left_click", "left_click_drag", "right_click", "middle_click", "double_click", "triple_click", "scroll", "hscroll", "wait", "terminate", "answer", "interact"], "type": "string"}, "keys": {"description": "Required only by `action=key`.", "type": "array"}, "text": {"description": "Required only by `action=type`, `action=answer` and `action=interact`.", "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=mouse_move` and `action=left_click_drag`.", "type": "array"}, "pixels": {"description": "The amount of scrolling to perform. Positive values scroll up, negative values scroll down. Required only by `action=scroll` and `action=hscroll`.", "type": "number"}, "time": {"description": "The seconds to wait. Required only by `action=wait`.", "type": "number"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call."""
- 假设屏幕分辨率为 1000x1000(归一化坐标系)
- 输出格式严格:先输出动作(
Action)的描述,然后输出 ``` - 支持的操作类型:点击、拖拽、输入、滚动、按键等
步骤2. 构造多轮对话消息
在 GUI 自动化任务中,模型需要基于历史操作上下文做出决策。为了让模型理解当前任务进度并生成合理的下一步操作,模型采用以下策略构造多轮对话消息:- 仅保留最近 N 轮(默认 4 轮)的完整对话(截图 + 模型输出),避免模型上下文过长导致的性能下降
- 对更早的历史操作,仅保留文本摘要(模型输出的动作(
Action)部分),不包含截图,节省 token 消耗
复制
def get_messages(image, instruction, history_output, model_name, system_prompt):
"""
构造多轮对话消息
参数:
image: 当前截图路径
instruction: 用户指令
history_output: 历史对话记录 [{"output": "...", "image": "..."}]
model_name: 模型名称
"""
history_n = 4 # 保留最近4轮历史
current_step = len(history_output)
# 构造历史操作摘要
history_start_idx = max(0, current_step - history_n)
previous_actions = []
for i in range(history_start_idx):
if i < len(history_output):
history_output_str = history_output[i]['output']
if 'Action:' in history_output_str and '<tool_call>':
history_output_str = history_output_str.split('Action:')[1].split('<tool_call>')[0].strip()
previous_actions.append(f"Step {i + 1}: {history_output_str}")
previous_actions_str = "\\n".join(previous_actions) if previous_actions else "None"
instruction_prompt = f"""
Please generate the next move according to the UI screenshot, instruction and previous actions.
Instruction: {instruction}
Previous actions:
{previous_actions_str}"""
# 构造 messages 数组
messages = [
{
"role": "system",
"content": [{"text": system_prompt}],
}
]
history_len = min(history_n, len(history_output))
if history_len > 0:
# 添加历史对话
for history_id, history_item in enumerate(history_output[-history_n:], 0):
if history_id == 0:
messages.append({
"role": "user",
"content": [
{"text": instruction_prompt},
{"image": "file://" + history_item['image']}
]
})
else:
messages.append({
"role": "user",
"content": [{"image": "file://" + history_item['image']}]
})
messages.append({
"role": "assistant",
"content": [{"text": history_item['output']}],
})
# 添加当前截图
messages.append({
"role": "user",
"content": [{"image": "file://" + image}]
})
else:
# 首轮对话
messages.append({
"role": "user",
"content": [
{"text": instruction_prompt},
{"image": "file://" + image}
]
})
return messages
message数组示例如下(以7轮对话为例)
复制
model_input
[{
"role": "system",
"content": [{
"text": "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name_for_human\": \"mobile_use\", \"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an interface to a mobile device with touchscreen. You can perform actions like clicking, typing, swiping, etc.\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions.\n* The screen's resolution is 1000x1000.\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.\", \"parameters\": {\"properties\": {\"action\": {\"description\": \"The action to perform. The available actions are:\n* `key`: Perform a key event on the mobile device.\n - This supports adb's `keyevent` syntax.\n - Examples: \"volume_up\", \"volume_down\", \"power\", \"camera\", \"clear\".\n* `click`: Click the point on the screen with coordinate (x, y).\n* `long_press`: Press the point on the screen with coordinate (x, y) for specified seconds.\n* `swipe`: Swipe from the starting point with coordinate (x, y) to the end point with coordinates2 (x2, y2).\n* `type`: Input the specified text into the activated input box.\n* `system_button`: Press the system button.\n* `open`: Open an app on the device.\n* `wait`: Wait specified seconds for the change to happen.\n* `answer`: Terminate the current task and output the answer.\n* `interact`: Resolve the blocking window by interacting with the user.\n* `terminate`: Terminate the current task and report its completion status.\", \"enum\": [\"key\", \"click\", \"long_press\", \"swipe\", \"type\", \"system_button\", \"open\", \"wait\", \"answer\", \"interact\", \"terminate\"], \"type\": \"string\"}, \"coordinate\": {\"description\": \"(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=click`, `action=long_press`, and `action=swipe`.\", \"type\": \"array\"}, \"coordinate2\": {\"description\": \"(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=swipe`.\", \"type\": \"array\"}, \"text\": {\"description\": \"Required only by `action=key`, `action=type`, `action=open`, `action=answer`,and `action=interact`.\", \"type\": \"string\"}, \"time\": {\"description\": \"The seconds to wait. Required only by `action=long_press` and `action=wait`.\", \"type\": \"number\"}, \"button\": {\"description\": \"Back means returning to the previous interface, Home means returning to the desktop, Menu means opening the application background menu, and Enter means pressing the enter. Required only by `action=system_button`\", \"enum\": [\"Back\", \"Home\", \"Menu\", \"Enter\"], \"type\": \"string\"}, \"status\": {\"description\": \"The status of the task. Required only by `action=terminate`.\", \"type\": \"string\", \"enum\": [\"success\", \"failure\"]}}, \"required\": [\"action\"], \"type\": \"object\"}, \"args_format\": \"Format the arguments as a JSON object.\"}}\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call>\n\n# Response format\n\nResponse format for every step:\n1) Action: a short imperative describing what to do in the UI.\n2) A single <tool_call>...</tool_call> block containing only the JSON: {\"name\": <function-name>, \"arguments\": <args-json-object>}.\n\nRules:\n- Output exactly in the order: Action, <tool_call>.\n- Be brief: one for Action.\n- Do not output anything else outside those two parts.\n- If finishing, use action=terminate in the tool call."
