mall大型企业项目：7，elasticSearch实现数据库表导入es，和搜索功能，及增删改查
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2024-02-27 20:40:57
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elasticSearch实现数据库表导入es，和搜索功能，及增删改查
1，表结构
表1：
pms_product（商品信息表）
/*
Navicat MySQL Data Transfer
Source Server : localhost
Source Server Version : 50528
Source Host : localhost:3306
Source Database : mall
Target Server Type : MYSQL
Target Server Version : 50528
File Encoding : 65001
Date: 2020-11-07 19:22:10
*/
SET FOREIGN_KEY_CHECKS=0;
-- ----------------------------
-- Table structure for pms_product
-- ----------------------------
DROP TABLE IF EXISTS `pms_product`;
CREATE TABLE `pms_product` (
`id` bigint(20) NOT NULL AUTO_INCREMENT,
`brand_id` bigint(20) DEFAULT NULL,
`product_category_id` bigint(20) DEFAULT NULL,
`feight_template_id` bigint(20) DEFAULT NULL,
`product_attribute_category_id` bigint(20) DEFAULT NULL,
`name` varchar(64) NOT NULL,
`pic` varchar(255) DEFAULT NULL,
`product_sn` varchar(64) NOT NULL COMMENT '货号',
`delete_status` int(1) DEFAULT NULL COMMENT '删除状态：0->未删除；1->已删除',
`publish_status` int(1) DEFAULT NULL COMMENT '上架状态：0->下架；1->上架',
`new_status` int(1) DEFAULT NULL COMMENT '新品状态:0->不是新品；1->新品',
`recommand_status` int(1) DEFAULT NULL COMMENT '推荐状态；0->不推荐；1->推荐',
`verify_status` int(1) DEFAULT NULL COMMENT '审核状态：0->未审核；1->审核通过',
`sort` int(11) DEFAULT NULL COMMENT '排序',
`sale` int(11) DEFAULT NULL COMMENT '销量',
`price` decimal(10,2) DEFAULT NULL,
`promotion_price` decimal(10,2) DEFAULT NULL COMMENT '促销价格',
`gift_growth` int(11) DEFAULT '0' COMMENT '赠送的成长值',
`gift_point` int(11) DEFAULT '0' COMMENT '赠送的积分',
`use_point_limit` int(11) DEFAULT NULL COMMENT '限制使用的积分数',
`sub_title` varchar(255) DEFAULT NULL COMMENT '副标题',
`description` text COMMENT '商品描述',
`original_price` decimal(10,2) DEFAULT NULL COMMENT '市场价',
`stock` int(11) DEFAULT NULL COMMENT '库存',
`low_stock` int(11) DEFAULT NULL COMMENT '库存预警值',
`unit` varchar(16) DEFAULT NULL COMMENT '单位',
`weight` decimal(10,2) DEFAULT NULL COMMENT '商品重量，默认为克',
`preview_status` int(1) DEFAULT NULL COMMENT '是否为预告商品：0->不是；1->是',
`service_ids` varchar(64) DEFAULT NULL COMMENT '以逗号分割的产品服务：1->无忧退货；2->快速退款；3->免费包邮',
`keywords` varchar(255) DEFAULT NULL,
`note` varchar(255) DEFAULT NULL,
`album_pics` varchar(255) DEFAULT NULL COMMENT '画册图片，连产品图片限制为5张，以逗号分割',
`detail_title` varchar(255) DEFAULT NULL,
`detail_desc` text,
`detail_html` text COMMENT '产品详情网页内容',
`detail_mobile_html` text COMMENT '移动端网页详情',
`promotion_start_time` datetime DEFAULT NULL COMMENT '促销开始时间',
`promotion_end_time` datetime DEFAULT NULL COMMENT '促销结束时间',
`promotion_per_limit` int(11) DEFAULT NULL COMMENT '活动限购数量',
`promotion_type` int(1) DEFAULT NULL COMMENT '促销类型：0->没有促销使用原价;1->使用促销价；2->使用会员价；3->使用阶梯价格；4->使用满减价格；5->限时购',
`brand_name` varchar(255) DEFAULT NULL COMMENT '品牌名称',
`product_category_name` varchar(255) DEFAULT NULL COMMENT '商品分类名称',
PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=37 DEFAULT CHARSET=utf8 COMMENT='商品信息';
-- ----------------------------
-- Records of pms_product
-- ----------------------------
INSERT INTO `pms_product` VALUES ('1', '49', '7', '0', '0', '银色星芒刺绣网纱底裤', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '1', '1', '1', '1', '100', '0', '100.00', null, '0', '100', null, '111', '111', '120.00', '100', '20', '件', '1000.00', '0', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', null, null, null, '0', '七匹狼', '外套');
INSERT INTO `pms_product` VALUES ('2', '49', '7', '0', '0', '银色星芒刺绣网纱底裤2', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86578', '1', '1', '1', '1', '1', '1', '0', '100.00', null, '0', '100', null, '111', '111', '120.00', '100', '20', '件', '1000.00', '0', null, '银色星芒刺绣网纱底裤2', '银色星芒刺绣网纱底裤', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '<p>银色星芒刺绣网纱底裤</p>', '<p>银色星芒刺绣网纱底裤</p>', null, null, null, '0', '七匹狼', '外套');
INSERT INTO `pms_product` VALUES ('3', '1', '7', '0', '0', '银色星芒刺绣网纱底裤3', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86579', '1', '1', '1', '1', '1', '1', '0', '100.00', null, '0', '100', null, '111', '111', '120.00', '100', '20', '件', '1000.00', '0', null, '银色星芒刺绣网纱底裤3', '银色星芒刺绣网纱底裤', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', null, null, null, '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('4', '1', '7', '0', '0', '银色星芒刺绣网纱底裤4', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86580', '1', '1', '1', '1', '1', '1', '0', '100.00', null, '0', '100', null, '111', '111', '120.00', '100', '20', '件', '1000.00', '0', null, '银色星芒刺绣网纱底裤4', '银色星芒刺绣网纱底裤', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', null, null, null, '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('5', '1', '7', '0', '0', '银色星芒刺绣网纱底裤5', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86581', '1', '0', '1', '1', '1', '1', '0', '100.00', null, '0', '100', null, '111', '111', '120.00', '100', '20', '件', '1000.00', '0', null, '银色星芒刺绣网纱底裤5', '银色星芒刺绣网纱底裤', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', null, null, null, '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('6', '1', '7', '0', '0', '银色星芒刺绣网纱底裤6', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86582', '1', '1', '1', '1', '1', '1', '0', '100.00', null, '0', '100', null, '111', '111', '120.00', '100', '20', '件', '1000.00', '0', null, '银色星芒刺绣网纱底裤6', '银色星芒刺绣网纱底裤', null, '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', '银色星芒刺绣网纱底裤', null, null, null, '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('7', '1', '7', '0', '1', '女式超柔软拉毛运动开衫', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '0', '0', '0', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('8', '1', '7', '0', '1', '女式超柔软拉毛运动开衫1', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '0', '0', '0', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('9', '1', '7', '0', '1