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SDK for scientific agents

Project description

Bohrium Science Agent SDK

这是DP Tech的Bohrium Science Agent SDK,提供了一个命令行工具dp-agent,用于管理科学计算任务。同时提供了Python SDK用于开发自定义的科学计算应用。

安装

pip install bohr-agent-sdk -i https://pypi.org/simple --upgrade

CLI 使用方法

安装后,您可以使用以下命令:

获取资源

# 获取基础代码结构
dp-agent fetch scaffolding --type=calculation/device

# 获取配置文件
dp-agent fetch config

fetch config 命令会下载 .env 配置文件并替换部分动态变量,如 MQTT_DEVICE_ID。 注意:出于安全考虑,此功能仅在内网环境可用。其他环境需要手动配置。

运行命令

# 运行实验环境
dp-agent run tool device

# 运行云环境
dp-agent run tool cloud

# 运行计算环境
dp-agent run tool calculation

# 运行代理
dp-agent run agent

# 调试模式
dp-agent run debug

SDK 快速入门

Bohrium Science Agent SDK 提供了两种主要的开发模式:实验室模式(Lab)和云模式(Cloud)。

基础结构

安装完成并运行 dp-agent fetch scaffolding 后,您将获得以下基础项目结构:

your-project/
├── lab/                # 实验室模式相关代码
│   ├── __init__.py
│   └── tescan_device.py  # 设备控制示例
├── cloud/              # 云模式相关代码
│   └── __init__.py
└── main.py            # 主程序入口

实验室模式开发

实验室模式主要用于控制本地实验设备。以下是一个基于 Tescan 设备的示例:

from typing import Dict, TypedDict
from dp.agent.device.device import Device, action, BaseParams, SuccessResult

class TakePictureParams(BaseParams):
    """拍照参数"""
    horizontal_width: str

class PictureData(TypedDict):
    """照片数据"""
    image_id: str

class PictureResult(SuccessResult):
    """拍照结果"""
    data: PictureData

class MyDevice(Device):
    device_name = "my_device"
    
    @action("take_picture")
    def take_picture(self, params: TakePictureParams) -> PictureResult:
        """拍照动作
        
        Args:
            params: 拍照参数
                - horizontal_width: 图片水平宽度
        """
        hw = params.get("horizontal_width", "default")
        return PictureResult(
            message=f"Picture taken with {self.device_name}",
            data={"image_id": "image_123"}
        )

云端开发

云模式基于 MCP (Message Control Protocol) 实现,用于处理远程设备控制和任务调度。register_mcp_tools 通过 python 的自省和反射机制实现了设备控制的自动注册,无需重复实现操作定义。 以下展示如何创建设备并注册到 MCP 服务器:

"""
Example of using the bohr-agent-sdk cloud functionality.
"""
import signal
import sys
from dp.agent.cloud import mcp, get_mqtt_cloud_instance
from dp.agent.device.device import TescanDevice, register_mcp_tools

def signal_handler(sig, frame):
    """Handle SIGINT signal to gracefully shutdown."""
    print("Shutting down...")
    get_mqtt_cloud_instance().stop()
    sys.exit(0)

def main():
    """Start the cloud services."""
    print("Starting Tescan Device Twin Cloud Services...")
    
    # Register signal handler
    signal.signal(signal.SIGINT, signal_handler)
    
    # Create device instance
    device = TescanDevice(mcp, device)
    
    # Register device tools
    register_mcp_tools(device)
    
    # Start MCP server
    print("Starting MCP server...")
    mcp.run(transport="sse")

if __name__ == "__main__":
    main()

配置说明

.env 文件中配置必要的环境变量:

MQTT_INSTANCE_ID=your_instance_id
MQTT_ENDPOINT=your_endpoint
MQTT_DEVICE_ID=your_device_id
MQTT_GROUP_ID=your_group_id
MQTT_AK=your_access_key
MQTT_SK=your_secret_key

主要功能

  • 设备控制接口(Lab模式)

    • 设备初始化
    • 命令执行
    • 状态监控
  • 云端任务处理(Cloud模式)

    • 任务队列管理
    • 计算资源调度
    • 结果回传

更详细的API文档请参考代码中的注释。

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