新增命令

2026-02-09 01:59:19 +08:00 · 2024-08-22 15:29:49 +08:00
parent 1e1fe41e49
commit 7936404f2d
7 changed files with 539 additions and 49 deletions
--- a/docs/guidebook/_picture/react_input_tool.png
+++ b/docs/guidebook/_picture/react_input_tool.png
--- a/docs/guidebook/zh/rag_chat_bot_快速开始.md
+++ b/docs/guidebook/zh/rag_chat_bot_快速开始.md
@@ -0,0 +1,164 @@
+# rag chat bot 快速开始
+为了帮助大家快速体验aU,我们提供了一个rag chat bot的快速开始的教程。
+
+## 1. 环境准备
+使用 git clone aU 项目,并进入到样例工程目录
+```shell
+git clone https://github.com/alipay/agentUniverse.git
+cd agentUniverse/sample_standard_app
+```
+### 1.1 无有效Python环境
+对于 Mac & Linux 系统, 可以直接使用提供的脚本quick_start.sh安装python环境,脚本会自动安装python环境与依赖包。
+```shell
+bash quick_start.sh
+```
+
+对于 Windows 系统, 可以使用 quick_start.bat 安装一个python环境。
+```shell
+quick_start.bat
+```
+运行成功后，会启动一个服务，服务地址为：http://127.0.0.1:8080/
+
+### 1.2 已有python环境
+注意：如果你已经有了一个有效的python环境，且python 版本大于3.10，可以直接安装agentuniverse依赖。
+#### 1.2.1 针对Mac & Linux 系统
+运行命令
+```shell
+pip install agentuniverse==0.0.12
+export PYTHONPATH=$PWD/../..
+cd app/bootstrap
+python -u bootstrap.py
+```
+
+#### 1.2.2对于 Windows 系统
+运行命令
+```shell
+pip install agentuniverse==0.0.12
+set PYTHONPATH=%CD%\..\..\..\..\
+python -u bootstrap.py
+```
+
+### 1.3 vscode 配置
+如果想要使用vscode进行调试，请先使用vscode打开au项目，安装python插件，创建一个名为.vscode的文件夹，并在文件夹下创建一个名为launch.json的文件，内容如下：
+```json
+{
+    "version": "0.2.0",
+    "configurations": [
+        {
+            "name": "Python 调试程序: 当前文件",
+            "type": "debugpy",
+            "request": "launch",
+            "program": "${file}",
+            "cwd": "${fileDirname}",
+            "justMyCode": true,
+            "subProcess": true,
+            "python": "${command:python.interpreterPath}",
+            "env":{
+                 "PYTHONPATH": "${workspaceFolder}"
+            },
+            "purpose": [
+					"debug-test"
+			]
+        }
+    ]
+}
+```
+使用命令command + shift + P命令或者打开一个py文件，右下角选择你想要使用的python环境。在vscode的终端当中激活python环境，并在vscode的命令行当中安装依赖：
+```shell
+pip install agentuniverse==0.0.12
+```  
+最后，使用vscode调试，打开sample_standard_app/app/bootstrap/server_application.py,点击右上角中的调试按钮，即可进行启动进行调试。
+
+### 1.4 Pycharm 配置
+如果使用pycharm，请使用Pycharm打开agentUniverse项目，点击右上角选择Python解释器，选择你想使用的python环境。选择好python环境之后，在terminal中运行命令：
+```shell
+pip install agentuniverse==0.0.12
+```
+命令执行完成之后，双击打开sample_standard_app/app/bootstrap/server_application.py，点击右上角中的调试或者运行按钮，即可进行启动进行调试。
+
+## 2. 项目配置
+复制一份config目录custom_key.toml.sample下的配置模板，重命名为custom_key.yaml
+
+```shell
+cp config/config.yaml config/custom_key.yaml
+```
+
+配置文件在config.yaml中，将`#custom_key_path = './custom_key.toml'` 的注释删除,配置结果如下:   
+```toml
+[SUB_CONFIG_PATH]
+# Log config file path, an absolute path or a relative path based on the dir where the current config file is located.
+log_config_path = './log_config.toml'
+# Custom key file path, use to save your own secret key like open ai or sth else. REMEMBER TO ADD IT TO .gitignore.
+custom_key_path = './custom_key.toml'
+```
+注意: 你已经使用过 quick_start.sh 脚本安装python环境,这里可以直接跳过
+
+## 3. 运行案例
+当前运行案例是基于千问大模型，在使用案例之前，必须在config/custom_key.toml中配置好DASHSCOPE_API_KEY：
+```toml
+DASHSCOPE_API_KEY='sk-*****'
+```
+key的获取方式请参考：[千问](https://dashscope.console.aliyun.com/apiKey)  
+进入到案例目录,对于 Mac & Linux 系统，运行如下命令：
+
+```shell
+source ~/.bashrc
+cd app/examples
+bash run_rag_chat_bot.sh
