base_node.py
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"""
节点基类
定义所有处理节点的基础接口
"""
from abc import ABC, abstractmethod
from typing import Any, Dict, Optional
from ..llms.base import BaseLLM
from ..state.state import State
class BaseNode(ABC):
"""节点基类"""
def __init__(self, llm_client: BaseLLM, node_name: str = ""):
"""
初始化节点
Args:
llm_client: LLM客户端
node_name: 节点名称
"""
self.llm_client = llm_client
self.node_name = node_name or self.__class__.__name__
@abstractmethod
def run(self, input_data: Any, **kwargs) -> Any:
"""
执行节点处理逻辑
Args:
input_data: 输入数据
**kwargs: 额外参数
Returns:
处理结果
"""
pass
def validate_input(self, input_data: Any) -> bool:
"""
验证输入数据
Args:
input_data: 输入数据
Returns:
验证是否通过
"""
return True
def process_output(self, output: Any) -> Any:
"""
处理输出数据
Args:
output: 原始输出
Returns:
处理后的输出
"""
return output
def log_info(self, message: str):
"""记录信息日志"""
print(f"[{self.node_name}] {message}")
def log_error(self, message: str):
"""记录错误日志"""
print(f"[{self.node_name}] 错误: {message}")
class StateMutationNode(BaseNode):
"""带状态修改功能的节点基类"""
@abstractmethod
def mutate_state(self, input_data: Any, state: State, **kwargs) -> State:
"""
修改状态
Args:
input_data: 输入数据
state: 当前状态
**kwargs: 额外参数
Returns:
修改后的状态
"""
pass