初始化提交

tulingmall-search/src/main/java/com/tuling/tulingmall/search/MallSearchApplication.java

@@ -0,0 +1,12 @@
+package com.tuling.tulingmall.search;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication
+public class MallSearchApplication {
+
+    public static void main(String[] args) {
+        SpringApplication.run(MallSearchApplication.class, args);
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/config/ElasticSearchConfig.java

@@ -0,0 +1,41 @@
+package com.tuling.tulingmall.search.config;
+
+/*
+@author 图灵学院-白起老师
+*/
+
+import org.apache.http.HttpHost;
+import org.apache.http.auth.AuthScope;
+import org.apache.http.auth.UsernamePasswordCredentials;
+import org.apache.http.client.CredentialsProvider;
+import org.apache.http.impl.client.BasicCredentialsProvider;
+import org.elasticsearch.client.RestClient;
+import org.elasticsearch.client.RestClientBuilder;
+import org.elasticsearch.client.RestHighLevelClient;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+@Configuration
+public class ElasticSearchConfig {
+
+    @Bean
+    public RestHighLevelClient restHighLevelClient(){
+//        RestHighLevelClient client = new RestHighLevelClient(
+//                RestClient.builder(
+//                       new HttpHost("192.168.21.130", 9200, "http"),
+//                        new HttpHost("192.168.21.131", 9200, "http"),
+//                        new HttpHost("192.168.21.132", 9200, "http")));
+
+        RestClientBuilder builder=RestClient.builder(
+                new HttpHost("192.168.65.110", 9200, "http"),
+                new HttpHost("192.168.65.113", 9200, "http"),
+                new HttpHost("192.168.65.219", 9200, "http"));
+        CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+        credentialsProvider.setCredentials(AuthScope.ANY, new UsernamePasswordCredentials("elastic", "123456"));
+        builder.setHttpClientConfigCallback(f -> f.setDefaultCredentialsProvider(credentialsProvider));
+        RestHighLevelClient client = new RestHighLevelClient( builder);
+        return client;
+
+
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/config/MyBatisConfig.java

@@ -0,0 +1,13 @@
+package com.tuling.tulingmall.search.config;
+
+import org.mybatis.spring.annotation.MapperScan;
+import org.springframework.context.annotation.Configuration;
+
+/**
+ * MyBatis配置类
+ * Created on 2019/4/8.
+ */
+@Configuration
+@MapperScan({"com.tuling.tulingmall.search.dao"})
+public class MyBatisConfig {
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/config/Swagger2Config.java

@@ -0,0 +1,38 @@
+package com.tuling.tulingmall.search.config;
+
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import springfox.documentation.builders.ApiInfoBuilder;
+import springfox.documentation.builders.PathSelectors;
+import springfox.documentation.builders.RequestHandlerSelectors;
+import springfox.documentation.service.ApiInfo;
+import springfox.documentation.spi.DocumentationType;
+import springfox.documentation.spring.web.plugins.Docket;
+import springfox.documentation.swagger2.annotations.EnableSwagger2;
+
+/**
+ * Swagger2API文档的配置
+ * Created on 2018/4/26.
+ */
+@Configuration
+@EnableSwagger2
+public class Swagger2Config {
+    @Bean
+    public Docket createRestApi(){
+        return new Docket(DocumentationType.SWAGGER_2)
+                .apiInfo(apiInfo())
+                .select()
+                .apis(RequestHandlerSelectors.basePackage("com.macro.mall.search.controller"))
+                .paths(PathSelectors.any())
+                .build();
+    }
+
+    private ApiInfo apiInfo() {
+        return new ApiInfoBuilder()
+                .title("mall搜索系统")
+                .description("mall搜索模块")
+                .contact("tuling")
+                .version("1.0")
+                .build();
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/controller/EsClientProductController.java

@@ -0,0 +1,124 @@
+package com.tuling.tulingmall.search.controller;
+
+/*
+@author 图灵学院-白起老师
+*/
+
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import java.util.TreeMap;
+
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+import com.tuling.tulingmall.search.domain.User;
+import com.tuling.tulingmall.search.service.EsClientSearchService;
+
+@RestController
+public class EsClientProductController {
+
+    @Autowired
+    private EsClientSearchService esClientSearchService;
+
+
+
+    //创建索引库
+    @GetMapping("/createIndex")
+    public boolean createIndex()  throws IOException{
+        System.out.println("创建索引====");
+        return esClientSearchService.createIndex("es_test_index");
+    }
+
+
+    //判断索引库是否存在
+    @GetMapping("/isExitIndex")
+    public boolean isExitIndex() throws IOException {
+        return esClientSearchService.isExit("es_test_index");
+    }
+
+
+    //删除索引库
+    @GetMapping("/deleteIndex")
+    public boolean deleteIndex() throws IOException {
+        return esClientSearchService.delete("es_test_index");
+    }
+
+
+    //添加文档
+    @GetMapping("/addDocument")
+    public boolean addDocument() throws IOException {
+        return  esClientSearchService.addDocument("es_test_index", "1", new User("jack",20,"杰克船长"));
+    }
+
+
+     //判断文档是否存在
+    @GetMapping("/isDocumentExit")
+    public boolean isDocumentExit(String index, String id) throws IOException {
+        return esClientSearchService.isdocuexit("es_test_index", "1");
+    }
+
+
+    //根据id获取文档
+    @GetMapping("/getDoucumment")
+    public String getDoucumment(String index, String id) throws IOException {
+        return esClientSearchService.getDoucumment("es_test_index", "1");
+    }
+
+
+    //更新文档信息
+    @GetMapping("/updateDocument")
+    public boolean updateDocument(Object object, String index, String id) throws IOException {
+           return esClientSearchService.updateDocument(new User("白起",18,"白起老师"),"es_test_index", "1");
+    }
+
+    //删除文档
+    @GetMapping("/deleteDocument")
+    public boolean deleteDocument(String index, String id) throws IOException{
+        return esClientSearchService.deleteDocument("es_test_index", "1");
+    }
+
+    //批量添加
+    @GetMapping("/addMoreDocument")
+    public boolean addMoreDocument() throws IOException{
+
+        User u1 = new User("jack",20,"杰克船长");
+        User u2 = new User("rose",21,"肉丝船长");
+        User u3 = new User("tom",22,"汤姆船长");
+        List<Object> list = new ArrayList<>();
+        list.add(u1);
+        list.add(u2);
+        list.add(u3);
+        return esClientSearchService.addmoredocument(list,"es_test_index", "1");
+    }
+
+    @GetMapping("/termQuery")
+    public List<Map<String,Object>> termQuery() throws IOException {
+
+        TreeMap<String, Object> map = new TreeMap<>();
+        map.put("name", "jack");
+       return esClientSearchService.termQuery("es_test_index",map , 2, 0, true);
+    }
+
+    @GetMapping("/matchQuery")
+    public List<Map<String,Object>> matchQuery() throws IOException {
+        TreeMap<String, Object> map = new TreeMap<>();
+        map.put("name", "rose");
+
+        return esClientSearchService.matchQuery("es_test_index",map , 2, 0, true);
+    }
+
+
+    @GetMapping("/boolmustQuery")
+    public List<Map<String,Object>> boolmustQuery() throws IOException {
+
+        TreeMap<String, Object> map = new TreeMap<>();
+        map.put("name", "jack");
+        map.put("age",20 );
+        return esClientSearchService.boolmustQuery("es_test_index",map , 2, 0,true);
+    }
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/controller/EsProductController.java

@@ -0,0 +1,115 @@
+//package com.tuling.tulingmall.search.controller;
+//
+//
+//import com.tuling.tulingmall.common.api.CommonPage;
+//import com.tuling.tulingmall.common.api.CommonResult;
+//import com.tuling.tulingmall.search.domain.EsProduct;
+//import com.tuling.tulingmall.search.domain.EsProductRelatedInfo;
+//import com.tuling.tulingmall.search.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 on 2018/6/19.
+// */
+//@Controller
+//@Api(tags = "EsProductController", description = "搜索商品管理")
+//@RequestMapping("/esProduct")
+//public class EsProductController {
+//    @Autowired
+//    private EsProductService esProductService;
+//
+
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestMethod;
+import org.springframework.web.bind.annotation.ResponseBody;
+
+import io.swagger.annotations.ApiOperation;
+
+//    @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.POST)
+//    @ResponseBody
+//    public CommonResult<CommonPage<EsProduct>> search(@RequestParam(required = false) String keyword,
+//                                                      @RequestParam(required = false, defaultValue = "0") Integer pageNum,
+//                                                      @RequestParam(required = false, defaultValue = "10") 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);
+//    }
+//}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/controller/SpringDataController.java

@@ -0,0 +1,70 @@
+package com.tuling.tulingmall.search.controller;
+
+import java.util.List;
+
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.data.domain.Page;
+import org.springframework.stereotype.Controller;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestMethod;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.ResponseBody;
+
+import com.tuling.tulingmall.search.domain.EsProduct;
+import com.tuling.tulingmall.search.service.SpringDataService;
+import io.swagger.annotations.Api;
+import io.swagger.annotations.ApiOperation;
+
+/**
+ * 搜索商品管理Controller
+ */
+@Controller
+@Api(tags = "EsProductController", description = "搜索商品管理")
+@RequestMapping("/esProduct")
+public class SpringDataController {
+
+    @Autowired
+    private SpringDataService springDataService;
+
+
+    @ApiOperation(value = "根据id创建商品")
+    @RequestMapping(value = "/create/{id}", method = RequestMethod.GET)
+    @ResponseBody
+    public String create(@PathVariable Long id) {
+        EsProduct esProduct = springDataService.create(id);
+
+        return "";
+    }
+
+    @ApiOperation(value = "根据id删除商品")
+    @RequestMapping(value = "/delete/{id}", method = RequestMethod.GET)
+    @ResponseBody
+    public String delete(@PathVariable Long id) {
+        springDataService.delete(id);
+        return "";
+    }
+
+    @ApiOperation(value = "根据id批量删除商品")
+    @RequestMapping(value = "/delete/batch", method = RequestMethod.GET)
+    @ResponseBody
+    public String delete(@RequestParam("ids") List<Long> ids) {
+        springDataService.delete(ids);
+        return "";
+    }
+
+
+
+
+    @ApiOperation(value = "简单搜索")
+    @RequestMapping(value = "/search/simple", method = RequestMethod.GET)
+    @ResponseBody
+    public String search(@RequestParam(required = false) String keyword,
+                                                      @RequestParam(required = false, defaultValue = "0") Integer pageNum,
+                                                      @RequestParam(required = false, defaultValue = "10") Integer pageSize) {
+        Page<EsProduct> esProductPage = springDataService.search(keyword, pageNum, pageSize);
+        System.out.println("esProductPage.toString():"+esProductPage.toString()+" esProductPage.getContent():"+esProductPage.getContent().size());
+        return esProductPage.getContent().toString();
+    }
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/controller/TulingMallSearchController.java

@@ -0,0 +1,42 @@
+package com.tuling.tulingmall.search.controller;
+
+/*
+@author 图灵学院-白起老师
+*/
+
+import javax.servlet.http.HttpServletRequest;
+
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.ResponseBody;
+import org.springframework.web.bind.annotation.RestController;
+
+import com.tuling.tulingmall.common.api.CommonResult;
+import com.tuling.tulingmall.search.service.TulingMallSearchService;
+import com.tuling.tulingmall.search.vo.ESRequestParam;
+import com.tuling.tulingmall.search.vo.ESResponseResult;
+
+@RestController
+public class TulingMallSearchController {
+
+     @Autowired
+     private TulingMallSearchService  tulingMallSearchService;
+
+    /**
+     * 自动将页面提交过来的所有请求参数封装成我们指定的对象
+     *
+     * @param param
+     * @return
+     */
+    @ResponseBody
+    @RequestMapping(value = "/searchList")
+    public CommonResult<ESResponseResult> listPage(ESRequestParam param, HttpServletRequest request) {
+
+        //1、根据传递来的页面的查询参数，去es中检索商品
+        ESResponseResult searchResult = tulingMallSearchService.search(param);
+
+        return CommonResult.success(searchResult);
+    }
+
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/dao/EsProductDao.java