+```
+或者
+
+```shell
+cd app/examples
+export PYTHONPATH=$PWD/../../../..
+python react_chat_bot.py
+```
+
+对于 Windows 系统，运行如下命令：
+```shell
+cd app/examples
+set PYTHONPATH=%CD%\..\..\..\..\
+run_rag_chat_bot.bat
+```
+
+在 vscode或者pycharm中可以直接通过打开想要运行的文件，点击右上角中的调试或者运行按钮，即可进行启动进行调试。
+
+## 4.为agent添加工具
+当前bot当中已经配置了一个google工具，可以通过修改agent配置来修改或添加工具。针对当前的ragchatbot所绑定的agent，修改agent配置文件config/agent_config.yaml,  
+将agent_id修改为`react_chat_bot`，其配置文件为：agentUniverse/sample_standard_app/app/core/agent/react_agent_case/demo_react_agent.yaml，新增一个human_input_run工具,可以让模型询问用户问题。
+```yaml
+info:
+  name: 'demo_react_agent'
+  description: 'react agent'
+profile:
+  prompt_version: qwen_react_agent.cn
+  llm_model:
+    name: 'qwen_llm'
+    model_name: 'qwen-max'
+    stop: 'Observation'
+    temperature: 0.1
+action:
+  tool:
+    - 'google_search_tool'
+    - 'python_runner'
+    - 'human_input_run'
+  knowledge:
+    - 'civil_law_knowledge'
+    - 'criminal_law_knowledge'
+  agent:
+    - 'law_rag_agent'
+plan:
+  planner:
+    name: 'react_planner'
+metadata:
+  type: 'AGENT'
+  module: 'agentuniverse.agent.default.react_agent.react_agent'
+  class: 'ReActAgent'
+```
+重新测试，修改问题为： 我想知道我的公历生日对应的阳历生日是哪一天？
+```shell
+cd app/examples
+export PYTHONPATH=$PWD/../../../..
+python react_chat_bot.py --question "我可以购买好医保么，你可以询问我的健康状况，但是每次只能询问一个问题"
+```
+![执行效果](../_picture/react_input_tool.png)
--- a/sample_standard_app/app/examples/example_start.bat
+++ b/sample_standard_app/app/examples/example_start.bat
@@ -0,0 +1,86 @@
+@echo off
+
+REM 忽略管道错误
+setlocal EnableDelayedExpansion
+set "PATH=%PATH%;%USERPROFILE%\miniconda3\Scripts;%USERPROFILE%\miniconda3"
+
+REM 判断conda命令是否存在，如果不存在，则判断%USERPROFILE%\miniconda3\Scripts是否存在
+where conda >nul 2>nul
+if %errorlevel% neq 0 (
+    if exist "%USERPROFILE%\miniconda3\Scripts" (
+        echo conda已安装，将%USERPROFILE%\miniconda3\Scripts添加到PATH...
+        set "PATH=%USERPROFILE%\miniconda3\Scripts;%PATH%"
+    ) else (
+        echo conda未安装...
+    )
+) else (
+    echo conda已在环境变量中
+)
+
+REM 定义安装conda的函数
+:install_conda
+where conda >nul 2>nul
+if %errorlevel% neq 0 (
+    echo conda未安装，正在安装conda...
+    mkdir "%USERPROFILE%\miniconda3"
+    if "%PROCESSOR_ARCHITECTURE%"=="AMD64" (
+        powershell -Command "Invoke-WebRequest -Uri https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Windows-x86_64.exe -OutFile %USERPROFILE%\miniconda3\miniconda.exe"
+    ) else (
+        powershell -Command "Invoke-WebRequest -Uri https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Windows-x86_64.exe -OutFile %USERPROFILE%\miniconda3\miniconda.exe"
+    )
+    "%USERPROFILE%\miniconda3\miniconda.exe" /InstallationType=JustMe /RegisterPython=0 /AddToPath=0 /S /D=%USERPROFILE%\miniconda3
+    call "%USERPROFILE%\miniconda3\Scripts\conda.exe" init bash
+    call "%USERPROFILE%\miniconda3\Scripts\conda.exe" init powershell
+    set "PATH=%USERPROFILE%\miniconda3\Scripts;%PATH%"
+    del "%USERPROFILE%\miniconda3\miniconda.exe"
+    call conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
+    call conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
+    call conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/
+    call conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/
+    echo conda安装完成
+)
+
+REM 检查是否安装Python，如果没有，安装Python
