style(agent): 调整agent结构
This commit is contained in:
@@ -14,26 +14,16 @@
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import datetime
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import ray
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from typing import Union, overload
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from typing import Union
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from kilostar.adapter.model_adapter.agent_factory import AgentFactory
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from kilostar.core.global_state_machine.global_state_machine import GlobalStateMachine
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from kilostar.core.global_state_machine.model_provider import Provider
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from kilostar.core.individual.regulatory_node.template import (
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ForConsciousnessNode,
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ForUser,
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regulatoryNodeDeps,
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TerminationMessage,
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MessageRequest,
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RegulatoryNodeDeps,
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MessageResponse
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)
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from pydantic_ai import RunContext, Agent
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from kilostar.utils.ray_hook import ray_actor_hook
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class ClientMessage:
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def __init__(self, user_id: str, user_name: str, message: str):
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self.user_id = user_id
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self.user_name = user_name
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self.message = message
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self.platform = "client"
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@ray.remote
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@@ -62,7 +52,7 @@ class RegulatoryNode:
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global_state_machine: 全局状态机
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provider_title: 供应商名
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model_id: 模型id
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tools_list: 工具列表
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Returns:
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无返回
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"""
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@@ -76,9 +66,8 @@ class RegulatoryNode:
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"3. 如果你收到的是 TerminationMessage（代表工作流已完成并生成了报告），请将报告内容转化为友好的面向用户的回复，使用 ForUser 格式。\n"
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"请保持冷静、专业，并严格遵循上述路由规则。"
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)
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output_type = Union[ForConsciousnessNode, ForUser]
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output_type = Union[MessageResponse]
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from kilostar.utils.get_tool import load_tools_from_list
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provider: Provider = await global_state_machine.get_provider.remote(
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provider_title
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)
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@@ -90,13 +79,13 @@ class RegulatoryNode:
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model_id=model_id,
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output_type=output_type,
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system_prompt=system_prompt,
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deps_type=regulatoryNodeDeps,
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deps_type=RegulatoryNodeDeps,
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agent_name="regulatory_node",
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tools=callables,
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)
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@self.agent.system_prompt
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async def dynamic_prompt(ctx: RunContext[regulatoryNodeDeps]):
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async def dynamic_prompt(ctx: RunContext[RegulatoryNodeDeps]):
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"""执行与 dynamic prompt 相关的核心业务流转操作。
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该方法封装了具体的算法策略或状态控制逻辑，确保操作能够在事务上下文中被原子且一致地执行。
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Args: ctx (RunContext[regulatoryNodeDeps]): 参与 dynamic prompt 逻辑运算或数据构建的上下文依赖对象。
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@@ -123,23 +112,7 @@ class RegulatoryNode:
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)
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return prompt
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async def handle_chat_message(
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self, user_id: str, chat_id: str, message: str
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) -> str:
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payload = ClientMessage(
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user_id=user_id, user_name="", message=message
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)
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return await self._process(payload)
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async def handle_client_message(
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self, user_id: str, user_name: str, message: str
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) -> str:
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payload = ClientMessage(
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user_id=user_id, user_name=user_name, message=message
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)
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return await self._process(payload)
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async def working(self, payload: Union[ClientMessage, TerminationMessage]) -> str:
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async def working(self, payload: MessageRequest) -> str:
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"""working方法，是节点唯一的调用方法，对于_run函数的结果进行判断并实现最终回复
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Args:
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payload: 消息载荷，包含所有信息
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@@ -147,56 +120,27 @@ class RegulatoryNode:
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Returns:
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str,监控节点对于用户的回复
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"""
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return await self._process(payload)
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async def _process(
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self, payload: Union[ClientMessage, TerminationMessage]
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) -> str:
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try:
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result = await self._run(payload)
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if isinstance(result, ForConsciousnessNode):
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self.logger.info("regulatoryNode: 任务需交意识节点处理")
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workflow_running_engine = ray_actor_hook(
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"workflow_running_engine"
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).workflow_running_engine
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await workflow_running_engine.put_event.remote(payload)
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return f"任务已创建，准备创建工作流。原因：{result.reasoning}"
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elif isinstance(result, ForUser):
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self.logger.info("regulatoryNode: 直接向用户返回简单回复。")
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return result.context
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else:
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self.logger.error(f"regulatoryNode: 未知响应类型: {type(result)}")
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return "抱歉，系统内部遇到未知错误，无法正确处理您的请求。"
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except Exception:
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self.logger.exception("regulatoryNode在处理请求时发生未捕获的严重错误")
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return "抱歉，监控节点处理请求时发生严重错误，请联系管理员。"
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@overload
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async def _run(
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self, payload: ClientMessage
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) -> Union[ForConsciousnessNode, ForUser]: ...