', '女式超柔软拉毛运动开衫1', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '0', '0', '0', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('10', '1', '7', '0', '1', '女式超柔软拉毛运动开衫1', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '0', '0', '0', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('11', '1', '7', '0', '1', '女式超柔软拉毛运动开衫1', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '1', '0', '1', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('12', '1', '7', '0', '1', '女式超柔软拉毛运动开衫2', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '1', '0', '1', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('13', '1', '7', '0', '1', '女式超柔软拉毛运动开衫3', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '1', '0', '1', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('14', '1', '7', '0', '1', '女式超柔软拉毛运动开衫3', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '0', '0', '1', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('18', '1', '7', '0', '1', '女式超柔软拉毛运动开衫3', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180522/web.png', 'No86577', '1', '0', '0', '1', '0', '0', '0', '249.00', '0.00', '0', '100', '0', '匠心剪裁，垂感质地', '匠心剪裁，垂感质地', '299.00', '100', '0', '件', '0.00', '0', 'string', '女式超柔软拉毛运动开衫', 'string', 'string', 'string', 'string', 'string', 'string', '2018-04-26 10:41:03', '2018-04-26 10:41:03', '0', '0', '万和', '外套');
INSERT INTO `pms_product` VALUES ('22', '6', '7', '0', '1', 'test', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/1522738681.jpg', '', '1', '1', '0', '0', '0', '0', '0', '0.00', null, '0', '0', '0', 'test', '', '0.00', '100', '0', '', '0.00', '1', '1,2', '', '', '', '', '', '', '', null, null, '0', '0', '小米', '外套');
INSERT INTO `pms_product` VALUES ('23', '6', '19', '0', '1', '毛衫测试', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/1522738681.jpg', 'NO.1098', '1', '1', '1', '1', '0', '0', '0', '99.00', null, '99', '99', '1000', '毛衫测试11', 'xxx', '109.00', '100', '0', '件', '1000.00', '1', '1,2,3', '毛衫测试', '毛衫测试', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/1522738681.jpg,http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/1522738681.jpg', '毛衫测试', '毛衫测试', '<p><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/155x54.bmp\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/APP登录bg1080.jpg\" width=\"500\" height=\"500\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180604/APP登录界面.jpg\" width=\"500\" height=\"500\" /></p>', '', null, null, '0', '2', '小米', '手机数码');
INSERT INTO `pms_product` VALUES ('24', '6', '7', '0', null, 'xxx', '', '', '1', '0', '0', '0', '0', '0', '0', '0.00', null, '0', '0', '0', 'xxx', '', '0.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '小米', '外套');
INSERT INTO `pms_product` VALUES ('26', '3', '19', '0', '3', '华为 HUAWEI P20 ', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ac1bf58Ndefaac16.jpg', '6946605', '0', '1', '1', '1', '0', '100', '0', '3788.00', null, '3788', '3788', '0', 'AI智慧全面屏 6GB +64GB 亮黑色 全网通版 移动联通电信4G手机 双卡双待手机 双卡双待', '', '4288.00', '1000', '0', '件', '0.00', '1', '2,3,1', '', '', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ab46a3cN616bdc41.jpg,http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ac1bf5fN2522b9dc.jpg', '', '', '<p><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ad44f1cNf51f3bb0.jpg\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ad44fa8Nfcf71c10.jpg\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ad44fa9N40e78ee0.jpg\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ad457f4N1c94bdda.jpg\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5ad457f5Nd30de41d.jpg\" /><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/5b10fb0eN0eb053fb.jpg\" /></p>', '', null, null, '0', '1', '华为', '手机通讯');
INSERT INTO `pms_product` VALUES ('27', '6', '19', '0', '3', '小米8 全面屏游戏智能手机 6GB+64GB 黑色 全网通4G 双卡双待', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg', '7437788', '0', '1', '1', '1', '0', '0', '0', '2699.00', null, '2699', '2699', '0', '骁龙845处理器，红外人脸解锁，AI变焦双摄，AI语音助手小米6X低至1299，点击抢购', '小米8 全面屏游戏智能手机 6GB+64GB 黑色 全网通4G 双卡双待', '2699.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '<p><img class=\"wscnph\" src=\"http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b2254e8N414e6d3a.jpg\" width=\"500\" /></p>', '', null, null, '0', '3', '小米', '手机数码');
INSERT INTO `pms_product` VALUES ('28', '6', '19', '0', '3', '小米 红米5A 全网通版 3GB+32GB 香槟金 移动联通电信4G手机 双卡双待', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5a9d248cN071f4959.jpg', '7437789', '0', '1', '1', '1', '0', '0', '0', '649.00', null, '649', '649', '0', '8天超长待机，137g轻巧机身，高通骁龙处理器小米6X低至1299，点击抢购', '', '649.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '4', '小米', '手机数码');
INSERT INTO `pms_product` VALUES ('29', '51', '19', '0', '3', 'Apple iPhone 8 Plus 64GB 红色特别版 移动联通电信4G手机', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5acc5248N6a5f81cd.jpg', '7437799', '0', '1', '1', '1', '0', '0', '0', '5499.00', null, '5499', '5499', '0', '【限时限量抢购】Apple产品年中狂欢节，好物尽享，美在智慧！速来 >> 勾选[保障服务][原厂保2年]，获得AppleCare+全方位服务计划，原厂延保售后无忧。', '', '5499.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '苹果', '手机数码');
INSERT INTO `pms_product` VALUES ('30', '50', '8', '0', '1', 'HLA海澜之家简约动物印花短袖T恤', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ad83a4fN6ff67ecd.jpg!cc_350x449.jpg', 'HNTBJ2E042A', '0', '1', '1', '1', '0', '0', '0', '98.00', null, '0', '0', '0', '2018夏季新品微弹舒适新款短T男生 6月6日-6月20日，满300减30，参与互动赢百元礼券，立即分享赢大奖', '', '98.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '海澜之家', 'T恤');
INSERT INTO `pms_product` VALUES ('31', '50', '8', '0', '1', 'HLA海澜之家蓝灰花纹圆领针织布短袖T恤', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ac98b64N70acd82f.jpg!cc_350x449.jpg', 'HNTBJ2E080A', '0', '1', '0', '0', '0', '0', '0', '98.00', null, '0', '0', '0', '2018夏季新品短袖T恤男HNTBJ2E080A 蓝灰花纹80 175/92A/L80A 蓝灰花纹80 175/92A/L', '', '98.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '海澜之家', 'T恤');