+where python >nul 2>nul
+if %errorlevel% neq 0 (
+    echo 未检测到Python，正在安装...
+    call :install_conda
+)
+
+REM 检查Python版本
+for /f "tokens=2 delims==" %%i in ('python --version 2^>^&1') do set py_version=%%i
+if not "%py_version%"=="3.10" (
+    where conda >nul 2>nul
+    if %errorlevel% neq 0 (
+        echo conda未安装，请安装conda后重试。
+        call :install_conda
+    )
+    call conda env list | findstr "python_au3.10" >nul
+    if %errorlevel% neq 0 (
+        echo Python 3.10环境未安装，正在安装...
+        call conda create -n python_au3.10 python=3.10 -y
+    )
+    for /f "tokens=*" %%i in ('conda info --base') do set CONDA_BASE=%%i
+    set "PATH=%CONDA_BASE%\envs\python_au3.10\Scripts;%PATH%"
+)
+
+REM 检查agentUniverse是否已安装
+pip list | findstr "agentUniverse" >nul
+if %errorlevel% neq 0 (
+   pip install agentUniverse -i https://pypi.tuna.tsinghua.edu.cn/simple
+)
+
+REM 检查custom_key文件是否存在
+if not exist "..\..\config\custom_key.toml" (
+    copy "..\..\config\custom_key.toml.sample" "..\..\config\custom_key.toml"
+)
+
+REM 修改config.toml文件
+powershell -Command "(Get-Content ..\..\config\config.toml) -replace '^#custom_key_path = ''\.\/custom_key\.toml''', 'custom_key_path = ''\.\/custom_key\.toml''' | Set-Content ..\..\config\config.toml"
+
+REM 设置PYTHONPATH
+set PYTHONPATH=%CD%\..\..\..\..\
+
+REM 启动服务
+cd app\bootstrap
+python -u rag_chat_bot.py
--- a/sample_standard_app/app/examples/example_start.sh
+++ b/sample_standard_app/app/examples/example_start.sh
@@ -0,0 +1,98 @@
+#!/bin/sh
+
+# Ignore broken pipe errors
+trap '' PIPE
+# 判断conda 命令是否存在,如果不存在，则判断$HOME/miniconda3/bin是否存在，如果存在则export 一下conda
+if ! command -v conda &> /dev/null; then
+    # Check if $HOME/miniconda3/bin exists
+    if [ -d "$HOME/miniconda3/bin" ]; then
+        # Add $HOME/miniconda3/bin to PATH
+        echo "conda already installed Adding $HOME/miniconda3/bin to PATH..."
+        export PATH="$HOME/miniconda3/bin:$PATH"
+    else
+        echo "conda is not installed...."
+    fi
+#否则echo conda已在环境变量当中
+else
+    echo "conda is already installed."
+fi
+
+function install_conda() {
+     if ! command -v conda &> /dev/null; then
+        echo "conda is not installed. Installing conda..."
+        mkdir -p ~/miniconda3
+        # If on macOS
+        # 根据cpu类型与系统类型mac,linux，x86_64,arm，下载
+        if [[ "$(uname)" == "Darwin" ]]; then
+            if [[ "$(uname -m)" == "x86_64" ]]; then
+                curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-MacOSX-x86_64.sh
+            elif [[ "$(uname -m)" == "arm64" ]];then
+                curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-MacOSX-arm64.sh
+            fi
+        # If on Linux
+        elif [[ "$(uname)" == "Linux" ]]; then
+            if [[ "$(uname -m)" == "x86_64" ]]; then
+                curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Linux-x86_64.sh
+            fi
+            if [[ "$(uname -m)" == "aarch64" ]];then
+                    curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Linux-aarch64.sh
+            fi
+        fi
+        bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
+        $HOME/miniconda3/bin/conda init bash
+        $HOME/miniconda3/bin/conda init sh
+        # 配置conda环境变量
+        echo 'export PATH="$HOME/miniconda3/bin:$PATH"' >> ~/.bashrc
+        source ~/.bashrc