@@ -0,0 +1,17 @@
+package com.tuling.tulingmall.search.dao;
+
+import com.tuling.tulingmall.search.domain.EsProduct;
+
+
+import java.util.List;
+
+import org.apache.ibatis.annotations.Param;
+
+
+/**
+ * 搜索系统中的商品管理自定义Dao
+ * Created on 2018/6/19.
+ */
+public interface EsProductDao {
+    List<EsProduct> getAllEsProductList(@Param("id") Long id);
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/domain/EsProduct.java

@@ -0,0 +1,189 @@
+package com.tuling.tulingmall.search.domain;
+
+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;
+
+/**
+ * 搜索中的商品信息
+ * Created on 2018/6/19.
+ */
+@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;
+
+    public Long getId() {
+        return id;
+    }
+
+    public void setId(Long id) {
+        this.id = id;
+    }
+
+    public String getProductSn() {
+        return productSn;
+    }
+
+    public void setProductSn(String productSn) {
+        this.productSn = productSn;
+    }
+
+    public Long getBrandId() {
+        return brandId;
+    }
+
+    public void setBrandId(Long brandId) {
+        this.brandId = brandId;
+    }
+
+    public String getBrandName() {
+        return brandName;
+    }
+
+    public void setBrandName(String brandName) {
+        this.brandName = brandName;
+    }
+
+    public Long getProductCategoryId() {
+        return productCategoryId;
+    }
+
+    public void setProductCategoryId(Long productCategoryId) {
+        this.productCategoryId = productCategoryId;
+    }
+
+    public String getProductCategoryName() {
+        return productCategoryName;
+    }
+
+    public void setProductCategoryName(String productCategoryName) {
+        this.productCategoryName = productCategoryName;
+    }
+
+    public String getPic() {
+        return pic;
+    }
+
+    public void setPic(String pic) {
+        this.pic = pic;
+    }
+
+    public String getName() {
+        return name;
+    }
+
+    public void setName(String name) {
+        this.name = name;
+    }
+
+    public String getSubTitle() {
+        return subTitle;
+    }
+
+    public void setSubTitle(String subTitle) {
+        this.subTitle = subTitle;
+    }
+
+    public BigDecimal getPrice() {
+        return price;
+    }
+
+    public void setPrice(BigDecimal price) {
+        this.price = price;
+    }
+
+    public Integer getSale() {
+        return sale;
+    }
+
+    public void setSale(Integer sale) {
+        this.sale = sale;
+    }
+
+    public Integer getNewStatus() {
+        return newStatus;
+    }
+
+    public void setNewStatus(Integer newStatus) {
+        this.newStatus = newStatus;
+    }
+
+    public Integer getRecommandStatus() {
+        return recommandStatus;
+    }
+
+    public void setRecommandStatus(Integer recommandStatus) {
+        this.recommandStatus = recommandStatus;
+    }
+
+    public Integer getStock() {
+        return stock;
+    }
+
+    public void setStock(Integer stock) {
+        this.stock = stock;
+    }
+
+    public Integer getPromotionType() {
+        return promotionType;
+    }
+
+    public void setPromotionType(Integer promotionType) {
+        this.promotionType = promotionType;
+    }
+
+    public Integer getSort() {
+        return sort;
+    }
+
+    public void setSort(Integer sort) {
+        this.sort = sort;
+    }
+
+    public List<EsProductAttributeValue> getAttrValueList() {
+        return attrValueList;
+    }
+
+    public void setAttrValueList(List<EsProductAttributeValue> attrValueList) {
+        this.attrValueList = attrValueList;
+    }
+
+    public String getKeywords() {
+        return keywords;
+    }
+
+    public void setKeywords(String keywords) {
+        this.keywords = keywords;
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/domain/EsProductAttributeValue.java

@@ -0,0 +1,63 @@
+package com.tuling.tulingmall.search.domain;
+
+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 on 2018/6/27.
+ */
+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;
+    public Long getId() {
+        return id;
+    }
+
+    public void setId(Long id) {
+        this.id = id;
+    }
+
+    public Long getProductAttributeId() {
+        return productAttributeId;
+    }
+
+    public void setProductAttributeId(Long productAttributeId) {
+        this.productAttributeId = productAttributeId;
+    }
+
+    public String getValue() {
+        return value;
+    }
+
+    public void setValue(String value) {
+        this.value = value;
+    }
+
+    public Integer getType() {
+        return type;
+    }
+
+    public void setType(Integer type) {
+        this.type = type;
+    }
+
+    public String getName() {
+        return name;
+    }
+
+    public void setName(String name) {
+        this.name = name;
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/domain/EsProductRelatedInfo.java

@@ -0,0 +1,67 @@
+package com.tuling.tulingmall.search.domain;
+
+import java.util.List;
+
+/**
+ * 搜索相关商品品牌名称，分类名称及属性
+ * Created on 2018/6/27.
+ */
+public class EsProductRelatedInfo {
+    private List<String> brandNames;
+    private List<String> productCategoryNames;
+    private List<ProductAttr>   productAttrs;
+
+    public List<String> getBrandNames() {
+        return brandNames;
+    }
+
+    public void setBrandNames(List<String> brandNames) {
+        this.brandNames = brandNames;
+    }
+
+    public List<String> getProductCategoryNames() {
+        return productCategoryNames;
+    }
+
+    public void setProductCategoryNames(List<String> productCategoryNames) {
+        this.productCategoryNames = productCategoryNames;
+    }
+
+    public List<ProductAttr> getProductAttrs() {
+        return productAttrs;
+    }
+
+    public void setProductAttrs(List<ProductAttr> productAttrs) {
+        this.productAttrs = productAttrs;
+    }
+
+    public static class ProductAttr{
+        private Long attrId;
+        private String attrName;
+        private List<String> attrValues;
+
+        public Long getAttrId() {
+            return attrId;
+        }
+
+        public void setAttrId(Long attrId) {
+            this.attrId = attrId;
+        }
+
+        public List<String> getAttrValues() {
+            return attrValues;
+        }
+
+        public void setAttrValues(List<String> attrValues) {
+            this.attrValues = attrValues;
+        }
+
+        public String getAttrName() {
+            return attrName;
+        }
+
+        public void setAttrName(String attrName) {
+            this.attrName = attrName;
+        }
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/domain/User.java

@@ -0,0 +1,65 @@
+package com.tuling.tulingmall.search.domain;
+
+import java.io.Serializable;
+
+import org.springframework.data.elasticsearch.annotations.Document;
+import org.springframework.data.elasticsearch.annotations.Field;
+import org.springframework.data.elasticsearch.annotations.FieldType;
+
+/**
+ * @author 白起老师
+ */
+@Document(indexName = "es_test_index", type = "_doc",shards = 1,replicas = 1)
+public class User implements Serializable {
+    @Field(type = FieldType.Keyword)
+    private String name;
+
+    private int age;
+
+    @Field(analyzer = "ik_max_word",type = FieldType.Text)
+    private String desc;
+
+
+    public int getAge() {
+        return age;
+    }
+
+    public void setAge(int age) {
+        this.age = age;
+    }
+
+    public String getName() {
+        return name;
+    }
+
+    public void setName(String name) {
+        this.name = name;
+    }
+
+    public String getDesc() {
+        return desc;
+    }
+
+    public void setDesc(String desc) {
+        this.desc = desc;
+    }
+
+    public User() {
+
+    }
+
+    public User(String name, int age, String desc) {
+        this.name = name;
+        this.age = age;
+        this.desc = desc;
+    }
+
+    @Override
+    public String toString() {
+        return "User{" +
+                "name='" + name + '\'' +
+                ", age=" + age +
+                ", desc='" + desc + '\'' +
+                '}';
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/repository/EsProductRepository.java

@@ -0,0 +1,24 @@
+package com.tuling.tulingmall.search.repository;
+
+import com.tuling.tulingmall.search.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 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);
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/EsClientSearchService.java

@@ -0,0 +1,112 @@
+package com.tuling.tulingmall.search.service;
+
+import java.io.IOException;
+import java.util.List;
+import java.util.Map;
+import java.util.TreeMap;
+
+
+/**
+ * @author 白起老师
+ */
+public interface EsClientSearchService {
+
+    /**
+     * 创建索引
+     * @param index  索引的名称
+     * @return
+     */
+    boolean createIndex(String index) throws IOException;
+
+    /**
+     * 获取索引(一个索引相当于一个数据库,你只能判断索引是否存在)
+     * @param index 索引名
+     * @return
+     * @throws IOException
+     */
+    boolean isExit(String index) throws IOException;
+
+    /**
+     * 删除索引
+     * @param index
+     * @return
+     */
+    boolean delete(String index) throws IOException;
+
+    /**
+     * 添加文档
+     * @param index 需要添加文档的索引名称
+     * @param object 需要添加文档的内容(这里传入的是对象)
+     * @return
+     */
+    boolean addDocument(String index, String id, Object object) throws IOException;
+
+    /**
+     * 获取文档,判断是否存在 /index/doc/id
+     * @param index
+     * @param id
+     * @return
+     */
+    boolean isdocuexit(String index, String id) throws IOException;
+
+    /**
+     * 获取文档信息
+     * @param index
+     * @param id
+     * @return 返回的是形如{"age":12,"name":"zhan"}的字符串
+     * @throws IOException
+     */
+    String getDoucumment(String index, String id) throws IOException;
+
+    /**
+     * 更新文档信息
+     * @throws IOException
+     */
+    boolean updateDocument(Object object, String index, String id) throws IOException;
+
+    /**
+     * 删除文档信息
+     * @throws IOException
+     */
+    boolean deleteDocument(String index, String id) throws IOException;
+
+    /**
+     * 批量插入文档信息
+     * @throws IOException
+     */
+    boolean addmoredocument(List<Object> list, String index, String id) throws IOException;
+
+    /**
+     * 精确查询 (例如有张三,张四,张五,要查询张三的话就只能得到一个结果即张三)
+     * @param index
+     * @param content 需要查询的名称
+     * @param size 每一页需要获取多少条数据
+     * @param from 从第几个数据开始
+     * @return 返回SearchHit[]的数据中的每一个元素都是一个对象 形如{{name=张三, age=12},{name=张三, age=13}}
+     */
+    List<Map<String,Object>> termQuery(String index, TreeMap<String, Object> content, int size, int from, boolean ishigh) throws IOException;
+
+    /**
+     * 使用分词器解析进行查询 (假如要查询的是张三,则会使用ik分词器进行解析,分成张和三),代码结构与上面的基本一样
+     * @param index
+     * @param content key：属性 value:查询的信息
+     * @param size
+     * @param from
+     * @return 返回的结果就不仅仅包含张三,也包含了姓张的用户的信息了
+     */
+    List<Map<String,Object>> matchQuery(String index, TreeMap<String, Object> content, int size, int from, boolean ishigh) throws IOException;
+
+    /**
+     * 多条件match查询 并且是查的是并集(形如where name = 'zhan' and age = 12)
+     * @param index
+     * @param content key：属性 value:查询的信息
+     * @param size
+     * @param from
+     * @throws IOException
+     */
+    List<Map<String,Object>> boolmustQuery(String index, TreeMap<String, Object> content, int size, int from, boolean ishigh) throws IOException;
+
+
+}
+
+

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/EsProductService.java

@@ -0,0 +1,53 @@
+package com.tuling.tulingmall.search.service;
+
+import com.tuling.tulingmall.search.domain.EsProduct;
+import com.tuling.tulingmall.search.domain.EsProductRelatedInfo;
+import org.springframework.data.domain.Page;
+
+import java.util.List;
+
+/**
+ * 商品搜索管理Service
+ * Created 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);
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/SpringDataService.java

@@ -0,0 +1,36 @@
+package com.tuling.tulingmall.search.service;
+
+import java.util.List;
+
+import org.springframework.data.domain.Page;
+
+import com.tuling.tulingmall.search.domain.EsProduct;
+
+/**
+ * 商品搜索管理Service
+ */
+public interface SpringDataService {
+
+
+    /**
+     * 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);
+
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/TulingMallSearchService.java