INSERT INTO `pms_product` VALUES ('32', '50', '8', '0', null, 'HLA海澜之家短袖T恤男基础款', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5a51eb88Na4797877.jpg', 'HNTBJ2E153A', '0', '1', '0', '0', '0', '0', '0', '68.00', null, '0', '0', '0', 'HLA海澜之家短袖T恤男基础款简约圆领HNTBJ2E153A藏青(F3)175/92A(50)', '', '68.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '海澜之家', 'T恤');
INSERT INTO `pms_product` VALUES ('33', '6', '35', '0', null, '小米（MI）小米电视4A ', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b02804dN66004d73.jpg', '4609652', '0', '1', '0', '0', '0', '0', '0', '2499.00', null, '0', '0', '0', '小米（MI）小米电视4A 55英寸 L55M5-AZ/L55M5-AD 2GB+8GB HDR 4K超高清 人工智能网络液晶平板电视', '', '2499.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '小米', '手机数码');
INSERT INTO `pms_product` VALUES ('34', '6', '35', '0', null, '小米（MI）小米电视4A 65英寸', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b028530N51eee7d4.jpg', '4609660', '0', '1', '0', '0', '0', '0', '0', '3999.00', null, '0', '0', '0', ' L65M5-AZ/L65M5-AD 2GB+8GB HDR 4K超高清 人工智能网络液晶平板电视', '', '3999.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', '小米', '手机数码');
INSERT INTO `pms_product` VALUES ('35', '58', '29', '0', '11', '耐克NIKE 男子 休闲鞋 ROSHE RUN 运动鞋 511881-010黑色41码', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b235bb9Nf606460b.jpg', '6799342', '0', '1', '0', '0', '0', '0', '0', '369.00', null, '0', '0', '0', '耐克NIKE 男子 休闲鞋 ROSHE RUN 运动鞋 511881-010黑色41码', '', '369.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', 'NIKE', '男鞋');
INSERT INTO `pms_product` VALUES ('36', '58', '29', '0', '11', '耐克NIKE 男子 气垫 休闲鞋 AIR MAX 90 ESSENTIAL 运动鞋 AJ1285-101白色41码', 'http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b19403eN9f0b3cb8.jpg', '6799345', '0', '1', '1', '1', '0', '0', '0', '499.00', null, '0', '0', '0', '耐克NIKE 男子 气垫 休闲鞋 AIR MAX 90 ESSENTIAL 运动鞋 AJ1285-101白色41码', '', '499.00', '100', '0', '', '0.00', '0', '', '', '', '', '', '', '', '', null, null, '0', '0', 'NIKE', '男鞋');
表2：pms_product_attribute（商品属性参数表）
/*
Navicat MySQL Data Transfer
Source Server : localhost
Source Server Version : 50528
Source Host : localhost:3306
Source Database : mall
Target Server Type : MYSQL
Target Server Version : 50528
File Encoding : 65001
Date: 2020-11-07 19:24:55
*/
SET FOREIGN_KEY_CHECKS=0;
-- ----------------------------
-- Table structure for pms_product_attribute
-- ----------------------------
DROP TABLE IF EXISTS `pms_product_attribute`;
CREATE TABLE `pms_product_attribute` (
`id` bigint(20) NOT NULL AUTO_INCREMENT,
`product_attribute_category_id` bigint(20) DEFAULT NULL,
`name` varchar(64) DEFAULT NULL,
`select_type` int(1) DEFAULT NULL COMMENT '属性选择类型：0->唯一；1->单选；2->多选',
`input_type` int(1) DEFAULT NULL COMMENT '属性录入方式：0->手工录入；1->从列表中选取',
`input_list` varchar(255) DEFAULT NULL COMMENT '可选值列表，以逗号隔开',
`sort` int(11) DEFAULT NULL COMMENT '排序字段：最高的可以单独上传图片',
`filter_type` int(1) DEFAULT NULL COMMENT '分类筛选样式：1->普通；1->颜色',
`search_type` int(1) DEFAULT NULL COMMENT '检索类型；0->不需要进行检索；1->关键字检索；2->范围检索',
`related_status` int(1) DEFAULT NULL COMMENT '相同属性产品是否关联；0->不关联；1->关联',
`hand_add_status` int(1) DEFAULT NULL COMMENT '是否支持手动新增；0->不支持；1->支持',
`type` int(1) DEFAULT NULL COMMENT '属性的类型；0->规格；1->参数',
PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=52 DEFAULT CHARSET=utf8 COMMENT='商品属性参数表';
-- ----------------------------
-- Records of pms_product_attribute
-- ----------------------------
INSERT INTO `pms_product_attribute` VALUES ('1', '1', '尺寸', '2', '1', 'M,X,XL,2XL,3XL,4XL', '0', '0', '0', '0', '0', '0');
INSERT INTO `pms_product_attribute` VALUES ('7', '1', '颜色', '2', '1', '黑色,红色,白色,粉色', '100', '0', '0', '0', '1', '0');
INSERT INTO `pms_product_attribute` VALUES ('13', '0', '上市年份', '1', '1', '2013年,2014年,2015年,2016年,2017年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('14', '0', '上市年份1', '1', '1', '2013年,2014年,2015年,2016年,2017年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('15', '0', '上市年份2', '1', '1', '2013年,2014年,2015年,2016年,2017年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('16', '0', '上市年份3', '1', '1', '2013年,2014年,2015年,2016年,2017年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('17', '0', '上市年份4', '1', '1', '2013年,2014年,2015年,2016年,2017年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('18', '0', '上市年份5', '1', '1', '2013年,2014年,2015年,2016年,2017年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('19', '0', '适用对象', '1', '1', '青年女性,中年女性', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('20', '0', '适用对象1', '2', '1', '青年女性,中年女性', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('21', '0', '适用对象3', '2', '1', '青年女性,中年女性', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('24', '1', '商品编号', '1', '0', '', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('25', '1', '适用季节', '1', '1', '春季,夏季,秋季,冬季', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('32', '2', '适用人群', '0', '1', '老年,青年,中年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('33', '2', '风格', '0', '1', '嘻哈风格,基础大众,商务正装', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('35', '2', '颜色', '0', '0', '', '100', '0', '0', '0', '1', '0');
INSERT INTO `pms_product_attribute` VALUES ('37', '1', '适用人群', '1', '1', '儿童,青年,中年,老年', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('38', '1', '上市时间', '1', '1', '2017年秋,2017年冬,2018年春,2018年夏', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('39', '1', '袖长', '1', '1', '短袖,长袖,中袖', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('40', '2', '尺码', '0', '1', '29,30,31,32,33,34', '0', '0', '0', '0', '0', '0');
INSERT INTO `pms_product_attribute` VALUES ('41', '2', '适用场景', '0', '1', '居家,运动,正装', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('42', '2', '上市时间', '0', '1', '2018年春,2018年夏', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('43', '3', '颜色', '0', '0', '', '100', '0', '0', '0', '1', '0');