}]
}, {
"role": "user",
"content": [{
"text": "\nPlease generate the next move according to the UI screenshot, instruction and previous actions.\n\nInstruction: 帮我在携程搜一下今天济南喜来登酒店的价格\n\nPrevious actions:\nStep 1: 点击携程旅行应用图标以启动携程旅行预订应用程序。\nStep 2: 等待促销启动画面自动过渡到携程主应用界面。"
}, {
"image": "http://nlp-mobile-agent.oss-cn-zhangjiakou.aliyuncs.com/computer-use%2Fscreenshot%2Fscreenshot_a84122ac_853a630315784b64988492c9c07b5534.png"
}]
}, {
"role": "assistant",
"content": [{
"text": "Action: 点击应用更新通知弹窗右上角的关闭按钮(X图标)以将其关闭。\n<tool_call>\n{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [789, 280]}}\n</tool_call>"
}]
}, {
"role": "user",
"content": [{
"image": "http://nlp-mobile-agent.oss-cn-zhangjiakou.aliyuncs.com/computer-use%2Fscreenshot%2Fscreenshot_6010a769_089b9b35b1904913bd5df492563b02b9.png"
}]
}, {
"role": "assistant",
"content": [{
"text": "Action: 点击搜索栏中的“济南的酒店”文本区域,以激活搜索输入框并准备修改搜索词。\n<tool_call>\n{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [112, 134]}}\n</tool_call>"
}]
}, {
"role": "user",
"content": [{
"image": "http://nlp-mobile-agent.oss-cn-zhangjiakou.aliyuncs.com/computer-use%2Fscreenshot%2Fscreenshot_47446db4_fd4a5022002c4db99f110d5c7261fea2.png"
}]
}, {
"role": "assistant",
"content": [{
"text": "Action: 点击显示“厦门”的位置字段,将搜索位置从厦门更改为济南。\n<tool_call>\n{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [156, 347]}}\n</tool_call>"
}]
}, {
"role": "user",
"content": [{
"image": "http://nlp-mobile-agent.oss-cn-zhangjiakou.aliyuncs.com/computer-use%2Fscreenshot%2Fscreenshot_3832132c_8c55861c1716467e802a3554402f3580.png"
}]
}, {
"role": "assistant",
"content": [{
"text": "Action: 在搜索输入框中键入“济南”,以指定酒店搜索的城市位置。\n<tool_call>\n{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"type\", \"text\": \"济南\"}}\n</tool_call>"
}]
}, {
"role": "user",
"content": [{
"image": "http://nlp-mobile-agent.oss-cn-zhangjiakou.aliyuncs.com/computer-use%2Fscreenshot%2Fscreenshot_ff247bac_39c3e20be32c4baf8677a2b6b61bc021.png"
}]
}]
步骤3. 解析模型输出
由于模型在处理图像时会进行内部缩放,其返回的坐标是基于缩放后图像的归一化坐标。为在原图上准确执行 GUI 操作,需要进行坐标映射。- 提取 Tool Call 字段
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import re
import json
def extract_tool_calls(text):
"""
从模型输出中提取所有 <tool_call> 块
参数:
text: 模型返回的文本
返回:
actions: 解析后的操作列表
"""
pattern = re.compile(r'<tool_call>(.*?)</tool_call>', re.DOTALL | re.IGNORECASE)
blocks = pattern.findall(text)
actions = []
for blk in blocks:
blk = blk.strip()
try:
actions.append(json.loads(blk))
except json.JSONDecodeError as e:
print(f'解析失败: {e} | 片段: {blk[:80]}...')
return actions
- 坐标映射函数
复制
import math
from PIL import Image
def smart_resize(height, width, factor=32, min_pixels=32*32*4, max_pixels=32*32*1280, max_long_side=8192):
"""
计算模型内部缩放后的图像尺寸
参数:
height: 原始图像高度
width: 原始图像宽度
factor: 分辨率因子(固定为 16)
min_pixels: 最小像素值
max_pixels: 最大像素值
max_long_side: 最长边限制
返回:
(h_bar, w_bar): 缩放后的高度和宽度
"""
def round_by_factor(number, factor):
return round(number / factor) * factor
def ceil_by_factor(number, factor):
return math.ceil(number / factor) * factor
def floor_by_factor(number, factor):
return math.floor(number / factor) * factor
if height < 2 or width < 2:
raise ValueError(f"height:{height} or width:{width} must be larger than factor:{factor}")
elif max(height, width) / min(height, width) > 200:
raise ValueError(f"absolute aspect ratio must be smaller than 200, got {height} / {width}")
# 限制最长边
if max(height, width) > max_long_side:
beta = max(height, width) / max_long_side
height, width = int(height / beta), int(width / beta)
# 计算缩放后的尺寸
h_bar = round_by_factor(height, factor)
w_bar = round_by_factor(width, factor)
if h_bar * w_bar > max_pixels:
beta = math.sqrt((height * width) / max_pixels)
h_bar = floor_by_factor(height / beta, factor)
w_bar = floor_by_factor(width / beta, factor)
elif h_bar * w_bar < min_pixels:
beta = math.sqrt(min_pixels / (height * width))
h_bar = ceil_by_factor(height * beta, factor)
w_bar = ceil_by_factor(width * beta, factor)
return h_bar, w_bar
步骤4. 执行GUI操作
解析动作指令后,接下来演示如何使用pyautogui库模拟用户的鼠标点击、键盘输入、滚动等物理 GUI 操作。
复制
import pyautogui
import pyperclip
import time
from PIL import Image
import os
class ComputerTools:
"""电脑端 GUI 操作工具类"""
def __init__(self):
self.image_info = None
def load_image_info(self, path):
"""加载图像尺寸信息"""
width, height = Image.open(path).size
self.image_info = (width, height)
def get_screenshot(self, image_path, retry_times=3):
"""获取桌面截图"""
if os.path.exists(image_path):
os.remove(image_path)
for i in range(retry_times):
screenshot = pyautogui.screenshot()
screenshot.save(image_path)
if os.path.exists(image_path):
self.load_image_info(image_path)
return True
else:
time.sleep(0.1)
return False
def reset(self):
"""显示桌面"""
pyautogui.hotkey('win', 'd')
def press_key(self, keys):
"""按键操作"""
if isinstance(keys, list):
cleaned_keys = []
for key in keys:
if isinstance(key, str):
# 处理键名格式
if key.startswith("keys=["):
key = key[6:]
if key.endswith("]"):
key = key[:-1]
if key.startswith("['") or key.startswith('["'):
key = key[2:] if len(key) > 2 else key
if key.endswith("']") or key.endswith('"]'):
key = key[:-2] if len(key) > 2 else key
key = key.strip()
# 转换键名
key_map = {
"arrowleft": "left",
"arrowright": "right",
"arrowup": "up",
"arrowdown": "down"
}
key = key_map.get(key, key)
cleaned_keys.append(key)
else:
cleaned_keys.append(key)
keys = cleaned_keys
else:
keys = [keys]
if len(keys) > 1:
pyautogui.hotkey(*keys)
else:
pyautogui.press(keys[0])
def type(self, text):
"""输入文本(使用剪贴板方式支持中文)"""
pyperclip.copy(text)
pyautogui.keyDown('ctrl')
pyautogui.keyDown('v')
pyautogui.keyUp('v')
pyautogui.keyUp('ctrl')
def mouse_move(self, x, y):
"""移动鼠标到指定坐标"""
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.moveTo(x, y)
def left_click(self, x, y):
"""左键点击"""
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.click()
def left_click_drag(self, x, y):
"""从当前位置拖拽到指定坐标"""
pyautogui.dragTo(x, y, duration=0.5)
pyautogui.moveTo(x, y)
def right_click(self, x, y):
"""右键点击"""
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.rightClick()
def middle_click(self, x, y):
"""中键点击"""
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.middleClick()
def double_click(self, x, y):
"""双击"""
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.doubleClick()
def triple_click(self, x, y):
"""三击"""
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.tripleClick()
def scroll(self, pixels):
"""滚轮滚动"""
pyautogui.scroll(pixels)
步骤5. 完整自动化流程
将以上所有步骤整合到一个完整的自动化流程中,循环执行截图 模型推理 执行GUI操作,直到任务完成。
复制
import os
import dashscope
import time
def run_gui_automation(instruction, max_step=30):
"""
运行完整的 GUI 自动化流程
参数:
instruction: 用户指令
max_step: 最大执行步骤数
"""
