mallsystem/springboot/src/main/java/com/example/service/GoodsService.java

package com.example.service;

import cn.hutool.core.util.ObjectUtil;
import com.example.common.enums.RoleEnum;
import com.example.entity.*;
import com.example.mapper.*;
import com.example.utils.TokenUtils;
import com.github.pagehelper.PageHelper;
import com.github.pagehelper.PageInfo;
import org.springframework.stereotype.Service;

import javax.annotation.Resource;
import java.util.ArrayList;
import java.util.List;
import java.util.Optional;
import java.util.Random;
import java.util.stream.Collectors;

// 功能：商品信息业务处理
@Service
public class GoodsService {

    @Resource
    private GoodsMapper goodsMapper;

    @Resource
    private CollectMapper collectMapper;

    @Resource
    private CartMapper cartMapper;

    @Resource
    private OrdersMapper ordersMapper;

    @Resource
    private CommentMapper commentMapper;

    @Resource
    private UserMapper userMapper;

    // 新增商品
    public void add(Goods goods) {
        // 商家添加商品时自动设置商家ID
        Account currentUser = TokenUtils.getCurrentUser();
        if (RoleEnum.BUSINESS.name().equals(currentUser.getRole())) {
            goods.setBusinessId(currentUser.getId());
        }
        goodsMapper.insert(goods);
    }

    // 根据ID删除商品
    public void deleteById(Integer id) {
        goodsMapper.deleteById(id);
    }

    // 批量删除商品
    public void deleteBatch(List<Integer> ids) {
        for (Integer id : ids) {
            goodsMapper.deleteById(id);
        }
    }

    // 修改商品信息
    public void updateById(Goods goods) {
        goodsMapper.updateById(goods);
    }

    // 根据ID查询商品
    public Goods selectById(Integer id) {
        return goodsMapper.selectById(id);
    }

    // 查询销量前15的商品
    public List<Goods> selectTop15() {
        return goodsMapper.selectTop15();
    }

    // 通过分类查询商品
    public List<Goods> selectByTypeId(Integer id) {
        return goodsMapper.selectByTypeId(id);
    }

    // 根据商家ID查询该商家的所有商品
    public List<Goods> selectByBusinessId(Integer id) {
        return goodsMapper.selectByBusinessId(id);
    }

    // 查询所有商品
    public List<Goods> selectAll(Goods goods) {
        return goodsMapper.selectAll(goods);
    }

    // 分页查询商品
    public PageInfo<Goods> selectPage(Goods goods, Integer pageNum, Integer pageSize) {
        // 权限控制：商家只能看到自己店铺的商品
        Account currentUser = TokenUtils.getCurrentUser();
        if (RoleEnum.BUSINESS.name().equals(currentUser.getRole())) {
            goods.setBusinessId(currentUser.getId());
        }
        PageHelper.startPage(pageNum, pageSize);
        List<Goods> list = goodsMapper.selectAll(goods);
        return PageInfo.of(list);
    }

    // 用户首页搜索商品
    public List<Goods> selectByName(String name) {
        return goodsMapper.selectByName(name);
    }

    // 商品推荐算法
    public List<Goods> recommend() {
        Account currentUser = TokenUtils.getCurrentUser();
        if (ObjectUtil.isEmpty(currentUser)) {
            // 没有用户登录，返回空列表
            return new ArrayList<>();
        }

        // 1. 收集所有用户行为数据
        List<Collect> allCollects = collectMapper.selectAll(null);      // 收藏数据
        List<Cart> allCarts = cartMapper.selectAll(null);              // 购物车数据
        List<Orders> allOrders = ordersMapper.selectAllOKOrders();     // 已完成订单
        List<Comment> allComments = commentMapper.selectAll(null);     // 评论数据
        List<User> allUsers = userMapper.selectAll(null);              // 用户数据
        List<Goods> allGoods = goodsMapper.selectAll(null);            // 商品数据

        // 2. 构建用户-商品关系矩阵
        List<RelateDTO> data = new ArrayList<>();
        for (Goods goods : allGoods) {
            Integer goodsId = goods.getId();
            for (User user : allUsers) {
                Integer userId = user.getId();
                int index = 1;  // 基础权重

                // 计算用户对商品的偏好程度（权重累加）
                // 收藏 +1分
                Optional<Collect> collectOptional = allCollects.stream()
                        .filter(x -> x.getGoodsId().equals(goodsId) && x.getUserId().equals(userId)).findFirst();
                if (collectOptional.isPresent()) {
                    index += 1;
                }

                // 加入购物车 +2分
                Optional<Cart> cartOptional = allCarts.stream()
                        .filter(x -> x.getGoodsId().equals(goodsId) && x.getUserId().equals(userId)).findFirst();
                if (cartOptional.isPresent()) {
                    index += 2;
                }

                // 完成订单 +3分
                Optional<Orders> ordersOptional = allOrders.stream()
                        .filter(x -> x.getGoodsId().equals(goodsId) && x.getUserId().equals(userId)).findFirst();
                if (ordersOptional.isPresent()) {
                    index += 3;
                }

                // 发表评论 +2分
                Optional<Comment> commentOptional = allComments.stream()
                        .filter(x -> x.getGoodsId().equals(goodsId) && x.getUserId().equals(userId)).findFirst();
                if (commentOptional.isPresent()) {
                    index += 2;
                }

                // 如果用户与商品有交互，记录关系数据
                if (index > 1) {
                    RelateDTO relateDTO = new RelateDTO(userId, goodsId, index);
                    data.add(relateDTO);
                }
            }
        }

        // 3. 使用协同过滤算法进行推荐
        List<Integer> goodsIds = UserCF.recommend(currentUser.getId(), data);

        // 4. 将商品ID转换为商品对象，最多返回10个
        List<Goods> recommendResult = goodsIds.stream()
                .map(goodsId -> allGoods.stream()
                        .filter(x -> x.getId().equals(goodsId)).findFirst().orElse(null))
                .limit(10).collect(Collectors.toList());

        return recommendResult;
    }

    // 随机获取商品（备用推荐方案）
    private List<Goods> getRandomGoods(int num) {
        List<Goods> list = new ArrayList<>(num);
        List<Goods> goods = goodsMapper.selectAll(null);
        for (int i = 0; i < num; i++) {
            int index = new Random().nextInt(goods.size());
            list.add(goods.get(index));
        }
        return list;
    }
}