INSERT INTO `pms_product_attribute` VALUES ('44', '3', '容量', '0', '1', '16G,32G,64G,128G', '0', '0', '0', '0', '0', '0');
INSERT INTO `pms_product_attribute` VALUES ('45', '3', '屏幕尺寸', '0', '0', '', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('46', '3', '网络', '0', '1', '3G,4G', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('47', '3', '系统', '0', '1', 'Android,IOS', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('48', '3', '电池容量', '0', '0', '', '0', '0', '0', '0', '0', '1');
INSERT INTO `pms_product_attribute` VALUES ('49', '11', '颜色', '0', '1', '红色,蓝色,绿色', '0', '1', '0', '0', '0', '0');
INSERT INTO `pms_product_attribute` VALUES ('50', '11', '尺寸', '0', '1', '38,39,40', '0', '0', '0', '0', '0', '0');
INSERT INTO `pms_product_attribute` VALUES ('51', '11', '风格', '0', '1', '夏季,秋季', '0', '0', '0', '0', '0', '0');
表3：pms_product_attribute_value（存储产品参数值的表）
/*
Navicat MySQL Data Transfer
Source Server : localhost
Source Server Version : 50528
Source Host : localhost:3306
Source Database : mall
Target Server Type : MYSQL
Target Server Version : 50528
File Encoding : 65001
Date: 2020-11-07 19:26:03
*/
SET FOREIGN_KEY_CHECKS=0;
-- ----------------------------
-- Table structure for pms_product_attribute_value
-- ----------------------------
DROP TABLE IF EXISTS `pms_product_attribute_value`;
CREATE TABLE `pms_product_attribute_value` (
`id` bigint(20) NOT NULL AUTO_INCREMENT,
`product_id` bigint(20) DEFAULT NULL,
`product_attribute_id` bigint(20) DEFAULT NULL,
`value` varchar(64) DEFAULT NULL COMMENT '手动添加规格或参数的值，参数单值，规格有多个时以逗号隔开',
PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=233 DEFAULT CHARSET=utf8 COMMENT='存储产品参数信息的表';
-- ----------------------------
-- Records of pms_product_attribute_value
-- ----------------------------
INSERT INTO `pms_product_attribute_value` VALUES ('1', '9', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('2', '10', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('3', '11', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('4', '12', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('5', '13', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('6', '14', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('7', '18', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('8', '7', '1', 'X');
INSERT INTO `pms_product_attribute_value` VALUES ('9', '7', '1', 'XL');
INSERT INTO `pms_product_attribute_value` VALUES ('10', '7', '1', 'XXL');
INSERT INTO `pms_product_attribute_value` VALUES ('11', '22', '7', 'x,xx');
INSERT INTO `pms_product_attribute_value` VALUES ('12', '22', '24', 'no110');
INSERT INTO `pms_product_attribute_value` VALUES ('13', '22', '25', '春季');
INSERT INTO `pms_product_attribute_value` VALUES ('14', '22', '37', '青年');
INSERT INTO `pms_product_attribute_value` VALUES ('15', '22', '38', '2018年春');
INSERT INTO `pms_product_attribute_value` VALUES ('16', '22', '39', '长袖');
INSERT INTO `pms_product_attribute_value` VALUES ('124', '23', '7', '米白色,浅黄色');
INSERT INTO `pms_product_attribute_value` VALUES ('125', '23', '24', 'no1098');
INSERT INTO `pms_product_attribute_value` VALUES ('126', '23', '25', '春季');
INSERT INTO `pms_product_attribute_value` VALUES ('127', '23', '37', '青年');
INSERT INTO `pms_product_attribute_value` VALUES ('128', '23', '38', '2018年春');
INSERT INTO `pms_product_attribute_value` VALUES ('129', '23', '39', '长袖');
INSERT INTO `pms_product_attribute_value` VALUES ('130', '1', '13', null);
INSERT INTO `pms_product_attribute_value` VALUES ('131', '1', '14', null);
INSERT INTO `pms_product_attribute_value` VALUES ('132', '1', '15', null);
INSERT INTO `pms_product_attribute_value` VALUES ('133', '1', '16', null);
INSERT INTO `pms_product_attribute_value` VALUES ('134', '1', '17', null);
INSERT INTO `pms_product_attribute_value` VALUES ('135', '1', '18', null);
INSERT INTO `pms_product_attribute_value` VALUES ('136', '1', '19', null);
INSERT INTO `pms_product_attribute_value` VALUES ('137', '1', '20', null);
INSERT INTO `pms_product_attribute_value` VALUES ('138', '1', '21', null);
INSERT INTO `pms_product_attribute_value` VALUES ('139', '2', '13', null);
INSERT INTO `pms_product_attribute_value` VALUES ('140', '2', '14', null);
INSERT INTO `pms_product_attribute_value` VALUES ('141', '2', '15', null);
INSERT INTO `pms_product_attribute_value` VALUES ('142', '2', '16', null);
INSERT INTO `pms_product_attribute_value` VALUES ('143', '2', '17', null);
INSERT INTO `pms_product_attribute_value` VALUES ('144', '2', '18', null);
INSERT INTO `pms_product_attribute_value` VALUES ('145', '2', '19', null);
INSERT INTO `pms_product_attribute_value` VALUES ('146', '2', '20', null);
INSERT INTO `pms_product_attribute_value` VALUES ('147', '2', '21', null);
INSERT INTO `pms_product_attribute_value` VALUES ('183', '31', '24', null);
INSERT INTO `pms_product_attribute_value` VALUES ('184', '31', '25', '夏季');
INSERT INTO `pms_product_attribute_value` VALUES ('185', '31', '37', '青年');
INSERT INTO `pms_product_attribute_value` VALUES ('186', '31', '38', '2018年夏');
INSERT INTO `pms_product_attribute_value` VALUES ('187', '31', '39', '短袖');
INSERT INTO `pms_product_attribute_value` VALUES ('198', '30', '24', null);
INSERT INTO `pms_product_attribute_value` VALUES ('199', '30', '25', '夏季');
INSERT INTO `pms_product_attribute_value` VALUES ('200', '30', '37', '青年');
INSERT INTO `pms_product_attribute_value` VALUES ('201', '30', '38', '2018年夏');
INSERT INTO `pms_product_attribute_value` VALUES ('202', '30', '39', '短袖');
INSERT INTO `pms_product_attribute_value` VALUES ('213', '27', '43', '黑色,蓝色');
INSERT INTO `pms_product_attribute_value` VALUES ('214', '27', '45', '5.8');
INSERT INTO `pms_product_attribute_value` VALUES ('215', '27', '46', '4G');