@@ -0,0 +1,22 @@
+package com.tuling.tulingmall.search.service;
+
+import com.tuling.tulingmall.search.vo.ESRequestParam;
+import com.tuling.tulingmall.search.vo.ESResponseResult;
+
+
+/**
+ * @author 白起老师
+ */
+public interface TulingMallSearchService {
+
+
+    /**
+     * @param param 检索的所有参数
+     * @return  返回检索的结果，里面包含页面需要的所有信息
+     */
+    ESResponseResult search(ESRequestParam param);
+
+
+}
+
+

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/impl/EsClientClientSearchServiceImpl.java

@@ -0,0 +1,336 @@
+package com.tuling.tulingmall.search.service.impl;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.concurrent.TimeUnit;
+
+import org.elasticsearch.action.admin.indices.delete.DeleteIndexRequest;
+import org.elasticsearch.action.bulk.BulkRequest;
+import org.elasticsearch.action.bulk.BulkResponse;
+import org.elasticsearch.action.delete.DeleteRequest;
+import org.elasticsearch.action.delete.DeleteResponse;
+import org.elasticsearch.action.get.GetRequest;
+import org.elasticsearch.action.get.GetResponse;
+import org.elasticsearch.action.index.IndexRequest;
+import org.elasticsearch.action.index.IndexResponse;
+import org.elasticsearch.action.search.SearchRequest;
+import org.elasticsearch.action.search.SearchResponse;
+import org.elasticsearch.action.support.master.AcknowledgedResponse;
+import org.elasticsearch.action.update.UpdateRequest;
+import org.elasticsearch.action.update.UpdateResponse;
+import org.elasticsearch.client.RequestOptions;
+import org.elasticsearch.client.RestHighLevelClient;
+import org.elasticsearch.client.indices.CreateIndexRequest;
+import org.elasticsearch.client.indices.CreateIndexResponse;
+import org.elasticsearch.client.indices.GetIndexRequest;
+import org.elasticsearch.common.text.Text;
+import org.elasticsearch.common.unit.TimeValue;
+import org.elasticsearch.common.xcontent.XContentType;
+import org.elasticsearch.index.query.BoolQueryBuilder;
+import org.elasticsearch.index.query.MatchQueryBuilder;
+import org.elasticsearch.index.query.QueryBuilders;
+import org.elasticsearch.index.query.TermQueryBuilder;
+import org.elasticsearch.search.SearchHit;
+import org.elasticsearch.search.builder.SearchSourceBuilder;
+import org.elasticsearch.search.fetch.subphase.FetchSourceContext;
+import org.elasticsearch.search.fetch.subphase.highlight.HighlightBuilder;
+import org.elasticsearch.search.fetch.subphase.highlight.HighlightField;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.stereotype.Service;
+
+import com.alibaba.fastjson.JSON;
+import com.tuling.tulingmall.search.service.EsClientSearchService;
+
+/**
+ * @author 白起老师
+ */
+@Service(value="esSearchService")
+public class EsClientClientSearchServiceImpl implements EsClientSearchService {
+
+    @Qualifier("restHighLevelClient")
+    @Autowired
+    private RestHighLevelClient client;
+
+
+    @Override
+    public boolean createIndex(String index) throws IOException {
+        //1.创建索引请求
+        CreateIndexRequest request = new CreateIndexRequest(index);
+        //2.客户端执行请求IndicesClient,请求后获得相应
+        CreateIndexResponse response = client.indices().create(request, RequestOptions.DEFAULT);
+        return response.isAcknowledged();
+    }
+
+
+    @Override
+    public boolean isExit(String index) throws IOException {
+        GetIndexRequest request = new GetIndexRequest(index);
+        boolean exists = client.indices().exists(request, RequestOptions.DEFAULT);
+        return exists;
+    }
+
+
+    @Override
+    public boolean delete(String index) throws IOException {
+        DeleteIndexRequest request = new DeleteIndexRequest(index);
+        AcknowledgedResponse delete = client.indices().delete(request, RequestOptions.DEFAULT);
+        return delete.isAcknowledged();
+    }
+
+
+    @Override
+    public boolean addDocument(String index, String id, Object object) throws IOException {
+        IndexRequest request = new IndexRequest(index);
+        //规则 一般的文档形如 put /index/_doc/1
+        request.id(id);//如果不设置id的话会自动分配id
+        request.timeout("1s");//设置超时时间
+        System.out.println("JSON.toJSONString(object):"+JSON.toJSONString(object));
+        //将我们的数据放入请求Json中
+        request.source(JSON.toJSONString(object), XContentType.JSON);
+        //客户端发送请求,获取相应的结果
+        IndexResponse response = client.index(request, RequestOptions.DEFAULT);
+        return response.getShardInfo().getSuccessful()>0?true:false;
+    }
+
+
+    @Override
+    public boolean isdocuexit(String index, String id) throws IOException {
+        GetRequest getRequest = new GetRequest(index,id);
+        //不获取返回的_source上下文
+        getRequest.fetchSourceContext(new FetchSourceContext(false));
+        getRequest.storedFields("_none_");
+        return client.exists(getRequest, RequestOptions.DEFAULT);
+    }
+
+
+    @Override
+    public String getDoucumment(String index, String id) throws IOException {
+        GetRequest getRequest = new GetRequest(index, id);
+        GetResponse response = client.get(getRequest, RequestOptions.DEFAULT);
+        return response.getSourceAsString();
+    }
+
+
+    @Override
+    public boolean updateDocument(Object object, String index, String id) throws IOException {
+        UpdateRequest request = new UpdateRequest(index, id);
+        request.timeout("1s");
+
+        request.doc(JSON.toJSONString(object), XContentType.JSON);
+        UpdateResponse update = client.update(request, RequestOptions.DEFAULT);
+        return update.getShardInfo().getSuccessful()>0?true:false;
+    }
+
+
+    @Override
+    public boolean deleteDocument(String index, String id) throws IOException{
+        DeleteRequest request = new DeleteRequest(index,id);
+        request.timeout("1s");
+        DeleteResponse deleteResponse = client.delete(request, RequestOptions.DEFAULT);
+        return deleteResponse.getShardInfo().getSuccessful()>0?true:false;
+    }
+
+
+    @Override
+    public boolean addmoredocument(List<Object> list, String index, String id) throws IOException{
+        BulkRequest bulkRequest = new BulkRequest();
+        bulkRequest.timeout("1s");
+        //批量处理请求
+        for (int i=0;i<list.size();i++){
+            bulkRequest.add(
+                    new IndexRequest(index)
+                            //.id(id)
+                            .source(JSON.toJSONString(list.get(i)), XContentType.JSON));
+        }
+        BulkResponse responses = client.bulk(bulkRequest, RequestOptions.DEFAULT);
+        //是否失败 false-没有失败
+        return responses.hasFailures()?false:true;
+    }
+
+
+    @Override
+    public List<Map<String,Object>> termQuery(String index, TreeMap<String, Object> content, int size, int from, boolean ishigh) throws IOException {
+        SearchRequest searchRequest = new SearchRequest(index);
+        //构建查询条件
+        SearchSourceBuilder sourceBuilder = new SearchSourceBuilder();
+        System.out.println(content.firstKey());
+        //查询条件
+        TermQueryBuilder termQueryBuilder = QueryBuilders.termQuery(content.firstKey(),content.get(content.firstKey()));
+        sourceBuilder.query(termQueryBuilder);
+        sourceBuilder.timeout(new TimeValue(60, TimeUnit.SECONDS));
+
+
+        //获取多少条数据
+        sourceBuilder.size(size);
+        //从第几行开始
+        sourceBuilder.from(from);
+        //是否要将查询的结果中将搜索的关键词高亮
+        if (ishigh){
+            HighlightBuilder highlightBuilder = new HighlightBuilder();
+            //设置高亮的属性
+            highlightBuilder.field(content.firstKey());
+            //也可以自定义高亮的样式,这里我使用的是默认的方式
+            sourceBuilder.highlighter(highlightBuilder);
+        }
+        System.out.println("dsl===1==="+sourceBuilder.toString());
+        //将查询条件放入需要查询中
+        searchRequest.source(sourceBuilder);
+
+
+        //获取相应的数据
+        SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
+        SearchHit[] hits = searchResponse.getHits().getHits();
+
+        ArrayList<Map<String,Object>> result = new ArrayList<>();
+        for (SearchHit searchHit:hits){
+            Map<String, HighlightField> highlightFields = searchHit.getHighlightFields();
+            //获取高亮的信息
+            HighlightField property = highlightFields.get(content.firstKey());
+            //查询的元素数据(没有高亮)
+            Map<String, Object> sourceAsMap = searchHit.getSourceAsMap();
+            if (ishigh){
+                if (property!=null){
+                    Text[] fragments = property.fragments();
+                    String n_title = "";
+                    for (Text text:fragments){
+                        n_title += text;
+                    }
+                    sourceAsMap.put(content.firstKey(),n_title);
+                }
+            }
+
+
+            //2.2 拿到高亮信息显示标题
+          /*  HighlightField name = hit.getHighlightFields().get("name");
+            //2.3 判断name中是否含有查询的关键字(因为是多字段查询，因此可能不包含指定的关键字，假设不包含则显示原始name字段的信息)
+            String nameValue = name!=null ? name.getFragments()[0].string() : esModel.getName();
+            esModel.setName(nameValue);*/
+
+            result.add(sourceAsMap);
+        }
+        System.out.println("result==1===:"+result);
+        return result;
+    }
+
+
+    @Override
+    public List<Map<String,Object>> matchQuery(String index, TreeMap<String, Object> content, int size, int from, boolean ishigh) throws IOException {
+        SearchRequest searchRequest = new SearchRequest(index);
+        //构建查询条件
+        SearchSourceBuilder sourceBuilder = new SearchSourceBuilder();
+        //查询条件
+        MatchQueryBuilder matchQueryBuilder = QueryBuilders.matchQuery(content.firstKey(),content.get(content.firstKey()));
+
+        sourceBuilder.query(matchQueryBuilder);
+        sourceBuilder.timeout(new TimeValue(60, TimeUnit.SECONDS));
+
+
+        //获取多少条数据
+        sourceBuilder.size(size);
+        //从第几行开始
+        sourceBuilder.from(from);
+        //是否要高亮
+        if (ishigh){
+            HighlightBuilder highlightBuilder = new HighlightBuilder();
+            //设置高亮的属性
+            highlightBuilder.field(content.firstKey());
+            //也可以自定义高亮的样式,这里我使用的是默认的方式
+            sourceBuilder.highlighter(highlightBuilder);
+        }
+
+        System.out.println("dsl===2==="+sourceBuilder.toString());
+
+        //将查询条件放入需要查询中
+        searchRequest.source(sourceBuilder);
+        //获取相应的数据
+        SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
+        SearchHit[] hits = searchResponse.getHits().getHits();
+
+        ArrayList<Map<String,Object>> result = new ArrayList<>();
+        for (SearchHit searchHit:hits){
+            Map<String, HighlightField> highlightFields = searchHit.getHighlightFields();
+            //获取高亮的信息
+            HighlightField property = highlightFields.get(content.firstKey());
+            //查询的元素数据(没有高亮)
+            Map<String, Object> sourceAsMap = searchHit.getSourceAsMap();
+            System.out.println("sourceAsMap===2==="+sourceAsMap);
+            if (ishigh){
+                if (property!=null){
+                    Text[] fragments = property.fragments();
+                    String n_title = "";
+                    for (Text text:fragments){
+                        n_title += text;
+                    }
+                    sourceAsMap.put(content.firstKey(),n_title);
+                }
+            }
+            result.add(sourceAsMap);
+        }
+        System.out.println("result==2===:"+result);
+
+        return result;
+    }
+
+
+
+    @Override
+    public List<Map<String,Object>> boolmustQuery(String index, TreeMap<String, Object> content, int size, int from, boolean ishigh) throws IOException {
+        SearchRequest searchRequest = new SearchRequest(index);
+        //构建查询条件
+        SearchSourceBuilder sourceBuilder = new SearchSourceBuilder();
+        //查询条件
+        BoolQueryBuilder boolQueryBuilder = QueryBuilders.boolQuery();
+        Set keys = content.keySet();
+        for (Object key:keys){
+            //将要查询的条件加入
+            boolQueryBuilder.must(QueryBuilders.termQuery((String) key,content.get(key)));
+        }
+        sourceBuilder.query(boolQueryBuilder);
+        sourceBuilder.timeout(new TimeValue(60, TimeUnit.SECONDS));
+        //获取多少条数据
+        sourceBuilder.size(size);
+        //从第几行开始
+        sourceBuilder.from(from);
+
+        System.out.println("dsl===3==="+sourceBuilder.toString());
+        //将查询条件放入需要查询中
+        searchRequest.source(sourceBuilder);
+
+
+        //获取相应的数据
+        SearchResponse searchResponse = client.search(searchRequest, RequestOptions.DEFAULT);
+        SearchHit[] hits = searchResponse.getHits().getHits();
+
+        ArrayList<Map<String,Object>> result = new ArrayList<>();
+        for (SearchHit searchHit:hits){
+            Map<String, HighlightField> highlightFields = searchHit.getHighlightFields();
+            //获取高亮的信息
+            HighlightField property = highlightFields.get(content.firstKey());
+            //查询的元素数据(没有高亮)
+            Map<String, Object> sourceAsMap = searchHit.getSourceAsMap();
+            System.out.println("sourceAsMap===2==="+sourceAsMap);
+            if (ishigh){
+                if (property!=null){
+                    Text[] fragments = property.fragments();
+                    String n_title = "";
+                    for (Text text:fragments){
+                        n_title += text;
+                    }
+                    sourceAsMap.put(content.firstKey(),n_title);
+                }
+            }
+            result.add(sourceAsMap);
+        }
+
+        System.out.println("result==3===:"+result);
+        return result;
+    }
+}
+
+
+