# 配置 API
dashscope.api_key = os.getenv("DASHSCOPE_API_KEY")
dashscope.base_http_api_url = 'https://dashscope.aliyuncs.com/api/v1'
model_name = 'gui-plus-2026-02-26'
# 初始化工具
computer_tools = ComputerTools()
computer_tools.reset() # 显示桌面
# 创建输出目录
output_dir = os.path.join(os.path.expanduser("~"), "Desktop", "gui_automation")
os.makedirs(output_dir, exist_ok=True)
# 对话历史
history = []
stop_flag = False
print(f"[任务] {instruction}")
print("=" * 60)
for step_id in range(max_step):
if stop_flag:
break
print(f"\n[步骤 {step_id + 1}]")
# 1. 截图
screen_shot = os.path.join(output_dir, f'screenshot_{step_id}.png')
computer_tools.get_screenshot(screen_shot)
# 2. 构造消息
messages = get_messages(screen_shot, instruction, history, model_name)
# 3. 调用模型
response = dashscope.MultiModalConversation.call(
model=model_name,
messages=messages,
vl_high_resolution_images=True,
stream=False
)
output_text = response.output.choices[0].message.content[0]['text']
print(f"[模型输出]\n{output_text}\n")
# 4. 解析操作
action_list = extract_tool_calls(output_text)
if not action_list:
print("未提取到有效操作")
break
# 5. 执行操作
for action_id, action in enumerate(action_list):
action_parameter = action['arguments']
action_type = action_parameter['action']
# 获取图像尺寸用于坐标映射
dummy_image = Image.open(screen_shot)
resized_height, resized_width = smart_resize(
dummy_image.height,
dummy_image.width,
factor=16,
min_pixels=3136,
max_pixels=1003520 * 200
)
# 映射坐标(从归一化坐标 1000x1000 映射到实际尺寸)
for key in ['coordinate', 'coordinate1', 'coordinate2']:
if key in action_parameter:
action_parameter[key][0] = int(action_parameter[key][0] / 1000 * resized_width)
action_parameter[key][1] = int(action_parameter[key][1] / 1000 * resized_height)
# 执行对应操作
if action_type in ['click', 'left_click']:
computer_tools.left_click(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
print(f"[OK] 左键点击 ({action_parameter['coordinate'][0]}, {action_parameter['coordinate'][1]})")
elif action_type == 'mouse_move':
computer_tools.mouse_move(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
print(f"[OK] 移动鼠标到 ({action_parameter['coordinate'][0]}, {action_parameter['coordinate'][1]})")
elif action_type == 'middle_click':
computer_tools.middle_click(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
print(f"[OK] 中键点击")
elif action_type in ['right click', 'right_click']:
computer_tools.right_click(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
print(f"[OK] 右键点击")
elif action_type in ['key', 'hotkey']:
computer_tools.press_key(action_parameter['keys'])
print(f"[OK] 按键 {action_parameter['keys']}")
elif action_type == 'type':
text = action_parameter['text']
computer_tools.type(text)
print(f"[OK] 输入文本: {text}")
elif action_type == 'drag':
computer_tools.left_click_drag(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
print(f"[OK] 拖拽到 ({action_parameter['coordinate'][0]}, {action_parameter['coordinate'][1]})")
elif action_type == 'scroll':
if 'coordinate' in action_parameter:
computer_tools.mouse_move(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
computer_tools.scroll(action_parameter.get("pixels", 1))
print(f"[OK] 滚动 {action_parameter.get('pixels', 1)} 像素")
elif action_type in ['computer_double_click', 'double_click']:
computer_tools.double_click(
action_parameter['coordinate'][0],
action_parameter['coordinate'][1]
)
print(f"[OK] 双击")
elif action_type == 'wait':
time.sleep(action_parameter.get('time', 2))
print(f"[OK] 等待 {action_parameter.get('time', 2)} 秒")
elif action_type == 'answer':
print(f"[OK] 任务完成: {action_parameter.get('text', '')}")
stop_flag = True
break
elif action_type in ['stop', 'terminate', 'done']:
print(f"[OK] 任务终止: {action_parameter.get('status', 'success')}")
stop_flag = True
break
else:
print(f"未知操作类型: {action_type}")
# 6. 保存历史
history.append({
'output': output_text,
'image': screen_shot
})
time.sleep(2) # 操作间隔
print("\n" + "=" * 60)
print(f"[完成] 共执行 {len(history)} 步")
# 使用示例
if __name__ == '__main__':
run_gui_automation(
instruction='帮我打开chrome,在百度中搜索阿里巴巴',
max_step=30
)
电脑端完整示例代码
电脑端完整示例代码
复制
import os
import re
import json
import math
import time
import pyautogui
import pyperclip
import dashscope
from PIL import Image
# ===================== 步骤1:System Prompt =====================
system_prompt = """# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "computer_use", "description": "Use a mouse and keyboard to interact with a computer, and take screenshots.\\n* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\\n* The screen's resolution is 1000x1000.\\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\\n* `key`: Performs key down presses on the arguments passed in order, then performs key releases in reverse order.\\n* `type`: Type a string of text on the keyboard.\\n* `mouse_move`: Move the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `left_click`: Click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `left_click_drag`: Click and drag the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `right_click`: Click the right mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `middle_click`: Click the middle mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `double_click`: Double-click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `triple_click`: Triple-click the left mouse button at a specified (x, y) pixel coordinate on the screen (simulated as double-click since it's the closest action).\\n* `scroll`: Performs a scroll of the mouse scroll wheel.\\n* `hscroll`: Performs a horizontal scroll (mapped to regular scroll).\\n* `wait`: Wait specified seconds for the change to happen.\\n* `terminate`: Terminate the current task and report its completion status.\\n* `answer`: Answer a question.\\n* `interact`: Resolve the blocking window by interacting with the user.", "enum": ["key", "type", "mouse_move", "left_click", "left_click_drag", "right_click", "middle_click", "double_click", "triple_click", "scroll", "hscroll", "wait", "terminate", "answer", "interact"], "type": "string"}, "keys": {"description": "Required only by `action=key`.", "type": "array"}, "text": {"description": "Required only by `action=type`, `action=answer` and `action=interact`.", "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=mouse_move` and `action=left_click_drag`.", "type": "array"}, "pixels": {"description": "The amount of scrolling to perform. Positive values scroll up, negative values scroll down. Required only by `action=scroll` and `action=hscroll`.", "type": "number"}, "time": {"description": "The seconds to wait. Required only by `action=wait`.", "type": "number"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call."""