+        export PATH="$HOME/miniconda3/bin:$PATH"
+        rm -rf ~/miniconda3/miniconda.sh
+        # Configure Tsinghua mirrors
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/
+        echo "conda is installed."
+    fi
+}
+
+# Check if Python is installed, if not, install it ，或者python的版本小于3.10
+if ! command -v python &> /dev/null; then
+    echo "Python is not installed. Installing Python..."
+    # Check if conda is installed
+    install_conda
+fi
+
+if ! python --version | grep -q "3.10"; then
+    # 判断是否存在conda 命令
+    if ! command -v conda &> /dev/null; then
+        echo "conda is not installed. Please install conda and try again."
+        install_conda
+    fi
+    # 判断conda中是否存在python_au3.10 环境
+    if ! conda env list | grep -q "python_au3.10"; then
+        echo "Python 3.10 environment is not installed. Installing Python 3.10 environment..."
+        conda create -n python_au3.10 python=3.10 -y
+    fi
+    # conda info --base
+    #    使用conda info --base 获取conda的安装路径,并拼接envs/python_au3.10/bin到环境变量
+    export PATH ="$(conda info --base)/envs/python_au3.10/bin:$PATH"
+fi
+
+# 判断 pip list 是否已安装 agentUniverse
+if ! pip list | grep -q "agentUniverse"; then
+   pip install agentUniverse -i https://pypi.tuna.tsinghua.edu.cn/simple
+fi
+
+# Check if custom_key file exists, if not, copy from sample
+if [ ! -f "../../config/custom_key.toml" ]; then
+    cp ../../config/custom_key.toml.sample ../../config/custom_key.toml
+fi
+
+sed -i '' 's/^#custom_key_path = '\''\.\/custom_key\.toml'\''/custom_key_path = '\''\.\/custom_key\.toml'\''/' ../../config/config.toml
+# Set PYTHONPATH to the parent directory of the current working directory
+export PYTHONPATH=$PWD/../../../..
+
+# Start the service
+cd app/bootstrap
+python -u react_chat_bot.py
+
--- a/sample_standard_app/app/examples/react_chat_bot.py
+++ b/sample_standard_app/app/examples/react_chat_bot.py
@@ -0,0 +1,38 @@
+# !/usr/bin/env python3
+# -*- coding:utf-8 -*-
+import argparse
+
+# @Time    : 2024/5/8 11:44
+# @Author  : wangchongshi
+# @Email   : wangchongshi.wcs@antgroup.com
+# @FileName: rag_chat_bot.py
+from agentuniverse.agent.output_object import OutputObject
+from agentuniverse.agent.agent import Agent
+from agentuniverse.agent.agent_manager import AgentManager
+from agentuniverse.base.agentuniverse import AgentUniverse
+
+AgentUniverse().start(config_path='../../config/config.toml')
+
+
+def chat(question: str):
+    """ Rag agent example.
+
+    The rag agent in agentUniverse becomes a chatbot and can ask questions to get the answer.
+    """
+
+    instance: Agent = AgentManager().get_instance_obj('demo_react_agent')
+    output_object: OutputObject = instance.run(input=question)
+    res_info = f"\nReact chat bot execution result is :\n"
+    res_info += output_object.get_data('output')
+    print(res_info)
+
+
+if __name__ == '__main__':
+    # 获取python 命令直接执行时的 --question 参数
+    parser = argparse.ArgumentParser(description="Chat bot for answering questions about birthdays.")
+    parser.add_argument("--question", type=str, help="The question to ask.")
+    args = parser.parse_args()
+    if args.question:
+        chat(args.question)
+    else:
+        chat("请给我一段可以计算三数之和的python代码")
--- a/sample_standard_app/quick_start.bat
+++ b/sample_standard_app/quick_start.bat
@@ -1,58 +1,86 @@
@echo off