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/impl/EsProductServiceImpl.java

@@ -0,0 +1,275 @@
+package com.tuling.tulingmall.search.service.impl;
+
+import com.tuling.tulingmall.search.dao.EsProductDao;
+import com.tuling.tulingmall.search.domain.EsProduct;
+import com.tuling.tulingmall.search.domain.EsProductRelatedInfo;
+import com.tuling.tulingmall.search.repository.EsProductRepository;
+import com.tuling.tulingmall.search.service.EsProductService;
+import org.elasticsearch.action.search.SearchResponse;
+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.InternalFilter;
+import org.elasticsearch.search.aggregations.bucket.nested.InternalNested;
+import org.elasticsearch.search.aggregations.bucket.terms.LongTerms;
+import org.elasticsearch.search.aggregations.bucket.terms.StringTerms;
+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.ElasticsearchTemplate;
+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;
+
+
+/**
+ * 商品搜索管理Service实现类
+ * Created 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 ElasticsearchTemplate elasticsearchTemplate;
+    @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());
+        return productRepository.search(searchQuery);
+    }
+
+    @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(10)));
+            filterFunctionBuilders.add(new FunctionScoreQueryBuilder.FilterFunctionBuilder(QueryBuilders.matchQuery("productCategoryId", productCategoryId),
+                    ScoreFunctionBuilders.weightFactorFunction(6)));
+            FunctionScoreQueryBuilder.FilterFunctionBuilder[] builders = new FunctionScoreQueryBuilder.FilterFunctionBuilder[filterFunctionBuilders.size()];
+            filterFunctionBuilders.toArray(builders);
+            FunctionScoreQueryBuilder functionScoreQueryBuilder = QueryBuilders.functionScoreQuery(builders)
+                    .scoreMode(FunctionScoreQuery.ScoreMode.SUM)
+                    .setMinScore(2);
+            NativeSearchQueryBuilder builder = new NativeSearchQueryBuilder();
+            builder.withQuery(functionScoreQueryBuilder);
+            builder.withPageable(pageable);
+            NativeSearchQuery searchQuery = builder.build();
+            LOGGER.info("DSL:{}", searchQuery.getQuery().toString());
+            return productRepository.search(searchQuery);
+        }
+        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();
+//        return elasticsearchTemplate.search(searchQuery, response -> {
+//            LOGGER.info("DSL:{}",searchQuery.getQuery().toString());
+//            return convertProductRelatedInfo(response);
+//        });
+        return null;
+
+    }
+
+    /**
+     * 将返回结果转换为对象
+     */
+    private EsProductRelatedInfo convertProductRelatedInfo(SearchResponse 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<LongTerms.Bucket> attrIds = ((LongTerms) ((InternalFilter) ((InternalNested) productAttrs).getProperty("productAttrs")).getProperty("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<StringTerms.Bucket> attrValues = ((StringTerms) attrId.getAggregations().get("attrValues")).getBuckets();
+            List<StringTerms.Bucket> attrNames = ((StringTerms) 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;
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/impl/SpringDataServiceImpl.java

@@ -0,0 +1,81 @@
+package com.tuling.tulingmall.search.service.impl;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import org.elasticsearch.client.RestHighLevelClient;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.data.domain.Page;
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.domain.Pageable;
+import org.springframework.stereotype.Service;
+
+import com.tuling.tulingmall.search.domain.EsProduct;
+import com.tuling.tulingmall.search.repository.EsProductRepository;
+import com.tuling.tulingmall.search.service.SpringDataService;
+
+
+/**
+ * 商品搜索管理Service实现类
+ */
+@Service
+public class SpringDataServiceImpl implements SpringDataService {
+
+    private static final Logger LOGGER = LoggerFactory.getLogger(SpringDataServiceImpl.class);
+
+    @Qualifier("restHighLevelClient")
+    @Autowired
+    private RestHighLevelClient client;
+
+    @Autowired
+    private EsProductRepository productRepository;
+
+
+
+
+    @Override
+    public EsProduct create(Long id) {
+        EsProduct esProduct = new EsProduct();
+        esProduct.setId(id);
+        esProduct.setName("测试产品:"+id);
+        esProduct.setBrandId(1L);
+
+        productRepository.save(esProduct);
+        return null;
+    }
+
+    @Override
+    public void delete(Long id) {
+        productRepository.deleteById(id);
+
+    }
+
+    @Override
+    public void delete(List<Long> ids) {
+        if (ids!=null && ids.size() > 0) {
+            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);
+    }
+
+
+
+
+
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/service/impl/TulingMallSearchServiceImpl.java