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@overload
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async def _run(self, payload: TerminationMessage) -> ForUser: ...
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await self._run(payload)
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return ""
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async def _run(
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self, payload: Union[ClientMessage, TerminationMessage]
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) -> Union[ForConsciousnessNode, ForUser]:
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self, payload: MessageRequest
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) -> Union[MessageResponse, None]:
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platform = payload.platform
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user_name = payload.user_name
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message = payload.message
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time_str = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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try:
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deps = regulatoryNodeDeps(
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platform=platform, user_name=user_name, time=time_str
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deps = RegulatoryNodeDeps(
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platform=platform,
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user_name=user_name,
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time=time_str
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)
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self.logger.debug("regulatoryNode 开始生成 (启用原生 Pydantic-AI 重试)")
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prompt_message = message
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if isinstance(payload, TerminationMessage):
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prompt_message = f"【工作流执行结束报告】\n请将以下技术报告转化为对用户的友好回复：\n{message}"
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self.agent.retries = 3
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result = await self.agent.run(prompt_message, deps=deps)
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return result.output
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except Exception as e:
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self.logger.exception(f"regulatoryNode 模型生成或解析最终失败: {str(e)}")
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return ForUser(context="系统当前负载过高或遇到复杂内部错误，请稍后再试。")
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agent_response = await self.agent.run(user_prompt=message,
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deps=deps,)
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response: MessageResponse = agent_response.output
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response.platform = platform
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response.platform_id = MessageRequest.platform_id
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return response
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except:
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pass
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@@ -11,51 +11,54 @@
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from typing import Literal, Optional
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from pydantic import Field
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from kilostar.utils.agent_model import ResponseModel, DepsModel
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from pydantic import BaseModel
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from kilostar.utils.agent_model import ResponseModel, DepsModel, RequestModel
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class regulatoryNodeResponse(ResponseModel):
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"""regulatoryNodeResponse 核心组件类。
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这是一个系统执行节点类，作为多智能体架构中的独立处理单元。它能够接收工作流上下文，根据内置的大模型策略进行意图理解和自主决策，从而驱动特定阶段的任务闭环。"""
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class RegulatoryNodeResponse(ResponseModel):
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"""
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RegulatoryNodeResponse类
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一切regulatory_node回复的父类
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"""
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pass
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class RegulatoryNodeRequest(RequestModel):
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"""
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RegulatoryNodeRequest类
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向regulatory请求的父类
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"""
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pass
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class ForUser(regulatoryNodeResponse):
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"""ForUser 核心组件类。
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这是一个领域数据模型或功能封装类，承载了 ForUser 相关的内聚属性定义与状态维护。它的存在隔离了局部的业务复杂性，并对外提供了类型安全的访问接口。"""
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context: str = Field(
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...,
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description="对用户的回复，应当使用和蔼的语气进行回复。用于直接解答简单问题或返回最终报告。",
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)
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class ForConsciousnessNode(regulatoryNodeResponse):
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"""ForConsciousnessNode 核心组件类。
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这是一个系统执行节点类，作为多智能体架构中的独立处理单元。它能够接收工作流上下文，根据内置的大模型策略进行意图理解和自主决策，从而驱动特定阶段的任务闭环。"""
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reasoning: str = Field(..., description="选择将任务移交意识节点的简短原因。")
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class TerminationMessage(BaseModel):
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"""TerminationMessage 核心组件类。
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这是一个领域数据模型或功能封装类，承载了 TerminationMessage 相关的内聚属性定义与状态维护。它的存在隔离了局部的业务复杂性，并对外提供了类型安全的访问接口。"""
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platform: str
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user_name: str
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message: str
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class regulatoryNodeDeps(DepsModel):
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"""regulatoryNodeDeps 核心组件类。
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这是一个系统执行节点类，作为多智能体架构中的独立处理单元。它能够接收工作流上下文，根据内置的大模型策略进行意图理解和自主决策，从而驱动特定阶段的任务闭环。"""
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class RegulatoryNodeDeps(DepsModel):
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"""
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RegulatoryNodeDeps类
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regulatory_node的依赖模型
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"""
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platform: str
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user_name: str
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time: str
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retry_count: int = 0
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error_history: str = ""
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class MessageRequest(RequestModel):
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"""
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MessageRequest类
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任何消息渠道向regulatory_node发送消息请求的模型
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"""
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platform: Literal["client"]
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user_name: str
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platform_id: Optional[str]
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message: str
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class MessageResponse(RegulatoryNodeResponse):
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"""
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MessageResponse类
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regulatory_node回复的模型
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"""
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platform: Optional[Literal["client"]] = Field(description="系统自动填入的platform")
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platform_id: Optional[str] = Field(description="系统自动填入的platform_id")
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reply_message: str = Field(...,description="模型回复的消息")
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