# ===================== 步骤2:构造多轮对话消息 =====================
def get_messages(image, instruction, history_output, system_prompt):
history_n = 4
current_step = len(history_output)
history_start_idx = max(0, current_step - history_n)
previous_actions = []
for i in range(history_start_idx):
if i < len(history_output):
history_output_str = history_output[i]['output']
if 'Action:' in history_output_str and '<tool_call>':
history_output_str = history_output_str.split('Action:')[1].split('<tool_call>')[0].strip()
previous_actions.append(f"Step {i + 1}: {history_output_str}")
previous_actions_str = "\\n".join(previous_actions) if previous_actions else "None"
instruction_prompt = f"""
Please generate the next move according to the UI screenshot, instruction and previous actions.
Instruction: {instruction}
Previous actions:
{previous_actions_str}"""
messages = [{"role": "system", "content": [{"text": system_prompt}]}]
history_len = min(history_n, len(history_output))
if history_len > 0:
for history_id, history_item in enumerate(history_output[-history_n:], 0):
if history_id == 0:
messages.append({
"role": "user",
"content": [
{"text": instruction_prompt},
{"image": "file://" + history_item['image']}
]
})
else:
messages.append({
"role": "user",
"content": [{"image": "file://" + history_item['image']}]
})
messages.append({
"role": "assistant",
"content": [{"text": history_item['output']}],
})
messages.append({
"role": "user",
"content": [{"image": "file://" + image}]
})
else:
messages.append({
"role": "user",
"content": [
{"text": instruction_prompt},
{"image": "file://" + image}
]
})
return messages
# ===================== 步骤3:解析模型输出与坐标映射 =====================
def extract_tool_calls(text):
pattern = re.compile(r'<tool_call>(.*?)</tool_call>', re.DOTALL | re.IGNORECASE)
blocks = pattern.findall(text)
actions = []
for blk in blocks:
blk = blk.strip()
try:
actions.append(json.loads(blk))
except json.JSONDecodeError as e:
print(f'解析失败: {e} | 片段: {blk[:80]}...')
return actions
def smart_resize(height, width, factor=32, min_pixels=32*32*4, max_pixels=32*32*1280, max_long_side=8192):
def round_by_factor(number, factor):
return round(number / factor) * factor
def ceil_by_factor(number, factor):
return math.ceil(number / factor) * factor
def floor_by_factor(number, factor):
return math.floor(number / factor) * factor
if height < 2 or width < 2:
raise ValueError(f"height:{height} or width:{width} must be larger than factor:{factor}")
elif max(height, width) / min(height, width) > 200:
raise ValueError(f"absolute aspect ratio must be smaller than 200, got {height} / {width}")
if max(height, width) > max_long_side:
beta = max(height, width) / max_long_side
height, width = int(height / beta), int(width / beta)
h_bar = round_by_factor(height, factor)
w_bar = round_by_factor(width, factor)
if h_bar * w_bar > max_pixels:
beta = math.sqrt((height * width) / max_pixels)
h_bar = floor_by_factor(height / beta, factor)
w_bar = floor_by_factor(width / beta, factor)
elif h_bar * w_bar < min_pixels:
beta = math.sqrt(min_pixels / (height * width))
h_bar = ceil_by_factor(height * beta, factor)
w_bar = ceil_by_factor(width * beta, factor)
return h_bar, w_bar
# ===================== 步骤4:GUI 操作工具类 =====================
class ComputerTools:
def __init__(self):
self.image_info = None
def load_image_info(self, path):
width, height = Image.open(path).size
self.image_info = (width, height)
def get_screenshot(self, image_path, retry_times=3):
if os.path.exists(image_path):
os.remove(image_path)
for i in range(retry_times):
screenshot = pyautogui.screenshot()
screenshot.save(image_path)
if os.path.exists(image_path):
self.load_image_info(image_path)
return True
else:
time.sleep(0.1)
return False
def reset(self):
pyautogui.hotkey('win', 'd')
def press_key(self, keys):
if isinstance(keys, list):
cleaned_keys = []
for key in keys:
if isinstance(key, str):
if key.startswith("keys=["): key = key[6:]
if key.endswith("]"): key = key[:-1]
if key.startswith("['") or key.startswith('["'): key = key[2:] if len(key) > 2 else key
if key.endswith("']") or key.endswith('"]'): key = key[:-2] if len(key) > 2 else key
key = key.strip()
key_map = {"arrowleft": "left", "arrowright": "right", "arrowup": "up", "arrowdown": "down"}
key = key_map.get(key, key)
cleaned_keys.append(key)
else:
cleaned_keys.append(key)
keys = cleaned_keys
else:
keys = [keys]
if len(keys) > 1:
pyautogui.hotkey(*keys)
else:
pyautogui.press(keys[0])
def type(self, text):
pyperclip.copy(text)
pyautogui.keyDown('ctrl')
pyautogui.keyDown('v')
pyautogui.keyUp('v')
pyautogui.keyUp('ctrl')
def mouse_move(self, x, y):
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.moveTo(x, y)
def left_click(self, x, y):
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.click()
def left_click_drag(self, x, y):
pyautogui.dragTo(x, y, duration=0.5)
pyautogui.moveTo(x, y)
def right_click(self, x, y):
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.rightClick()
def middle_click(self, x, y):
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.middleClick()
def double_click(self, x, y):
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.doubleClick()
def triple_click(self, x, y):
pyautogui.moveTo(x, y)
time.sleep(0.1)
pyautogui.tripleClick()
def scroll(self, pixels):
pyautogui.scroll(pixels)
# ===================== 步骤5:完整自动化流程 =====================
def run_gui_automation(instruction, max_step=30):
dashscope.api_key = os.getenv("DASHSCOPE_API_KEY")
dashscope.base_http_api_url = 'https://dashscope.aliyuncs.com/api/v1'
model_name = 'gui-plus-2026-02-26'
computer_tools = ComputerTools()
computer_tools.reset()
output_dir = os.path.join(os.path.expanduser("~"), "Desktop", "gui_automation")
os.makedirs(output_dir, exist_ok=True)
history = []
stop_flag = False
print(f"[任务] {instruction}")
print("=" * 60)
for step_id in range(max_step):
if stop_flag:
break
print(f"\n[步骤 {step_id + 1}]")
screen_shot = os.path.join(output_dir, f'screenshot_{step_id}.png')
computer_tools.get_screenshot(screen_shot)
messages = get_messages(screen_shot, instruction, history, system_prompt)
response = dashscope.MultiModalConversation.call(
model=model_name,
messages=messages,
vl_high_resolution_images=True,
stream=False
)
output_text = response.output.choices[0].message.content[0]['text']
print(f"[模型输出]\n{output_text}\n")
action_list = extract_tool_calls(output_text)
if not action_list:
print("未提取到有效操作")
break
for action_id, action in enumerate(action_list):
action_parameter = action['arguments']
action_type = action_parameter['action']
dummy_image = Image.open(screen_shot)
