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xbrain专注于构建一款可解释的AI开发框架

Project description

✨特点

  1. 开箱即用:在命令行一键安装,打开命令行即可使用;
  2. 屏蔽了提示词,让用户专注于业务开发:用户无需编写提示词,就能开发大模型应用;
  3. 用自然语言开发function call:通过自然语言将本地的python代码接入到openai的function call;
  4. 渐进式开发:对用户代码无侵入性。

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几个有意思的例子

将任何加减操作映射成两数相加

通过xb定义一个加法函数:

I guess you want to do the following, or chat with me:

1. chat with my action
2. create a new action
3. deploy a chat server
4. integrate existing functions into xbrain

>>> 2
Please tell me, the action you want to do?
>>> 两数相加
Please wait a moment, I'm generating the code for you...
Creation successful!
file generated:  C:\Users\yuruo\Desktop\test2\add_action.py

add_action.py文件的内容:

from xbrain import xbrain_tool
from pydantic import BaseModel, Field

class Add(BaseModel):
    """Add two numbers"""
    a: int = Field(..., description="First number")
    b: int = Field(..., description="Second number")

@xbrain_tool.Tool(model=Add)
def add(a: int, b: int) -> int:
    """
    Add two numbers.
    """
    return a + b

通过xbrain的chat mode可以实现两数相加:

I guess you want to do the following, or chat with me:

1. chat with my action
2. create a new action
3. deploy a chat server
4. integrate existing functions into xbrain

>>> 1
Welcome to chat mode!
💬 1+1
run action
 action name:  Add
 action path:  C:\Users\yuruo\Desktop\test2\add_action.py
 action arguments:  {'a': 1, 'b': 1}
 action result:  2

2

然而它也能实现两数相减:

💬 1-1
run action
 action name:  Add
 action path:  C:\Users\yuruo\Desktop\test2\add_action.py
 action arguments:  {'a': 1, 'b': -1}
 action result:  0

0

它还能实现三数相加减,虽然结果不对但我们看到了它的尝试,这也是我们优化的方向:

💬 1+1+3
run action
 action name:  Add
 action path:  C:\Users\yuruo\Desktop\test2\add_action.py
 action arguments:  {'a': 1, 'b': 1}
 action result:  2

run action
 action name:  Add
 action path:  C:\Users\yuruo\Desktop\test2\add_action.py
 action arguments:  {'a': 1, 'b': 3}
 action result:  4

2
4

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