-:: 忽略管道错误
-SETLOCAL ENABLEEXTENSIONS
+rem Ignore broken pipe errors
+rem Windows doesn't need to handle PIPE errors like Unix, so this can be ignored.

-:: 检查是否安装了Python，如果没有安装则进行安装，或者Python的版本小于3.10
-python --version 2>nul | findstr /r "^Python 3\.1[0-9]" >nul
-IF %ERRORLEVEL% NEQ 0 (
-    echo Python is not installed or the version is less than 3.10. Installing Python...
-
-    :: 检查是否安装了Conda
-    conda --version >nul 2>&1
-    IF %ERRORLEVEL% NEQ 0 (
-        echo conda is not installed. Installing conda...
-        md %USERPROFILE%\miniconda3
-        curl -o %USERPROFILE%\miniconda3\miniconda.exe https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Windows-x86_64.exe
-        %USERPROFILE%\miniconda3\miniconda.exe /InstallationType=JustMe /RegisterPython=0 /AddToPath=0 /S /D=%USERPROFILE%\miniconda3
-        CALL %USERPROFILE%\miniconda3\Scripts\conda.exe init
-        SETX PATH "%USERPROFILE%\miniconda3\Scripts;%USERPROFILE%\miniconda3;%PATH%"
-        DEL %USERPROFILE%\miniconda3\miniconda.exe
-        :: 配置清华镜像源
-        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
-        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
-        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/
-        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/
+rem 判断conda命令是否存在，如果不存在，则判断%USERPROFILE%\miniconda3\bin是否存在，如果存在则export一下conda
+where conda >nul 2>&1
+if %errorlevel% neq 0 (
+    if exist "%USERPROFILE%\miniconda3\Scripts\conda.exe" (
+        echo conda already installed. Adding %USERPROFILE%\miniconda3\Scripts to PATH...
+        set PATH=%USERPROFILE%\miniconda3\Scripts;%PATH%
+    ) else (
+        echo conda is not installed...
    )
-
-    :: 创建并激活Python 3.10环境
-    conda create -n python_au3.10 python=3.10 -y
-    conda config --set default_env python_au3.10
-    SET PATH=%USERPROFILE%\miniconda3\envs\python_au3.10\Scripts;%USERPROFILE%\miniconda3\envs\python_au3.10;%PATH%
-    echo Python 3.10 environment created and activated.
-    python --version
+) else (
+    echo conda is already installed.
 )