resized_height, resized_width = smart_resize(
dummy_image.height, dummy_image.width,
factor=16, min_pixels=3136, max_pixels=1003520 * 200
)
for key in ['coordinate', 'coordinate1', 'coordinate2']:
if key in action_parameter:
action_parameter[key][0] = int(action_parameter[key][0] / 1000 * resized_width)
action_parameter[key][1] = int(action_parameter[key][1] / 1000 * resized_height)
if action_type in ['click', 'left_click']:
computer_tools.left_click(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
print(f"[OK] 左键点击 ({action_parameter['coordinate'][0]}, {action_parameter['coordinate'][1]})")
elif action_type == 'mouse_move':
computer_tools.mouse_move(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
print(f"[OK] 移动鼠标")
elif action_type == 'middle_click':
computer_tools.middle_click(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
print(f"[OK] 中键点击")
elif action_type in ['right click', 'right_click']:
computer_tools.right_click(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
print(f"[OK] 右键点击")
elif action_type in ['key', 'hotkey']:
computer_tools.press_key(action_parameter['keys'])
print(f"[OK] 按键 {action_parameter['keys']}")
elif action_type == 'type':
computer_tools.type(action_parameter['text'])
print(f"[OK] 输入文本: {action_parameter['text']}")
elif action_type == 'drag':
computer_tools.left_click_drag(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
print(f"[OK] 拖拽")
elif action_type == 'scroll':
if 'coordinate' in action_parameter:
computer_tools.mouse_move(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
computer_tools.scroll(action_parameter.get("pixels", 1))
print(f"[OK] 滚动 {action_parameter.get('pixels', 1)} 像素")
elif action_type in ['computer_double_click', 'double_click']:
computer_tools.double_click(action_parameter['coordinate'][0], action_parameter['coordinate'][1])
print(f"[OK] 双击")
elif action_type == 'wait':
time.sleep(action_parameter.get('time', 2))
print(f"[OK] 等待 {action_parameter.get('time', 2)} 秒")
elif action_type == 'answer':
print(f"[OK] 任务完成: {action_parameter.get('text', '')}")
stop_flag = True
break
elif action_type in ['stop', 'terminate', 'done']:
print(f"[OK] 任务终止: {action_parameter.get('status', 'success')}")
stop_flag = True
break
else:
print(f"未知操作类型: {action_type}")
history.append({'output': output_text, 'image': screen_shot})
time.sleep(2)
print("\n" + "=" * 60)
print(f"[完成] 共执行 {len(history)} 步")
if __name__ == '__main__':
run_gui_automation(
instruction='帮我打开chrome,在百度中搜索阿里巴巴',
max_step=30
)
手机端 GUI 任务
手机端通过 ADB(Android Debug Bridge)工具实现自动化操作。 环境准备:- 下载适合系统的 Android Debug Bridge,保存到指定路径
- 在手机上开启"USB 调试"或"ADB调试"(通常需要先开启开发者选项)
- 通过数据线连接手机和电脑,选择"传输文件"模式
- 下载 ADB 键盘 的安装包,并将安装包传输到手机上打开,选择无视风险安装
- 在系统设置中将默认输入法切换为
ADB Keyboard - 在电脑终端上测试连接:
/path/to/adb devices(设备列表不为空说明连接成功) - 电脑系统为
macOS/Linux时,需要开启权限:sudo chmod +x /path/to/adb - 进入手机的某个 App,然后执行命令:
/path/to/adb shell am start -a android.intent.action.MAIN -c android.intent.category.HOME,如果手机设备退回到桌面,则说明一切就绪
手机端完整示例代码
手机端完整示例代码
- 构造手机端
System Prompt
复制
import json, os, subprocess
import dashscope, time, math
from PIL import Image, ImageDraw
import shutil, requests
from datetime import datetime
mobile_system_prompt = '''# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name_for_human": "mobile_use", "name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.
* This is an interface to a mobile device with touchscreen. You can perform actions like clicking, typing, swiping, etc.
* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions.
* The screen's resolution is 1000x1000.
* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:
* `key`: Perform a key event on the mobile device.
- This supports adb's `keyevent` syntax.
- Examples: "volume_up", "volume_down", "power", "camera", "clear".
* `click`: Click the point on the screen with coordinate (x, y).
* `long_press`: Press the point on the screen with coordinate (x, y) for specified seconds.
* `swipe`: Swipe from the starting point with coordinate (x, y) to the end point with coordinates2 (x2, y2).
* `type`: Input the specified text into the activated input box.
* `system_button`: Press the system button.
* `open`: Open an app on the device.
* `wait`: Wait specified seconds for the change to happen.
* `answer`: Terminate the current task and output the answer.
* `interact`: Resolve the blocking window by interacting with the user.
* `terminate`: Terminate the current task and report its completion status.", "enum": ["key", "click", "long_press", "swipe", "type", "system_button", "open", "wait", "answer", "interact", "terminate"], "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=click`, `action=long_press`, and `action=swipe`.", "type": "array"}, "coordinate2": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=swipe`.", "type": "array"}, "text": {"description": "Required only by `action=key`, `action=type`, `action=open`, `action=answer`,and `action=interact`.", "type": "string"}, "time": {"description": "The seconds to wait. Required only by `action=long_press` and `action=wait`.", "type": "number"}, "button": {"description": "Back means returning to the previous interface, Home means returning to the desktop, Menu means opening the application background menu, and Enter means pressing the enter. Required only by `action=system_button`", "enum": ["Back", "Home", "Menu", "Enter"], "type": "string"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}, "args_format": "Format the arguments as a JSON object."}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call.'''
- 构造多轮对话消息
复制
from datetime import datetime
def get_messages(image, instruction, history_output, system_prompt):
history_n = 4
current_step = len(history_output)
history_start_idx = max(0, current_step - history_n)
previous_actions = []
for i in range(history_start_idx):
if i < len(history_output):
history_output_str = history_output[i]['output']
if 'Action:' in history_output_str and '<tool_call>':
history_output_str = history_output_str.split('Action:')[1].split('<tool_call>')[0].strip()
previous_actions.append(f"Step {i + 1}: {history_output_str}")
previous_actions_str = (
"\n".join(previous_actions) if previous_actions else "None"
)
# 添加背景信息
today = datetime.today()
weekday_names = ["星期一", "星期二", "星期三", "星期四", "星期五", "星期六", "星期日"]
weekday = weekday_names[today.weekday()]
formatted_date = today.strftime("%Y年%m月%d日") + " " + weekday
ground_info = f'''今天的日期是:{formatted_date}。'''
instruction_prompt = f"""
Please generate the next move according to the UI screenshot, instruction and previous actions.