INSERT INTO `pms_product_attribute_value` VALUES ('216', '27', '47', 'Android');
INSERT INTO `pms_product_attribute_value` VALUES ('217', '27', '48', '3000ml');
INSERT INTO `pms_product_attribute_value` VALUES ('218', '28', '43', '金色,银色');
INSERT INTO `pms_product_attribute_value` VALUES ('219', '28', '45', '5.0');
INSERT INTO `pms_product_attribute_value` VALUES ('220', '28', '46', '4G');
INSERT INTO `pms_product_attribute_value` VALUES ('221', '28', '47', 'Android');
INSERT INTO `pms_product_attribute_value` VALUES ('222', '28', '48', '2800ml');
INSERT INTO `pms_product_attribute_value` VALUES ('223', '29', '43', '金色,银色');
INSERT INTO `pms_product_attribute_value` VALUES ('224', '29', '45', '4.7');
INSERT INTO `pms_product_attribute_value` VALUES ('225', '29', '46', '4G');
INSERT INTO `pms_product_attribute_value` VALUES ('226', '29', '47', 'IOS');
INSERT INTO `pms_product_attribute_value` VALUES ('227', '29', '48', '1960ml');
INSERT INTO `pms_product_attribute_value` VALUES ('228', '26', '43', '金色,银色');
INSERT INTO `pms_product_attribute_value` VALUES ('229', '26', '45', '5.0');
INSERT INTO `pms_product_attribute_value` VALUES ('230', '26', '46', '4G');
INSERT INTO `pms_product_attribute_value` VALUES ('231', '26', '47', 'Android');
INSERT INTO `pms_product_attribute_value` VALUES ('232', '26', '48', '3000');
2，实现功能
利用elasticSearch和数据库的交互实现数据库表内数据导入到es中。然后简单搜索，条件分词搜索商品信息
3，环境准备
1、window64位，32位都可以。jdk1.8，idea，elasticSearch 7.6.2 ，可视化工具 kibana 7.6.2
2、es下载地址
3、下载完毕解压到文件夹。进入bin目录。然后执行下面命令安装分词器
4、elasticsearch-plugin install https://github.com/medcl/elasticsearch-analysis-ik/releases/download/v7.6.2/elasticsearch-analysis-ik-7.6.2.zip
6、双击es7.6.2的bin目录下.bat文件启动es。
7、双击kibana的bin目录下.bat文件启动kibana
kibana 7版本视图
4，代码
4.1、pom.xml
引入springboot2.3.0
<parent>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-parent</artifactId>
<version>2.3.0.RELEASE</version>
<relativePath/> <!-- lookup parent from repository -->
</parent>
<!--整合elasticSearch-->
<!--Elasticsearch相关依赖-->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-data-elasticsearch</artifactId>
</dependency>
4.2、application.yml
spring.data
# elasticSearch
data:
elasticsearch:
repositories:
enabled: true
elasticsearch:
rest:
uris: localhost:9200
mybatis.mapperScan包扫描路径的配置改变
mybatis:
mapper-locations: classpath:mapper/*Mapper.xml,classpath*:/dao/*.xml
4.3、domain层
4.3.1、EsProduct
#type为过时参数。源码为空值。提升es和分词器版本即可解决问题。无需降低springboot版本。注意：es7版本以上需要依赖jdk11.但是jdk8也可以使用。有warning直接忽视。
package com.mall.plu.domain;
import lombok.Data;
import lombok.EqualsAndHashCode;
import org.springframework.data.annotation.Id;
import org.springframework.data.elasticsearch.annotations.Document;
import org.springframework.data.elasticsearch.annotations.Field;
import org.springframework.data.elasticsearch.annotations.FieldType;
import java.io.Serializable;
import java.math.BigDecimal;
import java.util.List;
/**
* 搜索商品的信息
* Created by macro on 2018/6/19.
*/
@Data
@EqualsAndHashCode(callSuper = false)
@Document(indexName = "pms", type = "product",shards = 1,replicas = 0)
public class EsProduct implements Serializable {
private static final long serialVersionUID = -1L;
@Id
private Long id;
@Field(type = FieldType.Keyword)
private String productSn;
private Long brandId;
@Field(type = FieldType.Keyword)
private String brandName;
private Long productCategoryId;
@Field(type = FieldType.Keyword)
private String productCategoryName;
private String pic;
@Field(analyzer = "ik_max_word",type = FieldType.Text)
private String name;
@Field(analyzer = "ik_max_word",type = FieldType.Text)
private String subTitle;
@Field(analyzer = "ik_max_word",type = FieldType.Text)
private String keywords;
private BigDecimal price;
private Integer sale;
private Integer newStatus;
private Integer recommandStatus;
private Integer stock;
private Integer promotionType;
private Integer sort;
@Field(type =FieldType.Nested)
private List<EsProductAttributeValue> attrValueList;
}
4.3.2、EsProductAttributeValue
package com.mall.plu.domain;
import lombok.Data;
import lombok.EqualsAndHashCode;
import org.springframework.data.elasticsearch.annotations.Field;
import org.springframework.data.elasticsearch.annotations.FieldType;
import java.io.Serializable;
/**
* 搜索中的商品属性信息
* Created by macro on 2018/6/27.
*/
@Data
@EqualsAndHashCode(callSuper = false)
public class EsProductAttributeValue implements Serializable {
private static final long serialVersionUID = 1L;
private Long id;
private Long productAttributeId;
//属性值
@Field(type = FieldType.Keyword)
private String value;
//属性参数：0->规格；1->参数
private Integer type;
//属性名称
@Field(type=FieldType.Keyword)
private String name;
}
4.3.3、EsProductRelatedInfo
package com.mall.plu.domain;
import lombok.Data;
import lombok.EqualsAndHashCode;
import java.util.List;
/**
* 搜索相关商品品牌名称，分类名称及属性
* Created by macro on 2018/6/27.
*/
@Data
@EqualsAndHashCode(callSuper = false)
public class EsProductRelatedInfo {
private List<String> brandNames;
private List<String> productCategoryNames;
private List<ProductAttr> productAttrs;
@Data
@EqualsAndHashCode(callSuper = false)
public static class ProductAttr {
private Long attrId;
private String attrName;
private List<String> attrValues;
}
}
4.4、持久层
4.4.1、dao层
EsProductDao
package com.mall.plu.dao;
import com.mall.plu.domain.EsProduct;
import org.apache.ibatis.annotations.Param;
import java.util.List;
/**
* 搜索商品管理自定义Dao
* Created by macro on 2018/6/19.
*/
public interface EsProductDao {
/**
* 获取指定ID的搜索商品
*/
List<EsProduct> getAllEsProductList(@Param("id") Long id);
}
4.4.2、Repository（无需实现类。即可查询）
package com.mall.plu.repository;
import com.mall.plu.domain.EsProduct;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.Pageable;
import org.springframework.data.elasticsearch.repository.ElasticsearchRepository;
/**
* 商品ES操作类
* Created by macro on 2018/6/19.