-python --version 2>nul | findstr /r "^Python 3\.1[0-9]" >nul
-IF %ERRORLEVEL% NEQ 0 (
-    echo Error: Python version is not 3.10. Please install Python 3.10 and try again.
-    exit /b 1
+:install_conda
+where conda >nul 2>&1
+if %errorlevel% neq 0 (
+    echo conda is not installed. Installing conda...
+    mkdir %USERPROFILE%\miniconda3
+    rem 根据系统类型下载Miniconda
+    if "%PROCESSOR_ARCHITECTURE%"=="AMD64" (
+        if "%OS%"=="Windows_NT" (
+            powershell -Command "Invoke-WebRequest -Uri https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Windows-x86_64.exe -OutFile %USERPROFILE%\miniconda3\miniconda.exe"
+        )
+    ) else (
+        rem Handle other architectures if needed
+    )
+    rem 静默安装Miniconda
+    %USERPROFILE%\miniconda3\miniconda.exe /InstallationType=JustMe /RegisterPython=0 /AddToPath=0 /S /D=%USERPROFILE%\miniconda3
+    set PATH=%USERPROFILE%\miniconda3\Scripts;%USERPROFILE%\miniconda3;%PATH%
+    del %USERPROFILE%\miniconda3\miniconda.exe
+    rem 配置清华源
+    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
+    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
+    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/
+    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/
+    echo conda is installed.
 )

-:: 判断是否已安装 agentUniverse
-pip list 2>nul | findstr /r "^agentUniverse" >nul
-IF %ERRORLEVEL% NEQ 0 (
-    pip install agentUniverse
+rem 检查Python是否安装，如果没有安装则安装它，或者python的版本小于3.10
+where python >nul 2>&1
+if %errorlevel% neq 0 (
+    echo Python is not installed. Installing Python...
+    call :install_conda
 )

-:: 检查 custom_key 文件是否存在，如果不存在，从示例复制
-IF NOT EXIST "config\custom_key.toml" (
+python --version 2>&1 | findstr /r "3\.10" >nul
+if %errorlevel% neq 0 (
+    where conda >nul 2>&1
+    if %errorlevel% neq 0 (
+        echo conda is not installed. Please install conda and try again.
+        call :install_conda
+    )
+    conda env list | findstr "python_au3.10" >nul
+    if %errorlevel% neq 0 (
+        echo Python 3.10 environment is not installed. Installing Python 3.10 environment...
+        conda create -n python_au3.10 python=3.10 -y
+    )
+    for /f "delims=" %%i in ('conda info --base') do set CONDA_BASE=%%i
+    set PATH=%CONDA_BASE%\envs\python_au3.10\Scripts;%CONDA_BASE%\envs\python_au3.10;%PATH%
+)
+
+rem 判断 pip list 是否已安装 agentUniverse
+pip list | findstr "agentUniverse" >nul
+if %errorlevel% neq 0 (
+    pip install agentUniverse -i https://pypi.tuna.tsinghua.edu.cn/simple
+)
+
+rem Check if custom_key file exists, if not, copy from sample
+if not exist "config\custom_key.toml" (
    copy config\custom_key.toml.sample config\custom_key.toml
 )

-:: 设置 PYTHONPATH 为当前工作目录的父目录
-SET PYTHONPATH=%CD%\..\..
+rem 替换 config.toml 中的 #custom_key_path 为 custom_key_path
+powershell -Command "(Get-Content -path .\config\config.toml) -replace '^#custom_key_path = ''\.\/custom_key\.toml''', 'custom_key_path = ''\.\/custom_key\.toml''' | Set-Content -path .\config\config.toml"