Instruction: {ground_info}{instruction}
Previous actions:
{previous_actions_str}"""
## 模型调用
messages = [
{
"role": "system",
"content": [
{"text": system_prompt}
],
}
]
history_len = min(history_n, len(history_output))
if history_len > 0:
for history_id, history_item in enumerate(history_output[-history_n:], 0):
if history_id == 0:
messages.append({
"role": "user",
"content": [
{"text": instruction_prompt},
{"image": "file://" +history_item['image']}
]
})
else:
messages.append({
"role": "user",
"content": [
{"image": "file://" +history_item['image']}
]
})
messages.append({
"role": "assistant",
"content": [
{"text": history_item['output']},
]
})
messages.append({
"role": "user",
"content": [
{"image": "file://" +image},
]
})
else:
messages.append(
{
"role": "user",
"content": [
{
"text": instruction_prompt
},
{
"image": "file://" +image,
},
],
}
)
return messages
- 计算缩放后的图像大小
smart_resize 函数。详情请参见前文坐标映射函数。- 执行GUI操作
复制
import subprocess
import os
import time
from PIL import Image
class AdbTools:
def __init__(self, adb_path, device=None):
self.adb_path = adb_path
self.device = device
self.__device_str__ = f" -s {device} " if device is not None else ' '
self.image_info = None
def adb_shell(self, command):
command = self.adb_path + self.__device_str__ + command
subprocess.run(command, capture_output=True, text=True, shell=True)
## 载入手机size
def load_image_info(self, path):
width, height = Image.open(path).size
self.image_info = (width, height)
## 获取截图
def get_screenshot(self, image_path, retry_times=3):
command = self.adb_path + (f" -s {self.device}" if self.device is not None else '') + f" exec-out screencap -p > {image_path}"
for i in range(retry_times):
subprocess.run(command, capture_output=True, text=True, shell=True)
if os.path.exists(image_path):
self.load_image_info(image_path)
return True
else:
time.sleep(0.1)
else:
return False
## 点击(x,y)
## coordinate_size: 输入图片的尺寸,默认为None,则使用当前手机的尺寸, 传入为{'x': int, 'y': int}
def click(self, x, y, coordinate_size=None):
command = self.adb_path + self.__device_str__ + f" shell input tap {x} {y}"
subprocess.run(command, capture_output=True, text=True, shell=True)
def long_press(self, x, y, time=800):
command = self.adb_path + self.__device_str__ + f" shell input swipe {x} {y} {x} {y} {time}"
subprocess.run(command, capture_output=True, text=True, shell=True)
## 滑动从(x1,y1)->(x2,y2)
## coordinate_size: 输入图片的尺寸,默认为None,则使用当前手机的尺寸, 传入为{'x': int, 'y': int}
def slide(self, x1, y1, x2, y2, coordinate_size=None, slide_time=800):
command = self.adb_path + self.__device_str__ + f" shell input swipe {x1} {y1} {x2} {y2} {slide_time}"
subprocess.run(command, capture_output=True, text=True, shell=True)
## 返回
def back(self):
command = self.adb_path + self.__device_str__ + f" shell input keyevent 4"
subprocess.run(command, capture_output=True, text=True, shell=True)
# 点击Home键
def home(self):
command = self.adb_path + self.__device_str__ + f" shell am start -a android.intent.action.MAIN -c android.intent.category.HOME"
subprocess.run(command, capture_output=True, text=True, shell=True)
## 打字(中英均可,不确定其他语言是否可以),注意需要先在手机安装 adb 键盘
def type(self, text):
escaped_text = text.replace('"', '\\"').replace("'", "\\'")
command_list = [
f"shell ime enable com.android.adbkeyboard/.AdbIME ",
f"shell ime set com.android.adbkeyboard/.AdbIME ",
0.1,
f'shell am broadcast -a ADB_INPUT_TEXT --es msg "{escaped_text}" ',
0.1,
f"shell ime disable com.android.adbkeyboard/.AdbIME"
]
for command in command_list:
if isinstance(command, float):
time.sleep(command)
elif isinstance(command, str):
subprocess.run(self.adb_path + self.__device_str__ + command.strip(), capture_output=True, text=True, shell=True)
def get_package_name(self, all_packages=False):
try:
if all_packages:
command = self.adb_path + self.__device_str__ + " shell pm list packages"
else:
command = self.adb_path + self.__device_str__ + " shell pm list packages -3"
res = subprocess.run(command, capture_output=True, text=True, shell=True)
pkgs = []
for line in res.stdout.splitlines():
s = line.strip()
if not s:
continue
# 去掉前缀 "package:"
if s.startswith("package:"):
s = s[len("package:"):]
# 如果包含 "=",右侧才是包名
if "=" in s:
_, s = s.split("=", 1)
if s:
pkgs.append(s)
return sorted(set(pkgs))
except Exception as e:
print(e)
return []
def open_app(self, package_name):
command = self.adb_path + self.__device_str__ + f" shell monkey -p {package_name} -c android.intent.category.LAUNCHER 1"
subprocess.run(command, capture_output=True, text=True, shell=True)
- 应用包名映射
com.公司名.产品名,示例:com.tencent.mm)为了支持通过应用名称打开应用(action=open),需要维护应用名称到包名的映射。复制
# 常见应用包名映射(示例,可根据需要扩展)
package_str_list = '''com.tencent.mm 微信 wechat
com.tencent.mobileqq qq 腾讯qq
com.sina.weibo 微博
com.taobao.taobao 淘宝
com.jingdong.app.mall 京东 京东秒送
com.xunmeng.pinduoduo 拼多多
com.xingin.xhs 小红书
com.douban.frodo 豆瓣
com.zhihu.android 知乎
com.autonavi.minimap 高德地图 高德
com.baidu.BaiduMap 百度地图
com.sankuai.meituan.takeoutnew 美团外卖
com.sankuai.meituan 美团 美团外卖
com.dianping.v1 大众点评 点评
me.ele 饿了么 淘宝闪购
com.yek.android.kfc.activitys 肯德基
ctrip.android.view 携程 携程旅行
com.MobileTicket 铁路12306 12306
com.Qunar 去哪儿旅行 去哪儿网 去哪儿
com.sdu.didi.psnger 滴滴出行 滴滴
tv.danmaku.bili bilibili b站 哔哩哔哩 哔站 bili
com.ss.android.ugc.aweme 抖音
com.smile.gifmaker 快手
com.tencent.qqlive 腾讯视频
com.qiyi.video 爱奇艺
com.youku.phone 优酷 优酷视频
com.hunantv.imgo.activity 芒果tv 芒果
com.phoenix.read 红果短剧 红果
com.netease.cloudmusic 网易云音乐 网易云
com.tencent.qqmusic qq音乐
com.luna.music 汽水音乐
com.ximalaya.ting.android 喜马拉雅
com.dragon.read 番茄免费小说 番茄小说
com.kmxs.reader 七猫免费小说
com.ss.android.lark 飞书
com.tencent.androidqqmail qq邮箱
com.larus.nova 豆包 豆包