*/
public interface EsProductRepository extends ElasticsearchRepository<EsProduct, Long> {
/**
* 搜索查询
*
* @param name 商品名称
* @param subTitle 商品标题
* @param keywords 商品关键字
* @param page 分页信息
* @return
*/
Page<EsProduct> findByNameOrSubTitleOrKeywords(String name, String subTitle, String keywords, Pageable page);
}
4.4.3、dao层实现
<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE mapper PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN" "http://mybatis.org/dtd/mybatis-3-mapper.dtd">
<mapper namespace="com.mall.plu.dao.EsProductDao">
<resultMap id="esProductListMap" type="com.mall.plu.domain.EsProduct" autoMapping="true">
<id column="id" jdbcType="BIGINT" property="id" />
<collection property="attrValueList" columnPrefix="attr_" ofType="com.mall.plu.domain.EsProductAttributeValue">
<id column="id" property="id" jdbcType="BIGINT"/>
<result column="product_attribute_id" property="productAttributeId" jdbcType="BIGINT"/>
<result column="value" property="value" jdbcType="VARCHAR"/>
<result column="type" property="type"/>
<result column="name" property="name"/>
</collection>
</resultMap>
<select id="getAllEsProductList" resultMap="esProductListMap">
select
p.id id,
p.product_sn productSn,
p.brand_id brandId,
p.brand_name brandName,
p.product_category_id productCategoryId,
p.product_category_name productCategoryName,
p.pic pic,
p.name name,
p.sub_title subTitle,
p.price price,
p.sale sale,
p.new_status newStatus,
p.recommand_status recommandStatus,
p.stock stock,
p.promotion_type promotionType,
p.keywords keywords,
p.sort sort,
pav.id attr_id,
pav.value attr_value,
pav.product_attribute_id attr_product_attribute_id,
pa.type attr_type,
pa.name attr_name
from pms_product p
left join pms_product_attribute_value pav on p.id = pav.product_id
left join pms_product_attribute pa on pav.product_attribute_id= pa.id
where delete_status = 0 and publish_status = 1
<if test="id!=null">
and p.id=#{id}
</if>
</select>
</mapper>
4.5、业务层
4.5.1、EsProductService
package com.mall.plu.service;
import com.mall.plu.domain.EsProduct;
import com.mall.plu.domain.EsProductRelatedInfo;
import org.springframework.data.domain.Page;
import java.util.List;
/**
* 搜索商品管理Service
* Created by macro on 2018/6/19.
*/
public interface EsProductService {
/**
* 从数据库中导入所有商品到ES
*/
int importAll();
/**
* 根据id删除商品
*/
void delete(Long id);
/**
* 根据id创建商品
*/
EsProduct create(Long id);
/**
* 批量删除商品
*/
void delete(List<Long> ids);
/**
* 根据关键字搜索名称或者副标题
*/
Page<EsProduct> search(String keyword, Integer pageNum, Integer pageSize);
/**
* 根据关键字搜索名称或者副标题复合查询
*/
Page<EsProduct> search(String keyword, Long brandId, Long productCategoryId, Integer pageNum, Integer pageSize, Integer sort);
/**
* 根据商品id推荐相关商品
*/
Page<EsProduct> recommend(Long id, Integer pageNum, Integer pageSize);
/**
* 获取搜索词相关品牌、分类、属性
*/
EsProductRelatedInfo searchRelatedInfo(String keyword);
}
4.5.2、EsProductServiceImpl
package com.mall.plu.service.Impl;
import com.mall.plu.dao.EsProductDao;
import com.mall.plu.domain.EsProduct;
import com.mall.plu.domain.EsProductRelatedInfo;
import com.mall.plu.repository.EsProductRepository;
import com.mall.plu.service.EsProductService;
import org.elasticsearch.common.lucene.search.function.FunctionScoreQuery;
import org.elasticsearch.index.query.BoolQueryBuilder;
import org.elasticsearch.index.query.QueryBuilders;
import org.elasticsearch.index.query.functionscore.FunctionScoreQueryBuilder;
import org.elasticsearch.index.query.functionscore.ScoreFunctionBuilders;
import org.elasticsearch.search.aggregations.AbstractAggregationBuilder;
import org.elasticsearch.search.aggregations.Aggregation;
import org.elasticsearch.search.aggregations.AggregationBuilders;
import org.elasticsearch.search.aggregations.bucket.filter.ParsedFilter;
import org.elasticsearch.search.aggregations.bucket.nested.ParsedNested;
import org.elasticsearch.search.aggregations.bucket.terms.ParsedLongTerms;
import org.elasticsearch.search.aggregations.bucket.terms.ParsedStringTerms;
import org.elasticsearch.search.aggregations.bucket.terms.Terms;
import org.elasticsearch.search.sort.SortBuilders;
import org.elasticsearch.search.sort.SortOrder;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.PageImpl;
import org.springframework.data.domain.PageRequest;
import org.springframework.data.domain.Pageable;
import org.springframework.data.elasticsearch.core.ElasticsearchRestTemplate;
import org.springframework.data.elasticsearch.core.SearchHit;
import org.springframework.data.elasticsearch.core.SearchHits;
import org.springframework.data.elasticsearch.core.query.NativeSearchQuery;
import org.springframework.data.elasticsearch.core.query.NativeSearchQueryBuilder;
import org.springframework.stereotype.Service;
import org.springframework.util.CollectionUtils;
import org.springframework.util.StringUtils;
import java.util.ArrayList;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
import java.util.stream.Collectors;
/**
* 搜索商品管理Service实现类
* Created by macro on 2018/6/19.
*/
@Service
public class EsProductServiceImpl implements EsProductService {
private static final Logger LOGGER = LoggerFactory.getLogger(EsProductServiceImpl.class);
@Autowired
private EsProductDao productDao;
@Autowired
private EsProductRepository productRepository;
@Autowired
private ElasticsearchRestTemplate elasticsearchRestTemplate;
@Override
public int importAll() {
List<EsProduct> esProductList = productDao.getAllEsProductList(null);
Iterable<EsProduct> esProductIterable = productRepository.saveAll(esProductList);
Iterator<EsProduct> iterator = esProductIterable.iterator();
int result = 0;
while (iterator.hasNext()) {
result++;
iterator.next();
}
return result;
}
@Override
public void delete(Long id) {
productRepository.deleteById(id);
}
@Override
public EsProduct create(Long id) {
EsProduct result = null;
List<EsProduct> esProductList = productDao.getAllEsProductList(id);
if (esProductList.size() > 0) {
EsProduct esProduct = esProductList.get(0);
result = productRepository.save(esProduct);
}
return result;
}
@Override
public void delete(List<Long> ids) {
if (!CollectionUtils.isEmpty(ids)) {
List<EsProduct> esProductList = new ArrayList<>();
for (Long id : ids) {
EsProduct esProduct = new EsProduct();
esProduct.setId(id);
esProductList.add(esProduct);
}
productRepository.deleteAll(esProductList);
}
}
@Override
public Page<EsProduct> search(String keyword, Integer pageNum, Integer pageSize) {
Pageable pageable = PageRequest.of(pageNum, pageSize);
