const pool = require('../db'); async function selectStudent(req, res) { try { const connection = await pool.getConnection(); // 从数据库查询学生 const [students] = await connection.query('SELECT * FROM students'); // 计算权重的总和(使用 softmax 权重计算) const totalWeight = students.reduce((acc, student) => acc + Math.exp(-student.score), 0); // 将每个学生的权重归一化 const weightedStudents = students.map(student => ({ student, weight: Math.exp(-student.score ) / totalWeight, })); // 生成随机数 const random = Math.random(); // 介于 0 和 1 之间 let sum = 0; // 用于累加权重 let selectedStudent = null; // 遍历加权后的学生,累加权重,并判断随机数落在哪个学生的区间 for (let i = 0; i < weightedStudents.length; i++) { sum += weightedStudents[i].weight; // 累加当前学生的权重 if (random <= sum) { // 如果随机数小于或等于当前的累积权重 selectedStudent = weightedStudents[i].student; // 选中该学生 break; // 找到后立即退出循环 } } if (selectedStudent) { res.send({ student_name: selectedStudent.student_name, student_id: selectedStudent.student_id }); } else { res.status(404).send({ message: '无学生数据' }); } connection.release(); } catch (error) { res.status(500).send({ error: '随机选择学生失败' }); } } module.exports = { selectStudent };