@@ -0,0 +1,377 @@
+package com.tuling.tulingmall.search.service.impl;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.stream.Collectors;
+
+import org.apache.lucene.search.join.ScoreMode;
+import org.elasticsearch.action.search.SearchRequest;
+import org.elasticsearch.action.search.SearchResponse;
+import org.elasticsearch.client.RequestOptions;
+import org.elasticsearch.client.RestHighLevelClient;
+import org.elasticsearch.index.query.BoolQueryBuilder;
+import org.elasticsearch.index.query.NestedQueryBuilder;
+import org.elasticsearch.index.query.QueryBuilders;
+import org.elasticsearch.index.query.RangeQueryBuilder;
+import org.elasticsearch.search.SearchHit;
+import org.elasticsearch.search.SearchHits;
+import org.elasticsearch.search.aggregations.AggregationBuilders;
+import org.elasticsearch.search.aggregations.bucket.nested.NestedAggregationBuilder;
+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.aggregations.bucket.terms.TermsAggregationBuilder;
+import org.elasticsearch.search.builder.SearchSourceBuilder;
+import org.elasticsearch.search.fetch.subphase.highlight.HighlightBuilder;
+import org.elasticsearch.search.fetch.subphase.highlight.HighlightField;
+import org.elasticsearch.search.sort.SortOrder;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.stereotype.Service;
+import org.springframework.util.StringUtils;
+
+import com.alibaba.fastjson.JSON;
+import com.tuling.tulingmall.search.domain.EsProduct;
+import com.tuling.tulingmall.search.service.TulingMallSearchService;
+import com.tuling.tulingmall.search.utils.SearchConstant;
+import com.tuling.tulingmall.search.vo.ESRequestParam;
+import com.tuling.tulingmall.search.vo.ESResponseResult;
+
+/**
+ * @author 白起老师
+ */
+@Service(value="tulingMallSearchService")
+public class TulingMallSearchServiceImpl implements TulingMallSearchService {
+
+    @Qualifier("restHighLevelClient")
+    @Autowired
+    private RestHighLevelClient client;
+
+
+
+    /**************************图灵商城搜索*****************************/
+    @Override
+    public ESResponseResult search(ESRequestParam param) {
+
+        try {
+            //1、构建检索对象-封装请求相关参数信息
+            SearchRequest searchRequest = startBuildRequestParam(param);
+
+            //2、进行检索操作
+            SearchResponse response = client.search(searchRequest, RequestOptions.DEFAULT);
+            System.out.println("response:"+response);
+            //3、分析响应数据，封装成指定的格式
+            ESResponseResult responseResult = startBuildResponseResult(response, param);
+            return responseResult;
+        } catch (Exception e) {
+            e.printStackTrace();
+        }
+
+        return null;
+
+    }
+
+    /**
+     * 封装请求参数信息
+     * 关键字查询、根据属性、分类、品牌、价格区间、是否有库存等进行过滤、分页、高亮、以及聚合统计品牌分类属性
+     *
+     */
+    private SearchRequest startBuildRequestParam(ESRequestParam param) {
+
+        SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
+
+        /**
+         * 关键字查询、根据属性、分类、品牌、价格区间、是否有库存等进行过滤、分页、高亮、以及聚合统计品牌分类属性
+         */
+        BoolQueryBuilder boolQueryBuilder = new BoolQueryBuilder();
+
+        //1、查询关键字
+        if (!StringUtils.isEmpty(param.getKeyword())) {
+            //单字段查询
+            //boolQueryBuilder.must(QueryBuilders.matchQuery("name", param.getKeyword()));
+            //多字段查询
+            boolQueryBuilder.must(QueryBuilders.multiMatchQuery(param.getKeyword(),"name","keywords","subTitle"));
+        }
+        //2、根据类目ID进行过滤
+        if (null != param.getCategoryId()) {
+            boolQueryBuilder.filter(QueryBuilders.termQuery("categoryId", param.getCategoryId()));
+        }
+
+        //3、根据品牌ID进行过滤
+        if (null != param.getBrandId() && param.getBrandId().size() > 0) {
+            boolQueryBuilder.filter(QueryBuilders.termsQuery("brandId", param.getBrandId()));
+        }
+
+        //4、根据属性进行相关过滤
+        if (param.getAttrs() != null && param.getAttrs().size() > 0) {
+
+            param.getAttrs().forEach(item -> {
+                //attrs=1_白色&2_4核
+                BoolQueryBuilder boolQuery = QueryBuilders.boolQuery();
+
+                //attrs=1_64G
+                String[] s = item.split("_");
+                String attrId = s[0];
+                String[] attrValues = s[1].split(":");//这个属性检索用的值
+                boolQuery.must(QueryBuilders.termQuery("attrs.attrId", attrId));
+                boolQuery.must(QueryBuilders.termsQuery("attrs.attrValue", attrValues));
+
+                NestedQueryBuilder nestedQueryBuilder = QueryBuilders.nestedQuery("attrs", boolQuery, ScoreMode.None);
+                boolQueryBuilder.filter(nestedQueryBuilder);
+            });
+
+        }
+
+        //5、是否有库存
+        if (null != param.getHasStock()) {
+            boolQueryBuilder.filter(QueryBuilders.termQuery("hasStock", param.getHasStock() == 1));
+        }
+
+
+        //6、根据价格过滤
+        if (!StringUtils.isEmpty(param.getPrice())) {
+            //价格的输入形式为：10_100（起始价格和最终价格）或_100（不指定起始价格）或10_（不限制最终价格）
+            RangeQueryBuilder rangeQueryBuilder = QueryBuilders.rangeQuery("price");
+            String[] price = param.getPrice().split("_");
+            if (price.length == 2) {
+                    //price: _5000
+                    if (param.getPrice().startsWith("_")) {
+                        rangeQueryBuilder.lte(price[1]);
+                    }
+                else{
+                        //price: 1_5000
+                        rangeQueryBuilder.gte(price[0]).lte(price[1]);
+                }
+
+            } else if (price.length == 1) {
+                 //price: 1_
+                if (param.getPrice().endsWith("_")) {
+                    rangeQueryBuilder.gte(price[0]);
+                }
+                //price: _5000
+                if (param.getPrice().startsWith("_")) {
+                    rangeQueryBuilder.lte(price[0]);
+                }
+            }
+            boolQueryBuilder.filter(rangeQueryBuilder);
+        }
+
+        //封装所有查询条件
+        searchSourceBuilder.query(boolQueryBuilder);
+
+
+        /**
+         * 实现排序、高亮、分页操作
+         */
+
+        //排序
+        //页面传入的参数值形式 sort=price_asc/desc
+        if (!StringUtils.isEmpty(param.getSort())) {
+            String sort = param.getSort();
+            String[] sortFileds = sort.split("_");
+
+            if(!StringUtils.isEmpty(sortFileds[0])){
+                SortOrder sortOrder = "asc".equalsIgnoreCase(sortFileds[1]) ? SortOrder.ASC : SortOrder.DESC;
+                searchSourceBuilder.sort(sortFileds[0], sortOrder);
+            }
+        }
+
+        //分页查询
+        searchSourceBuilder.from((param.getPageNum() - 1) * SearchConstant.PAGE_SIZE);
+        searchSourceBuilder.size(SearchConstant.PAGE_SIZE);
+
+        //高亮显示
+        if (!StringUtils.isEmpty(param.getKeyword())) {
+
+            HighlightBuilder highlightBuilder = new HighlightBuilder();
+            highlightBuilder.field("name");
+            highlightBuilder.preTags("<b style='color:red'>");
+            highlightBuilder.postTags("</b>");
+
+            searchSourceBuilder.highlighter(highlightBuilder);
+        }
+
+
+        /**
+         * 对品牌、分类信息、属性信息进行聚合分析
+         */
+        //1. 按照品牌进行聚合
+        TermsAggregationBuilder brand_agg = AggregationBuilders.terms("brand_agg");
+        brand_agg.field("brandId").size(50);
+
+
+        //1.1 品牌的子聚合-品牌名聚合
+        brand_agg.subAggregation(AggregationBuilders.terms("brand_name_agg").field("brandName").size(1));
+        //1.2 品牌的子聚合-品牌图片聚合
+        brand_agg.subAggregation(AggregationBuilders.terms("brand_img_agg").field("brandImg").size(1));
+
+        searchSourceBuilder.aggregation(brand_agg);
+
+        //2. 按照分类信息进行聚合
+        TermsAggregationBuilder category_agg = AggregationBuilders.terms("category_agg");
+        category_agg.field("categoryId").size(50);
+
+        category_agg.subAggregation(AggregationBuilders.terms("category_name_agg").field("categoryName").size(1));
+
+        searchSourceBuilder.aggregation(category_agg);
+
+        //2. 按照属性信息进行聚合
+        NestedAggregationBuilder attr_agg = AggregationBuilders.nested("attr_agg", "attrs");
+        //2.1 按照属性ID进行聚合
+        TermsAggregationBuilder attr_id_agg = AggregationBuilders.terms("attr_id_agg").field("attrs.attrId");
+        attr_agg.subAggregation(attr_id_agg);
+        //2.1.1 在每个属性ID下，按照属性名进行聚合
+        attr_id_agg.subAggregation(AggregationBuilders.terms("attr_name_agg").field("attrs.attrName").size(1));
+        //2.1.1 在每个属性ID下，按照属性值进行聚合
+        attr_id_agg.subAggregation(AggregationBuilders.terms("attr_value_agg").field("attrs.attrValue").size(50));
+        searchSourceBuilder.aggregation(attr_agg);
+
+        System.out.println("构建的DSL语句 {}:"+ searchSourceBuilder.toString());
+
+        SearchRequest searchRequest = new SearchRequest(new String[]{SearchConstant.INDEX_NAME}, searchSourceBuilder);
+
+        return searchRequest;
+    }
+
+
+
+    /**
+     * 封装查询到的结果信息
+     * 关键字查询、根据属性、分类、品牌、价格区间、是否有库存等进行过滤、分页、高亮、以及聚合统计品牌分类属性
+     */
+    private ESResponseResult startBuildResponseResult(SearchResponse response, ESRequestParam param) {
+
+       ESResponseResult result = new ESResponseResult();
+
+        //1、获取查询到的商品信息
+        SearchHits hits = response.getHits();
+
+        List<EsProduct> esModels = new ArrayList<>();
+        //2、遍历所有商品信息
+        if (hits.getHits() != null && hits.getHits().length > 0) {
+            for (SearchHit hit : hits.getHits()) {
+                String sourceAsString = hit.getSourceAsString();
+                EsProduct esModel = JSON.parseObject(sourceAsString, EsProduct.class);
+
+                    //2.1 判断是否按关键字检索，若是就显示高亮，否则不显示
+                if (!StringUtils.isEmpty(param.getKeyword())) {
+                    //2.2 拿到高亮信息显示标题
+                    HighlightField name = hit.getHighlightFields().get("name");
+                    //2.3 判断name中是否含有查询的关键字(因为是多字段查询，因此可能不包含指定的关键字，假设不包含则显示原始name字段的信息)
+                    String nameValue = name!=null ? name.getFragments()[0].string() : esModel.getName();
+                    esModel.setName(nameValue);
+                }
+                esModels.add(esModel);
+            }
+        }
+        result.setProducts(esModels);
+
+        //3、当前商品涉及到的所有品牌信息，小米手机和小米电脑都属于小米品牌，过滤重复品牌信息
+        List<ESResponseResult.BrandVo> brandVos = new ArrayList<>();
+        //获取到品牌的聚合
+        ParsedLongTerms brandAgg = response.getAggregations().get("brand_agg");
+        for (Terms.Bucket bucket : brandAgg.getBuckets()) {
+            ESResponseResult.BrandVo brandVo = new ESResponseResult.BrandVo();
+
+            //获取品牌的id
+            long brandId = bucket.getKeyAsNumber().longValue();
+            brandVo.setBrandId(brandId);
+
+            //获取品牌的名字
+            ParsedStringTerms brandNameAgg = bucket.getAggregations().get("brand_name_agg");
+            String brandName = brandNameAgg.getBuckets().get(0).getKeyAsString();
+            brandVo.setBrandName(brandName);
+
+            //获取品牌的LOGO
+            ParsedStringTerms brandImgAgg = bucket.getAggregations().get("brand_img_agg");
+            String brandImg = brandImgAgg.getBuckets().get(0).getKeyAsString();
+            brandVo.setBrandImg(brandImg);
+            System.out.println("brandId:"+brandId+"brandName:"+brandName+"brandImg");
+            brandVos.add(brandVo);
+        }
+        System.out.println("brandVos.size:"+brandVos.size());
+        result.setBrands(brandVos);
+
+
+        //4、当前商品相关的所有类目信息
+        //获取到分类的聚合
+        List<ESResponseResult.categoryVo> categoryVos = new ArrayList<>();
+
+        ParsedLongTerms categoryAgg = response.getAggregations().get("category_agg");
+
+
+        for (Terms.Bucket bucket : categoryAgg.getBuckets()) {
+            ESResponseResult.categoryVo categoryVo = new ESResponseResult.categoryVo();
+            //获取分类id
+            String keyAsString = bucket.getKeyAsString();
+            categoryVo.setCategoryId(Long.parseLong(keyAsString));
+
+            //获取分类名
+            ParsedStringTerms categoryNameAgg = bucket.getAggregations().get("category_name_agg");
+            String categoryName = categoryNameAgg.getBuckets().get(0).getKeyAsString();
+            categoryVo.setCategoryName(categoryName);
+            categoryVos.add(categoryVo);
+        }
+
+        result.setCategorys(categoryVos);
+
+
+
+        //5、获取商品相关的所有属性信息
+        List<ESResponseResult.AttrVo> attrVos = new ArrayList<>();
+        //获取属性信息的聚合
+        ParsedNested attrsAgg = response.getAggregations().get("attr_agg");
+        ParsedLongTerms attrIdAgg = attrsAgg.getAggregations().get("attr_id_agg");
+        for (Terms.Bucket bucket : attrIdAgg.getBuckets()) {
+            ESResponseResult.AttrVo attrVo = new ESResponseResult.AttrVo();
+            //获取属性ID值
+            long attrId = bucket.getKeyAsNumber().longValue();
+            attrVo.setAttrId(attrId);
+
+            //获取属性的名字
+            ParsedStringTerms attrNameAgg = bucket.getAggregations().get("attr_name_agg");
+            String attrName = attrNameAgg.getBuckets().get(0).getKeyAsString();
+            attrVo.setAttrName(attrName);
+
+            //获取属性的值
+            ParsedStringTerms attrValueAgg = bucket.getAggregations().get("attr_value_agg");
+            System.out.println("===1==="+attrValueAgg.getBuckets());
+
+            for (Terms.Bucket b : attrValueAgg.getBuckets()) {
+                 String bb = b.getKeyAsString();
+                System.out.println("bb:"+bb);
+            }
+
+            List<String> attrValues = attrValueAgg.getBuckets().stream().map(item -> item.getKeyAsString()).collect(Collectors.toList());
+            attrVo.setAttrValue(attrValues);
+            System.out.println("===2==="+attrValues);
+            attrVos.add(attrVo);
+        }
+
+        result.setAttrs(attrVos);
+
+        //6、进行分页操作
+        result.setPageNum(param.getPageNum());
+        //获取总记录数
+        long total = hits.getTotalHits().value;
+        result.setTotal(total);
+
+        //计算总页码
+        int totalPages = (int) total % SearchConstant.PAGE_SIZE == 0 ?
+                (int) total / SearchConstant.PAGE_SIZE : ((int) total / SearchConstant.PAGE_SIZE + 1);
+        result.setTotalPages(totalPages);
+
+        List<Integer> pageNavs = new ArrayList<>();
+        for (int i = 1; i <= totalPages; i++) {
+            pageNavs.add(i);
+        }
+        result.setPageNavs(pageNavs);
+
+        return result;
+        }
+
+    }
+
+
+

tulingmall-search/src/main/java/com/tuling/tulingmall/search/utils/SearchConstant.java

@@ -0,0 +1,14 @@
+package com.tuling.tulingmall.search.utils;
+
+/**
+ * @author 白起老师
+ */
+public class SearchConstant {
+
+    //声明索引库名字
+    public static final String INDEX_NAME = "product_db";
+
+    //指定每页显示的商品的数量
+    public static final Integer PAGE_SIZE = 10;
+
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/vo/ESRequestParam.java

@@ -0,0 +1,148 @@
+package com.tuling.tulingmall.search.vo;
+
+
+
+import java.util.Date;
+import java.util.List;
+
+/**
+ * @author: baiqi
+ */
+public class ESRequestParam {
+
+    /**
+     * 页面传递过来的全文匹配关键字
+     */
+    private String keyword;
+
+    /**
+     * 品牌id,可以多选
+     */
+    private List<Long> brandId;
+
+    /**
+     * 分类id
+     */
+    private Long categoryId;
+
+    /**
+     * 排序条件：sort=price/salecount/hotscore_desc/asc
+     */
+    private String sort;
+
+    private Long salecount;//销量
+
+    private Date putawayDate;//上架时间
+    /**
+     * 是否显示有货  1代表有货
+     */
+    private Integer hasStock;
+
+    /**
+     * 价格区间查询
+     */
+    private String price;
+
+    /**
+     * 按照属性进行筛选
+     */
+    private List<String> attrs;
+
+    /**
+     * 页码
+     */
+    private Integer pageNum = 1;
+
+    /**
+     * 原生的所有查询条件
+     */
+    private String queryString;
+
+    public String getKeyword() {
+        return keyword;
+    }
+
+    public void setKeyword(String keyword) {
+        this.keyword = keyword;
+    }
+
+    public List<Long> getBrandId() {
+        return brandId;
+    }
+
+    public void setBrandId(List<Long> brandId) {
+        this.brandId = brandId;
+    }
+
+    public String getSort() {
+        return sort;
+    }
+
+    public void setSort(String sort) {
+        this.sort = sort;
+    }
+
+    public Integer getHasStock() {
+        return hasStock;
+    }
+
+    public void setHasStock(Integer hasStock) {
+        this.hasStock = hasStock;
+    }
+
+    public String getPrice() {
+        return price;
+    }
+
+    public void setPrice(String price) {
+        this.price = price;
+    }
+
+    public List<String> getAttrs() {
+        return attrs;
+    }
+
+    public void setAttrs(List<String> attrs) {
+        this.attrs = attrs;
+    }
+
+    public Integer getPageNum() {
+        return pageNum;
+    }
+
+    public void setPageNum(Integer pageNum) {
+        this.pageNum = pageNum;
+    }
+
+    public String getQueryString() {
+        return queryString;
+    }
+
+    public void setQueryString(String queryString) {
+        this.queryString = queryString;
+    }
+
+    public Long getCategoryId() {
+        return categoryId;
+    }
+
+    public void setCategoryId(Long categoryId) {
+        this.categoryId = categoryId;
+    }
+
+    public Long getSalecount() {
+        return salecount;
+    }
+
+    public void setSalecount(Long salecount) {
+        this.salecount = salecount;
+    }
+
+    public Date getPutawayDate() {
+        return putawayDate;
+    }
+
+    public void setPutawayDate(Date putawayDate) {
+        this.putawayDate = putawayDate;
+    }
+}

tulingmall-search/src/main/java/com/tuling/tulingmall/search/vo/ESResponseResult.java