return productRepository.findByNameOrSubTitleOrKeywords(keyword, keyword, keyword, pageable);
}
@Override
public Page<EsProduct> search(String keyword, Long brandId, Long productCategoryId, Integer pageNum, Integer pageSize,Integer sort) {
Pageable pageable = PageRequest.of(pageNum, pageSize);
NativeSearchQueryBuilder nativeSearchQueryBuilder = new NativeSearchQueryBuilder();
//分页
nativeSearchQueryBuilder.withPageable(pageable);
//过滤
if (brandId != null || productCategoryId != null) {
BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();
if (brandId != null) {
boolQueryBuilder.must(QueryBuilders.termQuery("brandId", brandId));
}
if (productCategoryId != null) {
boolQueryBuilder.must(QueryBuilders.termQuery("productCategoryId", productCategoryId));
}
nativeSearchQueryBuilder.withFilter(boolQueryBuilder);
}
//搜索
if (StringUtils.isEmpty(keyword)) {
nativeSearchQueryBuilder.withQuery(QueryBuilders.matchAllQuery());
} else {
List<FunctionScoreQueryBuilder.FilterFunctionBuilder> filterFunctionBuilders = new ArrayList<>();
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("name", keyword),
ScoreFunctionBuilders.weightFactorFunction(10)));
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("subTitle", keyword),
ScoreFunctionBuilders.weightFactorFunction(5)));
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("keywords", keyword),
ScoreFunctionBuilders.weightFactorFunction(2)));
FunctionScoreQueryBuilder.FilterFunctionBuilder[] builders = new FunctionScoreQueryBuilder.FilterFunctionBuilder[filterFunctionBuilders.size()];
filterFunctionBuilders.toArray(builders);
FunctionScoreQueryBuilder functionScoreQueryBuilder = QueryBuilders.functionScoreQuery(builders)
.scoreMode(FunctionScoreQuery.ScoreMode.SUM)
.setMinScore(2);
nativeSearchQueryBuilder.withQuery(functionScoreQueryBuilder);
}
//排序
if(sort==1){
//按新品从新到旧
nativeSearchQueryBuilder.withSort(SortBuilders.fieldSort("id").order(SortOrder.DESC));
}else if(sort==2){
//按销量从高到低
nativeSearchQueryBuilder.withSort(SortBuilders.fieldSort("sale").order(SortOrder.DESC));
}else if(sort==3){
//按价格从低到高
nativeSearchQueryBuilder.withSort(SortBuilders.fieldSort("price").order(SortOrder.ASC));
}else if(sort==4){
//按价格从高到低
nativeSearchQueryBuilder.withSort(SortBuilders.fieldSort("price").order(SortOrder.DESC));
}else{
//按相关度
nativeSearchQueryBuilder.withSort(SortBuilders.scoreSort().order(SortOrder.DESC));
}
nativeSearchQueryBuilder.withSort(SortBuilders.scoreSort().order(SortOrder.DESC));
NativeSearchQuery searchQuery = nativeSearchQueryBuilder.build();
LOGGER.info("DSL:{}", searchQuery.getQuery().toString());
SearchHits<EsProduct> searchHits = elasticsearchRestTemplate.search(searchQuery, EsProduct.class);
if(searchHits.getTotalHits()<=0){
return new PageImpl<>(null,pageable,0);
}
List<EsProduct> searchProductList = searchHits.stream().map(SearchHit::getContent).collect(Collectors.toList());
return new PageImpl<>(searchProductList,pageable,searchHits.getTotalHits());
}
@Override
public Page<EsProduct> recommend(Long id, Integer pageNum, Integer pageSize) {
Pageable pageable = PageRequest.of(pageNum, pageSize);
List<EsProduct> esProductList = productDao.getAllEsProductList(id);
if (esProductList.size() > 0) {
EsProduct esProduct = esProductList.get(0);
String keyword = esProduct.getName();
Long brandId = esProduct.getBrandId();
Long productCategoryId = esProduct.getProductCategoryId();
//根据商品标题、品牌、分类进行搜索
List<FunctionScoreQueryBuilder.FilterFunctionBuilder> filterFunctionBuilders = new ArrayList<>();
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("name", keyword),
ScoreFunctionBuilders.weightFactorFunction(8)));
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("subTitle", keyword),
ScoreFunctionBuilders.weightFactorFunction(2)));
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("keywords", keyword),
ScoreFunctionBuilders.weightFactorFunction(2)));
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("brandId", brandId),
ScoreFunctionBuilders.weightFactorFunction(5)));
filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("productCategoryId", productCategoryId),
ScoreFunctionBuilders.weightFactorFunction(3)));
FunctionScoreQueryBuilder.FilterFunctionBuilder[] builders = new FunctionScoreQueryBuilder.FilterFunctionBuilder[filterFunctionBuilders.size()];
filterFunctionBuilders.toArray(builders);
FunctionScoreQueryBuilder functionScoreQueryBuilder = QueryBuilders.functionScoreQuery(builders)
.scoreMode(FunctionScoreQuery.ScoreMode.SUM)
.setMinScore(2);
//用于过滤掉相同的商品
BoolQueryBuilder boolQueryBuilder = new BoolQueryBuilder();
boolQueryBuilder.mustNot(QueryBuilders.termQuery("id",id));
//构建查询条件
NativeSearchQueryBuilder builder = new NativeSearchQueryBuilder();
builder.withQuery(functionScoreQueryBuilder);
builder.withFilter(boolQueryBuilder);
builder.withPageable(pageable);
NativeSearchQuery searchQuery = builder.build();
LOGGER.info("DSL:{}", searchQuery.getQuery().toString());
SearchHits<EsProduct> searchHits = elasticsearchRestTemplate.search(searchQuery, EsProduct.class);
if(searchHits.getTotalHits()<=0){
return new PageImpl<>(null,pageable,0);
}
List<EsProduct> searchProductList = searchHits.stream().map(SearchHit::getContent).collect(Collectors.toList());
return new PageImpl<>(searchProductList,pageable,searchHits.getTotalHits());
}
return new PageImpl<>(null);
}
@Override
public EsProductRelatedInfo searchRelatedInfo(String keyword) {
NativeSearchQueryBuilder builder = new NativeSearchQueryBuilder();
//搜索条件
if(StringUtils.isEmpty(keyword)){
builder.withQuery(QueryBuilders.matchAllQuery());
}else{
builder.withQuery(QueryBuilders.multiMatchQuery(keyword,"name","subTitle","keywords"));
}
//聚合搜索品牌名称
builder.addAggregation(AggregationBuilders.terms("brandNames").field("brandName"));
//集合搜索分类名称
builder.addAggregation(AggregationBuilders.terms("productCategoryNames").field("productCategoryName"));
//聚合搜索商品属性，去除type=1的属性
AbstractAggregationBuilder aggregationBuilder = AggregationBuilders.nested("allAttrValues","attrValueList")
.subAggregation(AggregationBuilders.filter("productAttrs",QueryBuilders.termQuery("attrValueList.type",1))
.subAggregation(AggregationBuilders.terms("attrIds")
.field("attrValueList.productAttributeId")
.subAggregation(AggregationBuilders.terms("attrValues")
.field("attrValueList.value"))
.subAggregation(AggregationBuilders.terms("attrNames")
.field("attrValueList.name"))));
builder.addAggregation(aggregationBuilder);
NativeSearchQuery searchQuery = builder.build();
SearchHits<EsProduct> searchHits = elasticsearchRestTemplate.search(searchQuery, EsProduct.class);