com.gotokeep.keep keep
com.lingan.seeyou 美柚
com.tencent.news 腾讯新闻
com.ss.android.article.news 今日头条
com.lianjia.beike 贝壳找房
com.anjuke.android.app 安居客
com.hexin.plat.android 同花顺
com.miHoYo.hkrpg 星穹铁道 崩坏
com.papegames.lysk.cn 恋与深空
com.android.settings settings androidsystemsettings
com.android.soundrecorder audiorecorder
com.rammigsoftware.bluecoins bluecoins
com.flauschcode.broccoli broccoli
com.booking booking
com.android.chrome 谷歌浏览器 googlechrome chrome
com.android.deskclock 时钟 闹钟 clock
com.android.contacts contacts
com.duolingo duolingo 多邻国
com.expedia.bookings expedia
com.android.fileexplorer files filemanager
com.google.android.gm gmail googlemail
com.google.android.apps.nbu.files googlefiles filesbygoogle
com.google.android.calendar googlecalendar
com.google.android.apps.dynamite googlechat
com.google.android.deskclock googleclock
com.google.android.contacts googlecontacts
com.google.android.apps.docs.editors.docs googledocs
com.google.android.apps.docs googledrive
com.google.android.apps.fitness googlefit
com.google.android.keep googlekeep
com.google.android.apps.maps googlemaps
com.google.android.apps.books googleplaybooks
com.android.vending googleplaystore
com.google.android.apps.docs.editors.slides googleslides
com.google.android.apps.tasks googletasks
net.cozic.joplin joplin
com.mcdonalds.app 麦当劳 mcdonald
net.osmand osmand
com.Project100Pi.themusicplayer pimusicplayer
com.quora.android quora
com.reddit.frontpage reddit
code.name.monkey.retromusic retromusic
com.scientificcalculatorplus.simplecalculator.basiccalculator.mathcalc simplecalendarpro
com.simplemobiletools.smsmessenger simplesmsmessenger
org.telegram.messenger telegram
com.einnovation.temu temu
com.zhiliaoapp.musically tiktok
com.twitter.android twitter x
org.videolan.vlc vlc
com.whatsapp whatsapp
com.taobao.movie.android 淘票票
com.tongcheng.android 同程旅行 同程
com.sankuai.movie 猫眼
com.wuba.zhuanzhuan 转转
com.tencent.weread 微信读书
com.taobao.idlefish 闲鱼
com.wudaokou.hippo 盒马
com.eg.android.AlipayGphone 支付宝
com.jd.jrapp 京东金融
com.achievo.vipshop 唯品会
com.smzdm.client.android 什么值得买
cn.kuwo.player 酷我音乐
com.taobao.trip 飞猪 飞猪旅行
com.jingdong.pdj 京东到家
com.tencent.map 腾讯地图
com.shizhuang.duapp 得物
cn.damai 大麦 大麦网
com.ss.android.auto 懂车帝
com.cubic.autohome 汽车之家
com.wuba 58同城 五八同城
com.android.calendar 日历
com.alibaba.android.rimet 钉钉
com.meituan.retail.v.android 小象超市
com.aliyun.tongyi 通义 千问 通义千问
com.hupu.games 虎扑 虎扑体育
com.quark.browser 夸克 夸克浏览器
com.yuantiku.tutor 猿辅导
com.tencent.mtt qq浏览器
com.umetrip.android.msky.app 航旅纵横
com.UCMobile UC浏览器
com.ss.android.ugc.aweme.lite 抖音极速版 抖音
air.tv.douyu.android 斗鱼
com.tencent.hunyuan.app.chat 元宝
com.baidu.searchbox 百度
com.lemon.lv 剪映
cn.soulapp.android soul
com.baidu.netdisk 百度网盘
com.tmri.app.main 交管12123 12123
com.kugou.android 酷狗 酷狗音乐
com.ss.android.lark 飞书
com.tencent.android.qqdownloader 应用宝
com.mt.mtxx.mtxx 美图 美图秀秀
com.tencent.karaoke 全民k歌
com.intsig.camscanner 扫描全能王
com.android.bankabc 农业银行 农行
cmb.pb 招商银行 招行
com.ganji.android.haoche_c 瓜子二手车 瓜子
com.sf.activity 顺丰 顺丰快递 顺丰速运
com.ziroom.ziroomcustomer 自如
com.yumc.phsuperapp 必胜客
cn.dominos.pizza 达美乐披萨 达美乐
cn.wps.moffice_eng WPS Office WPS
com.mfw.roadbook 马蜂窝
com.moonshot.kimichat kimi
com.tencent.wemeet.app 腾讯会议
com.deepseek.chat deepseek
com.spdbccc.app 浦发银行
cn.samsclub.app 山姆超市 山姆 山姆会员商店 山姆会员店
com.tencent.qqsports 腾讯体育
com.hanweb.android.zhejiang.activity 浙里办
com.ss.android.article.video 西瓜视频
com.taou.maimai 脉脉 '''
PACKAGES_NAME_DICT = {}
NAME_PACKAGE_DICT = {}
def normalize_package_name(name):
name = name.lower().strip().replace(" ", "").replace("-", "")
return name
for package_str in package_str_list.split("\n"):
package_name = package_str.strip().split("\t")
PACKAGES_NAME_DICT[package_name[0]] = [normalize_package_name(i) for i in package_name[1:]]
for name in package_name[1:]:
name = normalize_package_name(name)
if name not in NAME_PACKAGE_DICT:
NAME_PACKAGE_DICT[name] = [package_name[0]]
else:
NAME_PACKAGE_DICT[name].append(package_name[0])
浏览器 GUI 任务
浏览器端通过 Playwright 控制浏览器实现自动化操作,并结合 SoM(Set-of-Mark)技术为页面元素自动添加数字标签,模型通过标签编号来精确操作网页元素。 环境准备:- 安装依赖:
pip install playwright pillow dashscope playwright-stealth termcolor - 安装 Playwright 浏览器:
playwright install chromium
浏览器端完整示例代码
浏览器端完整示例代码
步骤1:构造 System Prompt 和消息构造浏览器自动化涉及多个模块的协同,包括 SoM 标注模块、Playwright 浏览器控制模块等。以下是核心代码片段:SoM 标注模块核心函数:SoM(Set-of-Mark)技术通过以下方式实现网页元素标注:
- 收集页面可交互元素(按钮、链接、输入框等)
- 为每个元素分配唯一数字标签
- 在截图上绘制虚线框和标签
- 生成元素的文本描述供模型理解
- 页面导航和加载
- 元素点击和文本输入
- 页面滚动和等待
- 键盘快捷键操作
- 新标签页处理
调用模型 解析工具调用 ` 执行操作。工具调用模式
GUI-Plus 模型支持与其他工具或自定义函数结合使用,实现更复杂的自动化任务。多轮对话模式
在多轮对话中,模型基于历史截图和输出生成连续的 GUI 操作指令。每次调用保留最近 4 轮完整对话(含截图),更早的历史仅保留文本摘要。混合工具调用
模型可以同时调用 GUI 操作工具和自定义工具(如数据库查询、API 调用等),实现跨系统的复杂任务自动化。GUI + 网页操作
模型可以同时控制桌面应用和浏览器,实现跨应用的复合操作,如在桌面应用中获取数据后在浏览器中搜索。图片格式限制
- 支持的图片格式:JPEG、PNG、WEBP、GIF
- 单图最大 Token 数:16,384
- 图片会被自动缩放到模型内部处理的尺寸
- 建议上传清晰的屏幕截图以获得最佳效果
- 过大的图片会增加 Token 消耗和响应时间
计费与限流
计费说明
- 按输入和输出 Token 数计费
- 图片会转换为 Token 进行计费
- 具体价格请参见计费说明
限流
- 请参见各模型的调用频率限制
API 参考
- OpenAI 兼容接口:Chat Completions
- DashScope 接口:多模态对话
错误码
如果模型调用失败并返回报错信息,请参见错误码进行解决。GUI-Plus 模型推荐提示词
电脑端 System Prompt
以下系统提示词适用于gui-plus 模型:
复制