@@ -0,0 +1,260 @@
+package com.tuling.tulingmall.search.vo;
+
+
+import java.util.List;
+import java.util.Objects;
+
+import com.tuling.tulingmall.search.domain.EsProduct;
+
+/**
+ * @author: baiqi
+ */
+public class ESResponseResult {
+
+    /**
+     * 查询到的所有商品信息
+     */
+    private List<EsProduct> products;
+
+
+    /**
+     * 当前页码
+     */
+    private Integer pageNum;
+
+    /**
+     * 总记录数
+     */
+    private Long total;
+
+    /**
+     * 总页码
+     */
+    private Integer totalPages;
+
+    private List<Integer> pageNavs;
+
+    /**
+     * 当前查询到的结果，所有涉及到的品牌
+     */
+    private List<BrandVo> brands;
+
+    /**
+     * 当前查询到的结果，所有涉及到的所有属性
+     */
+    private List<AttrVo> attrs;
+
+    /**
+     * 当前查询到的结果，所有涉及到的所有分类
+     */
+    private List<categoryVo> categorys;
+
+    public List<EsProduct> getProducts() {
+        return products;
+    }
+
+    public void setProducts(List<EsProduct> products) {
+        this.products = products;
+    }
+
+    public List<categoryVo> getCategorys() {
+        return categorys;
+    }
+
+    public void setCategorys(List<categoryVo> categorys) {
+        this.categorys = categorys;
+    }
+
+    public Integer getPageNum() {
+        return pageNum;
+    }
+
+    public void setPageNum(Integer pageNum) {
+        this.pageNum = pageNum;
+    }
+
+    public Long getTotal() {
+        return total;
+    }
+
+    public void setTotal(Long total) {
+        this.total = total;
+    }
+
+    public Integer getTotalPages() {
+        return totalPages;
+    }
+
+    public void setTotalPages(Integer totalPages) {
+        this.totalPages = totalPages;
+    }
+
+    public List<Integer> getPageNavs() {
+        return pageNavs;
+    }
+
+    public void setPageNavs(List<Integer> pageNavs) {
+        this.pageNavs = pageNavs;
+    }
+
+    public List<BrandVo> getBrands() {
+        return brands;
+    }
+
+    public void setBrands(List<BrandVo> brands) {
+        this.brands = brands;
+    }
+
+    public List<AttrVo> getAttrs() {
+        return attrs;
+    }
+
+    public void setAttrs(List<AttrVo> attrs) {
+        this.attrs = attrs;
+    }
+
+
+
+
+    //===========================以上是返回给页面的所有信息============================//
+
+    public static class NavVo {
+        private String navName;
+        private String navValue;
+        private String link;
+
+        public String getNavName() {
+            return navName;
+        }
+
+        public void setNavName(String navName) {
+            this.navName = navName;
+        }
+
+        public String getNavValue() {
+            return navValue;
+        }
+
+        public void setNavValue(String navValue) {
+            this.navValue = navValue;
+        }
+
+        public String getLink() {
+            return link;
+        }
+
+        public void setLink(String link) {
+            this.link = link;
+        }
+    }
+
+
+
+    public static class BrandVo {
+
+        private Long brandId;
+
+        private String brandName;
+
+        private String brandImg;
+
+        public Long getBrandId() {
+            return brandId;
+        }
+
+        public void setBrandId(Long brandId) {
+            this.brandId = brandId;
+        }
+
+        public String getBrandName() {
+            return brandName;
+        }
+
+        public void setBrandName(String brandName) {
+            this.brandName = brandName;
+        }
+
+        public String getBrandImg() {
+            return brandImg;
+        }
+
+        public void setBrandImg(String brandImg) {
+            this.brandImg = brandImg;
+        }
+
+        @Override
+        public boolean equals(Object o) {
+            if (this == o) return true;
+            if (o == null || getClass() != o.getClass()) return false;
+            BrandVo brandVo = (BrandVo) o;
+            return Objects.equals(brandId, brandVo.brandId) &&
+                    Objects.equals(brandName, brandVo.brandName) &&
+                    Objects.equals(brandImg, brandVo.brandImg);
+        }
+
+        @Override
+        public int hashCode() {
+            return Objects.hash(brandId, brandName, brandImg);
+        }
+    }
+
+
+
+    public static class AttrVo {
+
+        private Long attrId;
+
+        private String attrName;
+
+        private List<String> attrValue;
+
+        public Long getAttrId() {
+            return attrId;
+        }
+
+        public void setAttrId(Long attrId) {
+            this.attrId = attrId;
+        }
+
+        public String getAttrName() {
+            return attrName;
+        }
+
+        public void setAttrName(String attrName) {
+            this.attrName = attrName;
+        }
+
+        public List<String> getAttrValue() {
+            return attrValue;
+        }
+
+        public void setAttrValue(List<String> attrValue) {
+            this.attrValue = attrValue;
+        }
+    }
+
+
+
+    public static class categoryVo {
+
+        private Long categoryId;
+
+        private String categoryName;
+
+        public Long getCategoryId() {
+            return categoryId;
+        }
+
+        public void setCategoryId(Long categoryId) {
+            this.categoryId = categoryId;
+        }
+
+        public String getCategoryName() {
+            return categoryName;
+        }
+
+        public void setCategoryName(String categoryName) {
+            this.categoryName = categoryName;
+        }
+    }
+}