return convertProductRelatedInfo(searchHits);
}
/**
* 将返回结果转换为对象
*/
private EsProductRelatedInfo convertProductRelatedInfo(SearchHits<EsProduct> response) {
EsProductRelatedInfo productRelatedInfo = new EsProductRelatedInfo();
Map<String, Aggregation> aggregationMap = response.getAggregations().getAsMap();
//设置品牌
Aggregation brandNames = aggregationMap.get("brandNames");
List<String> brandNameList = new ArrayList<>();
for(int i = 0; i<((Terms) brandNames).getBuckets().size(); i++){
brandNameList.add(((Terms) brandNames).getBuckets().get(i).getKeyAsString());
}
productRelatedInfo.setBrandNames(brandNameList);
//设置分类
Aggregation productCategoryNames = aggregationMap.get("productCategoryNames");
List<String> productCategoryNameList = new ArrayList<>();
for(int i=0;i<((Terms) productCategoryNames).getBuckets().size();i++){
productCategoryNameList.add(((Terms) productCategoryNames).getBuckets().get(i).getKeyAsString());
}
productRelatedInfo.setProductCategoryNames(productCategoryNameList);
//设置参数
Aggregation productAttrs = aggregationMap.get("allAttrValues");
List<? extends Terms.Bucket> attrIds = ((ParsedLongTerms) ((ParsedFilter) ((ParsedNested) productAttrs).getAggregations().get("productAttrs")).getAggregations().get("attrIds")).getBuckets();
List<EsProductRelatedInfo.ProductAttr> attrList = new ArrayList<>();
for (Terms.Bucket attrId : attrIds) {
EsProductRelatedInfo.ProductAttr attr = new EsProductRelatedInfo.ProductAttr();
attr.setAttrId((Long) attrId.getKey());
List<String> attrValueList = new ArrayList<>();
List<? extends Terms.Bucket> attrValues = ((ParsedStringTerms) attrId.getAggregations().get("attrValues")).getBuckets();
List<? extends Terms.Bucket> attrNames = ((ParsedStringTerms) attrId.getAggregations().get("attrNames")).getBuckets();
for (Terms.Bucket attrValue : attrValues) {
attrValueList.add(attrValue.getKeyAsString());
}
attr.setAttrValues(attrValueList);
if(!CollectionUtils.isEmpty(attrNames)){
String attrName = attrNames.get(0).getKeyAsString();
attr.setAttrName(attrName);
}
attrList.add(attr);
}
productRelatedInfo.setProductAttrs(attrList);
return productRelatedInfo;
}
}
4.6、app层
EsProductController
package com.mall.plu.controller;
import com.mall.plu.config.CommonPage;
import com.mall.plu.config.CommonResult;
import com.mall.plu.domain.EsProduct;
import com.mall.plu.domain.EsProductRelatedInfo;
import com.mall.plu.service.EsProductService;
import io.swagger.annotations.Api;
import io.swagger.annotations.ApiImplicitParam;
import io.swagger.annotations.ApiOperation;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.domain.Page;
import org.springframework.stereotype.Controller;
import org.springframework.web.bind.annotation.*;
import java.util.List;
/**
* 搜索商品管理Controller
* Created by macro on 2018/6/19.
*/
@Controller
@Api(tags = "EsProductController", description = "搜索商品管理")
@RequestMapping("/esProduct")
public class EsProductController {
@Autowired
private EsProductService esProductService;
@ApiOperation(value = "导入所有数据库中商品到ES")
@RequestMapping(value = "/importAll", method = RequestMethod.POST)
@ResponseBody
public CommonResult<Integer> importAllList() {
int count = esProductService.importAll();
return CommonResult.success(count);
}
@ApiOperation(value = "根据id删除商品")
@RequestMapping(value = "/delete/{id}", method = RequestMethod.GET)
@ResponseBody
public CommonResult<Object> delete(@PathVariable Long id) {
esProductService.delete(id);
return CommonResult.success(null);
}
@ApiOperation(value = "根据id批量删除商品")
@RequestMapping(value = "/delete/batch", method = RequestMethod.POST)
@ResponseBody
public CommonResult<Object> delete(@RequestParam("ids") List<Long> ids) {
esProductService.delete(ids);
return CommonResult.success(null);
}
@ApiOperation(value = "根据id创建商品")
@RequestMapping(value = "/create/{id}", method = RequestMethod.POST)
@ResponseBody
public CommonResult<EsProduct> create(@PathVariable Long id) {
EsProduct esProduct = esProductService.create(id);
if (esProduct != null) {
return CommonResult.success(esProduct);
} else {
return CommonResult.failed();
}
}
@ApiOperation(value = "简单搜索")
@RequestMapping(value = "/search/simple", method = RequestMethod.GET)
@ResponseBody
public CommonResult<CommonPage<EsProduct>> search(@RequestParam(required = false) String keyword,
@RequestParam(required = false, defaultValue = "0") Integer pageNum,
@RequestParam(required = false, defaultValue = "5") Integer pageSize) {
Page<EsProduct> esProductPage = esProductService.search(keyword, pageNum, pageSize);
return CommonResult.success(CommonPage.restPage(esProductPage));
}
@ApiOperation(value = "综合搜索、筛选、排序")
@ApiImplicitParam(name = "sort", value = "排序字段:0->按相关度；1->按新品；2->按销量；3->价格从低到高；4->价格从高到低",
defaultValue = "0", allowableValues = "0,1,2,3,4", paramType = "query", dataType = "integer")
@RequestMapping(value = "/search", method = RequestMethod.GET)
@ResponseBody
public CommonResult<CommonPage<EsProduct>> search(@RequestParam(required = false) String keyword,
@RequestParam(required = false) Long brandId,
@RequestParam(required = false) Long productCategoryId,
@RequestParam(required = false, defaultValue = "0") Integer pageNum,
@RequestParam(required = false, defaultValue = "5") Integer pageSize,
@RequestParam(required = false, defaultValue = "0") Integer sort) {
Page<EsProduct> esProductPage = esProductService.search(keyword, brandId, productCategoryId, pageNum, pageSize, sort);
return CommonResult.success(CommonPage.restPage(esProductPage));
}
@ApiOperation(value = "根据商品id推荐商品")
@RequestMapping(value = "/recommend/{id}", method = RequestMethod.GET)
@ResponseBody
public CommonResult<CommonPage<EsProduct>> recommend(@PathVariable Long id,
@RequestParam(required = false, defaultValue = "0") Integer pageNum,
@RequestParam(required = false, defaultValue = "5") Integer pageSize) {
Page<EsProduct> esProductPage = esProductService.recommend(id, pageNum, pageSize);
return CommonResult.success(CommonPage.restPage(esProductPage));
}
@ApiOperation(value = "获取搜索的相关品牌、分类及筛选属性")
@RequestMapping(value = "/search/relate", method = RequestMethod.GET)
@ResponseBody
public CommonResult<EsProductRelatedInfo> searchRelatedInfo(@RequestParam(required = false) String keyword) {
EsProductRelatedInfo productRelatedInfo = esProductService.searchRelatedInfo(keyword);
return CommonResult.success(productRelatedInfo);
}
}
5、在线文档本地调试
5.1、将数据表数据导入es
入参
出参
5.2、根据keyword关键字查询商品详情列表
入参：
出参
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