"""# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "computer_use", "description": "Use a mouse and keyboard to interact with a computer, and take screenshots.\\n* This is an interface to a desktop GUI. You do not have access to a terminal or applications menu. You must click on desktop icons to start applications.\\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions. E.g. if you click on Firefox and a window doesn't open, try wait and taking another screenshot.\\n* The screen's resolution is 1000x1000.\\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\\n* `key`: Performs key down presses on the arguments passed in order, then performs key releases in reverse order.\\n* `type`: Type a string of text on the keyboard.\\n* `mouse_move`: Move the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `left_click`: Click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `left_click_drag`: Click and drag the cursor to a specified (x, y) pixel coordinate on the screen.\\n* `right_click`: Click the right mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `middle_click`: Click the middle mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `double_click`: Double-click the left mouse button at a specified (x, y) pixel coordinate on the screen.\\n* `triple_click`: Triple-click the left mouse button at a specified (x, y) pixel coordinate on the screen (simulated as double-click since it's the closest action).\\n* `scroll`: Performs a scroll of the mouse scroll wheel.\\n* `hscroll`: Performs a horizontal scroll (mapped to regular scroll).\\n* `wait`: Wait specified seconds for the change to happen.\\n* `terminate`: Terminate the current task and report its completion status.\\n* `answer`: Answer a question.\\n* `interact`: Resolve the blocking window by interacting with the user.", "enum": ["key", "type", "mouse_move", "left_click", "left_click_drag", "right_click", "middle_click", "double_click", "triple_click", "scroll", "hscroll", "wait", "terminate", "answer", "interact"], "type": "string"}, "keys": {"description": "Required only by `action=key`.", "type": "array"}, "text": {"description": "Required only by `action=type`, `action=answer` and `action=interact`.", "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=mouse_move` and `action=left_click_drag`.", "type": "array"}, "pixels": {"description": "The amount of scrolling to perform. Positive values scroll up, negative values scroll down. Required only by `action=scroll` and `action=hscroll`.", "type": "number"}, "time": {"description": "The seconds to wait. Required only by `action=wait`.", "type": "number"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call."""
手机端 System Prompt
以下系统提示词适用于gui-plus 模型:
复制
'''# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name_for_human": "mobile_use", "name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an interface to a mobile device with touchscreen. You can perform actions like clicking, typing, swiping, etc.\n* Some applications may take time to start or process actions, so you may need to wait and take successive screenshots to see the results of your actions.\n* The screen's resolution is 1000x1000.\n* Make sure to click any buttons, links, icons, etc with the cursor tip in the center of the element. Don't click boxes on their edges unless asked.", "parameters": {"properties": {"action": {"description": "The action to perform. The available actions are:\n* `key`: Perform a key event on the mobile device.\n - This supports adb's `keyevent` syntax.\n - Examples: \"volume_up\", \"volume_down\", \"power\", \"camera\", \"clear\".\n* `click`: Click the point on the screen with coordinate (x, y).\n* `long_press`: Press the point on the screen with coordinate (x, y) for specified seconds.\n* `swipe`: Swipe from the starting point with coordinate (x, y) to the end point with coordinates2 (x2, y2).\n* `type`: Input the specified text into the activated input box.\n* `system_button`: Press the system button.\n* `open`: Open an app on the device.\n* `wait`: Wait specified seconds for the change to happen.\n* `answer`: Terminate the current task and output the answer.\n* `interact`: Resolve the blocking window by interacting with the user.\n* `terminate`: Terminate the current task and report its completion status.", "enum": ["key", "click", "long_press", "swipe", "type", "system_button", "open", "wait", "answer", "interact", "terminate"], "type": "string"}, "coordinate": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=click`, `action=long_press`, and `action=swipe`.", "type": "array"}, "coordinate2": {"description": "(x, y): The x (pixels from the left edge) and y (pixels from the top edge) coordinates to move the mouse to. Required only by `action=swipe`.", "type": "array"}, "text": {"description": "Required only by `action=key`, `action=type`, `action=open`, `action=answer`,and `action=interact`.", "type": "string"}, "time": {"description": "The seconds to wait. Required only by `action=long_press` and `action=wait`.", "type": "number"}, "button": {"description": "Back means returning to the previous interface, Home means returning to the desktop, Menu means opening the application background menu, and Enter means pressing the enter. Required only by `action=system_button`", "enum": ["Back", "Home", "Menu", "Enter"], "type": "string"}, "status": {"description": "The status of the task. Required only by `action=terminate`.", "type": "string", "enum": ["success", "failure"]}}, "required": ["action"], "type": "object"}, "args_format": "Format the arguments as a JSON object."}}
</tools>
For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
# Response format
Response format for every step:
1) Action: a short imperative describing what to do in the UI.
2) A single <tool_call>...</tool_call> block containing only the JSON: {"name": <function-name>, "arguments": <args-json-object>}.
Rules:
- Output exactly in the order: Action, <tool_call>.
- Be brief: one for Action.
- Do not output anything else outside those two parts.
- If finishing, use action=terminate in the tool call.'''