-:: 启动服务
+rem Set PYTHONPATH to the parent directory of the current working directory
+set PYTHONPATH=%cd%\..\..
+
+rem Start the service
 cd app\bootstrap
 python -u server_application.py
--- a/sample_standard_app/quick_start.sh
+++ b/sample_standard_app/quick_start.sh
@@ -1,24 +1,100 @@
-#!/bin/bash
+#!/bin/sh
+
+# Ignore broken pipe errors
+trap '' PIPE
+# 判断conda 命令是否存在,如果不存在，则判断$HOME/miniconda3/bin是否存在，如果存在则export 一下conda
+if ! command -v conda &> /dev/null; then
+    # Check if $HOME/miniconda3/bin exists
+    if [ -d "$HOME/miniconda3/bin" ]; then
+        # Add $HOME/miniconda3/bin to PATH
+        echo "conda already installed Adding $HOME/miniconda3/bin to PATH..."
+        export PATH="$HOME/miniconda3/bin:$PATH"
+    else
+        echo "conda is not installed...."
+    fi
+#否则echo conda已在环境变量当中
+else
+    echo "conda is already installed."
+fi
+
+function install_conda() {
+     if ! command -v conda &> /dev/null; then
+        echo "conda is not installed. Installing conda..."
+        mkdir -p ~/miniconda3
+        # If on macOS
+        # 根据cpu类型与系统类型mac,linux，x86_64,arm，下载
+        if [[ "$(uname)" == "Darwin" ]]; then
+            if [[ "$(uname -m)" == "x86_64" ]]; then
+                curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-MacOSX-x86_64.sh
+            elif [[ "$(uname -m)" == "arm64" ]];then
+                curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-MacOSX-arm64.sh
+            fi
+        # If on Linux
+        elif [[ "$(uname)" == "Linux" ]]; then
+            if [[ "$(uname -m)" == "x86_64" ]]; then
+                curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Linux-x86_64.sh
+            fi
+            if [[ "$(uname -m)" == "aarch64" ]];then
+                    curl -o ~/miniconda3/miniconda.sh https://mirrors.tuna.tsinghua.edu.cn/anaconda/miniconda/Miniconda3-py39_24.3.0-0-Linux-aarch64.sh
+            fi
+        fi
+        bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
+        $HOME/miniconda3/bin/conda init bash
+        $HOME/miniconda3/bin/conda init sh
+        # 配置conda环境变量
+        echo 'export PATH="$HOME/miniconda3/bin:$PATH"' >> ~/.bashrc
+        source ~/.bashrc
+        export PATH="$HOME/miniconda3/bin:$PATH"
+        rm -rf ~/miniconda3/miniconda.sh
+        # Configure Tsinghua mirrors
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/
+        conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/
+        echo "conda is installed."
+    fi
+}
+
+# Check if Python is installed, if not, install it ，或者python的版本小于3.10
+if ! command -v python &> /dev/null; then
+    echo "Python is not installed. Installing Python..."
+    # Check if conda is installed
+    install_conda
+fi

-# 判断当前的python版本是否是3.10
 if ! python --version | grep -q "3.10"; then
-    echo "Error: Python version is not 3.10. Please install Python 3.10 and try again."
-    exit 1
+    # 判断是否存在conda 命令
+    if ! command -v conda &> /dev/null; then
+        echo "conda is not installed. Please install conda and try again."
+        install_conda
+    fi
+    # 判断conda中是否存在python_au3.10 环境
+    if ! conda env list | grep -q "python_au3.10"; then
+        echo "Python 3.10 environment is not installed. Installing Python 3.10 environment..."
+        conda create -n python_au3.10 python=3.10 -y
+    fi
+    # conda info --base
+    #    使用conda info --base 获取conda的安装路径,并拼接envs/python_au3.10/bin到环境变量
+    export PATH ="$(conda info --base)/envs/python_au3.10/bin:$PATH"
 fi

 # 判断 pip list 是否已安装 agentUniverse
 if ! pip list | grep -q "agentUniverse"; then
-   pip install agentUniverse
+   pip install agentUniverse -i https://pypi.tuna.tsinghua.edu.cn/simple
 fi

 # Check if custom_key file exists, if not, copy from sample
-if [ ! -f "config/custom_key" ]; then
+if [ ! -f "config/custom_key.toml" ]; then
    cp config/custom_key.toml.sample config/custom_key.toml
 fi

+#把config目录下的config.toml文件中的#custom_key_path = './custom_key.toml' 替换为 custom_key_path = './custom_key.toml'
+sed -i '' 's/^#custom_key_path = '\''\.\/custom_key\.toml'\''/custom_key_path = '\''\.\/custom_key\.toml'\''/' ./config/config.toml
+
 # Set PYTHONPATH to the parent directory of the current working directory
 export PYTHONPATH=$PWD/../..

 # Start the service
 cd app/bootstrap
-python -u server_application.py
+python -u server_application.py
+