Educational MCP Server

"""Schemas for deep cognitive diagnosis (e.g., DeepIRT-style) inference. 中文：深度认知诊断（DeepIRT 风格）输入输出模型，定义交互序列与掌握度格式。 """ from __future__ import annotations from typing import Dict, List from pydantic import BaseModel, Field class Interaction(BaseModel): student_id: int = Field(..., description="学生 ID") item_id: int = Field(..., description="题目 ID") correct: int = Field(..., ge=0, le=1, description="是否答对，1/0") class MasteryResponse(BaseModel): mastery: Dict[str, float] = Field( ..., description="知识点掌握概率，如 {'K1': 0.85}" ) raw_vector: List[float] = Field( ..., description="模型输出的原始掌握向量，用于调试和可视化" )