tulingmall-search/src/main/resources/ES检索数据优化.txt

@@ -0,0 +1,550 @@
+PUT /product_db/_doc/1
+{
+  "id": "26",
+  "name": "С<><D0A1> 11 <20>ֻ<EFBFBD>",
+  "keywords": "С<><D0A1><EFBFBD>ֻ<EFBFBD>",
+  "subTitle": "AI<41>ǻ<EFBFBD>ȫ<EFBFBD><C8AB><EFBFBD><EFBFBD> 6GB +64GB <20><><EFBFBD><EFBFBD>ɫ ȫ<><C8AB>ͨ<EFBFBD><CDA8> <20>ƶ<EFBFBD><C6B6><EFBFBD>ͨ<EFBFBD><CDA8><EFBFBD><EFBFBD>4G<34>ֻ<EFBFBD> ˫<><CBAB>˫<EFBFBD><CBAB> ˫<><CBAB>˫<EFBFBD><CBAB>",
+  "price": "3999",
+  "promotionPrice": "2999",
+  "originalPrice": "5999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":999,
+  "putawayDate":"2021-04-01",
+  "brandId": 6,
+  "brandName": "С<><D0A1>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "2<><32>"
+    },
+    {
+      "attrId": 2,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+
+PUT /product_db/_doc/2
+{
+  "id": "27",
+  "name": "С<><D0A1> 10 <20>ֻ<EFBFBD>",
+  "keywords": "С<><D0A1><EFBFBD>ֻ<EFBFBD>",
+  "subTitle": "AI<41>ǻ<EFBFBD>ȫ<EFBFBD><C8AB><EFBFBD><EFBFBD> 4GB +64GB <20><><EFBFBD><EFBFBD>ɫ ȫ<><C8AB>ͨ<EFBFBD><CDA8> <20>ƶ<EFBFBD><C6B6><EFBFBD>ͨ<EFBFBD><CDA8><EFBFBD><EFBFBD>4G<34>ֻ<EFBFBD> ˫<><CBAB>˫<EFBFBD><CBAB> ˫<><CBAB>˫<EFBFBD><CBAB>",
+  "price": "2999",
+  "promotionPrice": "1999",
+  "originalPrice": "3999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": false,
+  "salecount":99,
+  "putawayDate":"2021-04-02",
+  "brandId": 6,
+  "brandName": "С<><D0A1>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "4<><34>"
+    },
+    {
+      "attrId": 2,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/3
+{
+  "id": "28",
+  "name": "С<><D0A1>  <20>ֻ<EFBFBD>",
+  "keywords": "С<><D0A1><EFBFBD>ֻ<EFBFBD>",
+  "subTitle": "AI<41>ǻ<EFBFBD>ȫ<EFBFBD><C8AB><EFBFBD><EFBFBD> 4GB +64GB <20><><EFBFBD><EFBFBD>ɫ ȫ<><C8AB>ͨ<EFBFBD><CDA8> <20>ƶ<EFBFBD><C6B6><EFBFBD>ͨ<EFBFBD><CDA8><EFBFBD><EFBFBD>4G<34>ֻ<EFBFBD> ˫<><CBAB>˫<EFBFBD><CBAB> ˫<><CBAB>˫<EFBFBD><CBAB>",
+  "price": "2999",
+  "promotionPrice": "1999",
+  "originalPrice": "3999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":199,
+  "putawayDate":"2021-04-03",
+  "brandId": 6,
+  "brandName": "С<><D0A1>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "2<><32>"
+    },
+    {
+      "attrId": 2,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/4
+{
+  "id": "29",
+  "name": "Apple iPhone 8 Plus 64GB <20><>ɫ<EFBFBD>ر<EFBFBD><D8B1><EFBFBD> <20>ƶ<EFBFBD><C6B6><EFBFBD>ͨ<EFBFBD><CDA8><EFBFBD><EFBFBD>4G<34>ֻ<EFBFBD>",
+  "keywords": "ƻ<><C6BB><EFBFBD>ֻ<EFBFBD>",
+  "subTitle": "ƻ<><C6BB><EFBFBD>ֻ<EFBFBD> Apple<6C><65>Ʒ<EFBFBD><C6B7><EFBFBD>п񻶽ڣ<F1BBB6BD><DAA3><EFBFBD><EFBFBD>ﾡ<EFBFBD><EFBEA1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ǻۣ<C7BB><DBA3><EFBFBD><EFBFBD><EFBFBD> >> <20><>ѡ[<5B><><EFBFBD>Ϸ<EFBFBD><CFB7><EFBFBD>][ԭ<><D4AD><EFBFBD><EFBFBD>2<EFBFBD><32>]<5D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>AppleCare+ȫ<><C8AB>λ<EFBFBD><CEBB><EFBFBD><EFBFBD><EFBFBD>ƻ<EFBFBD><C6BB><EFBFBD>ԭ<EFBFBD><D4AD><EFBFBD>ӱ<EFBFBD><D3B1>ۺ<EFBFBD><DBBA><EFBFBD><EFBFBD>ǡ<EFBFBD>",
+  "price": "5999",
+  "promotionPrice": "4999",
+  "originalPrice": "7999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5acc5248N6a5f81cd.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":1199,
+  "putawayDate":"2021-04-04",
+  "brandId": 51,
+  "brandName": "ƻ<><C6BB>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/timg.jpg",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "4<><34>"
+    },
+    {
+      "attrId": 2,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/5
+{
+  "id": "30",
+  "name": "HLA<4C><41><EFBFBD><EFBFBD>֮<EFBFBD>Ҽ<EFBFBD>Լ<EFBFBD><D4BC><EFBFBD><EFBFBD>ӡ<EFBFBD><D3A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD>T<EFBFBD><54>",
+  "keywords": "<22><><EFBFBD><EFBFBD>֮<EFBFBD><D6AE><EFBFBD>·<EFBFBD>",
+  "subTitle": "HLA<4C><41><EFBFBD><EFBFBD>֮<EFBFBD>Ҷ<EFBFBD><D2B6><EFBFBD>T<EFBFBD><54>",
+  "price": "199",
+  "promotionPrice": "99",
+  "originalPrice": "299",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ad83a4fN6ff67ecd.jpg!cc_350x449.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":19,
+  "putawayDate":"2021-04-05",
+  "brandId": 50,
+  "brandName": "<22><><EFBFBD><EFBFBD>֮<EFBFBD><D6AE>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T<><54>",
+  "attrs": [
+    {
+      "attrId": 3,
+      "attrName": "<22>ߴ<EFBFBD>",
+      "attrValue": "M"
+    },
+    {
+      "attrId": 4,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/6
+{
+  "id": "31",
+  "name": "HLA<4C><41><EFBFBD><EFBFBD>֮<EFBFBD><D6AE><EFBFBD><EFBFBD><EFBFBD>һ<EFBFBD><D2BB><EFBFBD>Բ<EFBFBD><D4B2><EFBFBD><EFBFBD>֯<EFBFBD><D6AF><EFBFBD><EFBFBD><EFBFBD><EFBFBD>T<EFBFBD><54>",
+  "keywords": "<22><><EFBFBD><EFBFBD>֮<EFBFBD><D6AE><EFBFBD>·<EFBFBD>",
+  "subTitle": "HLA<4C><41><EFBFBD><EFBFBD>֮<EFBFBD>Ҷ<EFBFBD><D2B6><EFBFBD>T<EFBFBD><54>",
+  "price": "299",
+  "promotionPrice": "199",
+  "originalPrice": "299",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ac98b64N70acd82f.jpg!cc_350x449.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":399,
+  "putawayDate":"2021-04-06",
+  "brandId": 50,
+  "brandName": "<22><><EFBFBD><EFBFBD>֮<EFBFBD><D6AE>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T<><54>",
+  "attrs": [
+    {
+      "attrId": 3,
+      "attrName": "<22>ߴ<EFBFBD>",
+      "attrValue": "X"
+    },
+    {
+      "attrId": 4,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><><EFBFBD><EFBFBD>"
+    }
+  ]
+}
+PUT /product_db/_doc/7
+{
+  "id": "32",
+  "name": "HLA<4C><41><EFBFBD><EFBFBD>֮<EFBFBD>Ҷ<EFBFBD><D2B6><EFBFBD>T<EFBFBD><54><EFBFBD>л<EFBFBD><D0BB><EFBFBD><EFBFBD><EFBFBD>",
+  "keywords": "<22><><EFBFBD><EFBFBD>֮<EFBFBD><D6AE><EFBFBD>·<EFBFBD>",
+  "subTitle": "HLA<4C><41><EFBFBD><EFBFBD>֮<EFBFBD>Ҷ<EFBFBD><D2B6><EFBFBD>T<EFBFBD><54>",
+  "price": "269",
+  "promotionPrice": "169",
+  "originalPrice": "399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5a51eb88Na4797877.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":399,
+  "putawayDate":"2021-04-07",
+  "brandId": 50,
+  "brandName": "<22><><EFBFBD><EFBFBD>֮<EFBFBD><D6AE>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T<><54>",
+  "attrs": [
+    {
+      "attrId": 3,
+      "attrName": "<22>ߴ<EFBFBD>",
+      "attrValue": "L"
+    },
+    {
+      "attrId": 4,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/8
+{
+  "id": "33",
+  "name": "С<>ף<EFBFBD>MI<4D><49>С<EFBFBD>׵<EFBFBD><D7B5><EFBFBD>4A ",
+  "keywords": "С<>׵<EFBFBD><D7B5>ӻ<EFBFBD><D3BB><EFBFBD><EFBFBD>õ<EFBFBD><C3B5><EFBFBD>",
+  "subTitle": "С<>ף<EFBFBD>MI<4D><49>С<EFBFBD>׵<EFBFBD><D7B5><EFBFBD>4A 55Ӣ<35><D3A2> L55M5-AZ/L55M5-AD 2GB+8GB HDR 4K<34><4B><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>˹<EFBFBD><CBB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Һ<EFBFBD><D2BA>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>",
+  "price": "2269",
+  "promotionPrice": "2169",
+  "originalPrice": "2399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b02804dN66004d73.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":132,
+  "putawayDate":"2021-04-09",
+  "brandId": 6,
+  "brandName": "С<><D0A1>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 35,
+  "categoryName": "<22>ֻ<EFBFBD><D6BB><EFBFBD><EFBFBD><EFBFBD>",
+  "attrs": [
+    {
+      "attrId": 5,
+      "attrName": "<22><>Ļ<EFBFBD>ߴ<EFBFBD>",
+      "attrValue": "52"
+    },
+    {
+      "attrId": 6,
+      "attrName": "<22><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/9
+{
+  "id": "34",
+  "name": "С<>ף<EFBFBD>MI<4D><49>С<EFBFBD>׵<EFBFBD><D7B5><EFBFBD>4A 65Ӣ<35><D3A2>",
+  "keywords": "С<>׵<EFBFBD><D7B5>ӻ<EFBFBD><D3BB><EFBFBD><EFBFBD>õ<EFBFBD><C3B5><EFBFBD>",
+  "subTitle": "С<>ף<EFBFBD>MI<4D><49>С<EFBFBD>׵<EFBFBD><D7B5><EFBFBD>4A 65Ӣ<35><D3A2> L55M5-AZ/L55M5-AD 2GB+8GB HDR 4K<34><4B><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>˹<EFBFBD><CBB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Һ<EFBFBD><D2BA>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>",
+  "price": "3269",
+  "promotionPrice": "3169",
+  "originalPrice": "3399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b028530N51eee7d4.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":999,
+  "putawayDate":"2021-04-10",
+  "brandId": 6,
+  "brandName": "С<><D0A1>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 35,
+  "categoryName": "<22>ֻ<EFBFBD><D6BB><EFBFBD><EFBFBD><EFBFBD>",
+  "attrs": [
+    {
+      "attrId": 5,
+      "attrName": "<22><>Ļ<EFBFBD>ߴ<EFBFBD>",
+      "attrValue": "65"
+    },
+    {
+      "attrId": 6,
+      "attrName": "<22><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/10
+{
+  "id": "35",
+  "name": "<22>Ϳ<EFBFBD>NIKE <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>Ь ROSHE RUN <20>˶<EFBFBD>Ь 511881-010<31><30>ɫ41<34><31>",
+  "keywords": "<22>Ϳ<EFBFBD><CDBF>˶<EFBFBD>Ь Ь<><D0AC>",
+  "subTitle": "<22>Ϳ<EFBFBD>NIKE <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>Ь ROSHE RUN <20>˶<EFBFBD>Ь 511881-010<31><30>ɫ41<34><31>",
+  "price": "569",
+  "promotionPrice": "369",
+  "originalPrice": "899",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b235bb9Nf606460b.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":399,
+  "putawayDate":"2021-04-11",
+  "brandId": 58,
+  "brandName": "NIKE",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/timg (51).jpg",
+  "categoryId": 29,
+  "categoryName": "<22><>Ь",
+  "attrs": [
+    {
+      "attrId": 7,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "42"
+    },
+    {
+      "attrId": 8,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/11
+{
+  "id": "36",
+  "name": "<22>Ϳ<EFBFBD>NIKE <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>Ь AIR MAX 90 ESSENTIAL <20>˶<EFBFBD>Ь AJ1285-101<30><31>ɫ41<34><31>",
+  "keywords": "<22>Ϳ<EFBFBD><CDBF>˶<EFBFBD>Ь Ь<><D0AC>",
+  "subTitle": "AIR MAX 90 ESSENTIAL <20>˶<EFBFBD>Ь AJ1285-101<30><31>ɫ",
+  "price": "769",
+  "promotionPrice": "469",
+  "originalPrice": "999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b19403eN9f0b3cb8.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":499,
+  "putawayDate":"2021-04-13",
+  "brandId": 58,
+  "brandName": "NIKE",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/timg (51).jpg",
+  "categoryId": 29,
+  "categoryName": "<22><>Ь",
+  "attrs": [
+    {
+      "attrId": 7,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "44"
+    },
+    {
+      "attrId": 8,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/12
+{
+  "id": "37",
+  "name": "(<28><>Ϊ)HUAWEI MateBook X Pro 2019<31><39> 13.9Ӣ<EFBFBD><EFBFBD>3K<EFBFBD><EFBFBD><EFBFBD><EFBFBD>ȫ<EFBFBD><EFBFBD><EFBFBD><EFBFBD> <20>ᱡ<EFBFBD>ʼDZ<CABC>",
+  "keywords": "<22>ᱡ<EFBFBD>ʼDZ<CABC><C7B1><EFBFBD>Ϊ <20>ʼDZ<CABC><C7B1><EFBFBD><EFBFBD><EFBFBD>",
+  "subTitle": "<22>ᱡ<EFBFBD><E1B1A1>Ϊ<EFBFBD>ʼDZ<CABC> <20><><EFBFBD><EFBFBD>",
+  "price": "4769",
+  "promotionPrice": "4469",
+  "originalPrice": "4999",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200317/800_800_1555752016264mp.png",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":699,
+  "putawayDate":"2021-04-14",
+  "brandId": 3,
+  "brandName": "<22><>Ϊ",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 9,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "16G"
+    },
+    {
+      "attrId": 10,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "4G"
+    }
+  ]
+}
+PUT /product_db/_doc/13
+{
+  "id": "38",
+  "name": "<22><>Ϊnova6se <20>ֻ<EFBFBD> 精<>ɭ<EFBFBD><C9AD> ȫ<><C8AB>ͨ<EFBFBD><CDA8>8G+128G)",
+  "keywords": "<22>ᱡ<EFBFBD>ʼDZ<CABC><C7B1><EFBFBD>Ϊ <20>ֻ<EFBFBD>",
+  "subTitle": "<22><>Ϊnova6se <20>ֻ<EFBFBD>",
+  "price": "6769",
+  "promotionPrice": "6469",
+  "originalPrice": "6999",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/78_78_42B09549789695A42D621CF87DC53B5EBE9385772DC61FB9mp.png",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":899,
+  "putawayDate":"2021-04-15",
+  "brandId": 3,
+  "brandName": "<22><>Ϊ",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 9,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "64G"
+    },
+    {
+      "attrId": 10,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "5G"
+    }
+  ]
+}
+PUT /product_db/_doc/14
+{
+  "id": "39",
+  "name": "iPhone7/6s/8<>ֻ<EFBFBD>Ĥƻ<C4A4><C6BB>8Plusȫ<73><C8AB><EFBFBD><EFBFBD><EFBFBD>ǿ<EFBFBD><C7BF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>͵<EFBFBD><CDB5><EFBFBD>ֻ<EFBFBD>Ĥ",
+  "keywords": "<22>ֻ<EFBFBD>Ĥ",
+  "subTitle": "iPhone7/6s/8<>ֻ<EFBFBD>Ĥƻ<C4A4><C6BB>8Plusȫ<73><C8AB><EFBFBD><EFBFBD><EFBFBD>ǿ<EFBFBD><C7BF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>͵<EFBFBD><CDB5><EFBFBD>ֻ<EFBFBD>Ĥ",
+  "price": "29",
+  "promotionPrice": "39",
+  "originalPrice": "49",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/6df99dab78bb2014.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":799,
+  "putawayDate":"2021-04-16",
+  "brandId": 51,
+  "brandName": "ƻ<><C6BB>",
+  "brandImg": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/2b84746650fc122d67749a876c453619.png",
+  "categoryId": 30,
+  "categoryName": "<22>ֻ<EFBFBD><D6BB><EFBFBD><EFBFBD><EFBFBD>",
+  "attrs": [
+    {
+      "attrId": 11,
+      "attrName": "<22>ֻ<EFBFBD>Ĥ-<2D><><EFBFBD><EFBFBD>",
+      "attrValue": "<22>ֻ<EFBFBD>"
+    },
+    {
+      "attrId": 12,
+      "attrName": "<22>ֻ<EFBFBD>Ĥ-<2D><>ɫ",
+      "attrValue": "<22><>ɫ"
+    }
+  ]
+}
+PUT /product_db/_doc/15
+{
+  "id": "40",
+  "name": "<22><>ƥ<EFBFBD>Ƕ<EFBFBD><C7B6><EFBFBD>T<EFBFBD><54><EFBFBD>д<EFBFBD><D0B4><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ʴ<EFBFBD><CAB4><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>˶<EFBFBD><CBB6><EFBFBD><EFBFBD>ж<EFBFBD><D0B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>װ Բ<><D4B2>3<EFBFBD><33>װ",
+  "keywords": "<22><>ƥ<EFBFBD>Ƿ<EFBFBD>װ <20>·<EFBFBD>",
+  "subTitle": "<22><>ƥ<EFBFBD>Ƕ<EFBFBD><C7B6><EFBFBD>T<EFBFBD><54><EFBFBD>д<EFBFBD><D0B4><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ʴ<EFBFBD><CAB4><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>˶<EFBFBD><CBB6><EFBFBD><EFBFBD>ж<EFBFBD><D0B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>װ Բ<><D4B2>3<EFBFBD><33>װ",
+  "price": "129",
+  "promotionPrice": "139",
+  "originalPrice": "149",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/19e846e727dff337.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":199,
+  "putawayDate":"2021-04-20",
+  "brandId": 49,
+  "brandName": "<22><>ƥ<EFBFBD><C6A5>",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/18d8bc3eb13533fab466d702a0d3fd1f40345bcd.jpg",
+  "categoryId": 8,
+  "categoryName": "T<><54>",
+  "attrs": [
+    {
+      "attrId": 3,
+      "attrName": "<22>ߴ<EFBFBD>",
+      "attrValue": "M"
+    },
+    {
+      "attrId": 4,
+      "attrName": "<22><>ɫ",
+      "attrValue": "<22><>ɫ"
+    },
+     {
+      "attrId": 13,
+      "attrName": "<22><><EFBFBD>ü<EFBFBD><C3BC><EFBFBD>",
+      "attrValue": "<22><><EFBFBD><EFBFBD>"
+    }
+  ]
+}
+PUT /product_db/_doc/16
+{
+  "id": "41",
+  "name": "<22><>ΪP40 Pro<72>ֻ<EFBFBD>",
+  "keywords": "<22><>Ϊ<EFBFBD>ֻ<EFBFBD>",
+  "subTitle": "<22><>ΪP40 Pro<72>ֻ<EFBFBD>",
+  "price": "2129",
+  "promotionPrice": "2139",
+  "originalPrice": "2149",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200327/1_DE7F785A7E0C276D3A1F40A5C6D82B07D2AED60CE1F73795mp.png",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":199,
+  "putawayDate":"2021-05-03",
+  "brandId": 3,
+  "brandName": "<22><>Ϊ",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 9,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "128G"
+    },
+    {
+      "attrId": 10,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "5G"
+    }
+  ]
+}
+PUT /product_db/_doc/17
+{
+  "id": "42",
+  "name": "<22><>Ψ<EFBFBD><CEA8><EFBFBD><EFBFBD><EFBFBD>ֻ<EFBFBD> 4Gȫ<47><C8AB>ͨ <20><><EFBFBD><EFBFBD>ѧ<EFBFBD><D1A7>˫<EFBFBD><CBAB>˫<EFBFBD><CBAB><EFBFBD>ֻ<EFBFBD>",
+  "keywords": "<22><>Ψ<EFBFBD>ֻ<EFBFBD>",
+  "subTitle": "<22><>Ψ<EFBFBD>ֻ<EFBFBD><D6BB><EFBFBD><EFBFBD><EFBFBD>˫<EFBFBD>㣬<EFBFBD><E3A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>оƬ<D0BE><C6AC><EFBFBD>Ż<EFBFBD>ɢ<EFBFBD>Ƚṹ<C8BD><E1B9B9>dz<EFBFBD><C7B3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ψ4<CEA8><34><EFBFBD>ػݣ<D8BB>",
+  "price": "3129",
+  "promotionPrice": "3139",
+  "originalPrice": "3249",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":1199,
+  "putawayDate":"2021-06-01",
+  "brandId": 59,
+  "brandName": "<22><>Ψ",
+  "brandImg": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/2b84746650fc122d67749a876c453619.png",
+  "categoryId": 19,
+  "categoryName": "<22>ֻ<EFBFBD>ͨѶ",
+  "attrs": [
+    {
+      "attrId": 9,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "32G"
+    },
+    {
+      "attrId": 10,
+      "attrName": "<22><><EFBFBD><EFBFBD>",
+      "attrValue": "4G"
+    }
+  ]
+}

tulingmall-search/src/main/resources/application.yml

@@ -0,0 +1,47 @@
+server:
+  port: 8054
+spring:
+  datasource:
+    url: jdbc:mysql://192.168.65.71:3306/tl_mall_goods?characterEncoding=utf-8&useSSL=false
+    driver-class-name: com.mysql.cj.jdbc.Driver
+    username: tlmall
+    password: tlmall123
+    druid:
+      initial-size: 5 #连接池初始化大小
+      min-idle: 10 #最小空闲连接数
+      max-active: 20 #最大连接数
+      web-stat-filter:
+        exclusions: "*.js,*.gif,*.jpg,*.png,*.css,*.ico,/druid/*" #不统计这些请求数据
+      stat-view-servlet: #访问监控网页的登录用户名和密码
+        login-username: druid
+        login-password: druid
+
+#  data:
+#    elasticsearch:
+#      repositories:
+#        enabled: true
+#      cluster-nodes: tl.es.com:9300
+#      cluster-name: elasticsearch
+  application:
+    name: tulingmall-search
+  cloud:
+    nacos:
+      discovery:
+        server-addr: 192.168.65.206:8848,192.168.65.209:8848,192.168.65.210:8848
+#  data:
+#    elasticsearch:
+#      rest:
+#        #uris: 192.168.21.110:9300,192.168.21.113:9300,192.168.21.219:9300
+#        uris: 192.168.21.219:9300
+#        username: elastic
+#        password: 123456
+
+
+mybatis:
+  mapper-locations:
+    - classpath:dao/*.xml
+    - classpath*:com/**/mapper/*.xml
+
+
+
+

tulingmall-search/src/main/resources/bootstrap.yml

@@ -0,0 +1,22 @@
+spring:
+  application:
+    name: tulingmall-search
+  cloud:
+    nacos:
+      config:
+        server-addr: 192.168.65.206:8848,192.168.65.209:8848,192.168.65.210:8848 #配置中心的地址
+        file-extension: yml #配置文件结尾的配置
+        shared-configs[0]:
+          data-id: tulingmall-nacos.yml
+          group: DEFAULT_GROUP
+          refresh: true
+  profiles:
+    active: dev
+
+
+logging:
+  level:
+    com:
+      tuling:
+        tulingmall:
+          dao: debug

tulingmall-search/src/main/resources/dao/EsProductDao.xml

@@ -0,0 +1,46 @@
+<?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.tuling.tulingmall.search.dao.EsProductDao">
+    <resultMap id="esProductListMap" type="com.tuling.tulingmall.search.domain.EsProduct" autoMapping="true">
+        <id column="id" jdbcType="BIGINT" property="id" />
+        <collection property="attrValueList" columnPrefix="attr_" ofType="com.tuling.tulingmall.search.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 tl_mall_goods.pms_product p
+        left join tl_mall_goods.pms_product_attribute_value pav on p.id = pav.product_id
+        left join tl_mall_goods.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>

tulingmall-search/src/main/resources/data

@@ -0,0 +1,698 @@
+/****************创建索引库******************/
+PUT product_db
+{
+  "mappings": {
+    "properties": {
+      "id": {
+        "type": "long"
+      },
+      "name": {
+        "type": "text",
+        "analyzer": "ik_max_word"
+      },
+      "keywords": {
+        "type": "text",
+        "analyzer": "ik_max_word"
+      },
+      "subTitle": {
+        "type": "text",
+        "analyzer": "ik_max_word"
+      },
+      "price": {
+        "type": "keyword"
+      },
+      "promotionPrice": {
+        "type": "keyword"
+      },
+      "originalPrice": {
+        "type": "keyword"
+      },
+      "pic": {
+        "type": "keyword"
+      },
+      "sale": {
+        "type": "long"
+      },
+      "stock": {
+        "type": "long"
+      },
+      "brandId": {
+        "type": "long"
+      },
+      "brandName": {
+        "type": "keyword"
+      },
+      "brandImg": {
+        "type": "keyword"
+      },
+      "categoryId": {
+        "type": "long"
+      },
+      "categoryName": {
+        "type": "keyword"
+      },
+      "attrs": {
+        "type": "nested",
+        "properties": {
+          "attrId": {
+            "type": "long"
+          },
+          "attrName": {
+            "type": "keyword"
+          },
+          "attrValue": {
+            "type": "keyword"
+          }
+        }
+      }
+    }
+  }
+}
+
+//查询
+POST /product_db/_doc/_search
+{
+  "from": 0,
+  "size": 8,
+  "query": {
+    "bool": {
+      "must": [
+        {
+          "match": {
+            "name": {
+              "query": "华为"
+            }
+          }
+        }
+      ]
+    }
+  },
+  "aggregations": {
+    "brand_agg": {
+      "terms": {
+        "field": "brandId",
+        "size": 50
+      },
+      "aggregations": {
+        "brand_name_agg": {
+          "terms": {
+            "field": "brandName",
+            "size": 1,
+            "min_doc_count": 1
+          }
+        },
+        "brand_img_agg": {
+          "terms": {
+            "field": "brandImg",
+            "size": 1,
+            "min_doc_count": 1,
+            "shard_min_doc_count": 0,
+            "show_term_doc_count_error": false,
+            "order": [
+              {
+                "_count": "desc"
+              },
+              {
+                "_key": "asc"
+              }
+            ]
+          }
+        }
+      }
+    },
+    "category_agg": {
+      "terms": {
+        "field": "categoryId",
+        "size": 50,
+        "min_doc_count": 1
+      },
+      "aggregations": {
+        "category_name_agg": {
+          "terms": {
+            "field": "categoryName",
+            "size": 20
+          }
+        }
+      }
+    },
+    "attr_agg": {
+      "nested": {
+        "path": "attrs"
+      },
+      "aggregations": {
+        "attr_id_agg": {
+          "terms": {
+            "field": "attrs.attrId",
+            "size": 10,
+            "min_doc_count": 1
+          },
+          "aggregations": {
+            "attr_name_agg": {
+              "terms": {
+                "field": "attrs.attrName",
+                "size": 1,
+                "min_doc_count": 1
+              }
+            },
+            "attr_value_agg": {
+              "terms": {
+                "field": "attrs.attrValue",
+                "size": 50,
+                "min_doc_count": 1
+              }
+            }
+          }
+        }
+      }
+    }
+  },
+  "highlight": {
+    "pre_tags": [
+      "<b style='color:red'>"
+    ],
+    "post_tags": [
+      "</b>"
+    ],
+    "fields": {
+      "name": {}
+    }
+  }
+}
+
+//添加数据
+PUT /product_db/_doc/1
+{
+  "id": "26",
+  "name": "小米 11 手机",
+  "keywords": "小米手机",
+  "subTitle": "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",
+  "price": "3999",
+  "promotionPrice": "2999",
+  "originalPrice": "5999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 12,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "2核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "黄色"
+    }
+  ]
+}
+
+PUT /product_db/_doc/2
+{
+  "id": "27",
+  "name": "小米 10 手机",
+  "keywords": "小米手机",
+  "subTitle": "AI智慧全面屏 4GB +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",
+  "price": "2999",
+  "promotionPrice": "1999",
+  "originalPrice": "3999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 12,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "4核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/3
+{
+  "id": "28",
+  "name": "小米  手机",
+  "keywords": "小米手机",
+  "subTitle": "AI智慧全面屏 4GB +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",
+  "price": "2999",
+  "promotionPrice": "1999",
+  "originalPrice": "3999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 12,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "2核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "蓝色"
+    }
+  ]
+}
+PUT /product_db/_doc/4
+{
+  "id": "29",
+  "name": "Apple iPhone 8 Plus 64GB 红色特别版 移动联通电信4G手机",
+  "keywords": "苹果手机",
+  "subTitle": "【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。",
+  "price": "5999",
+  "promotionPrice": "4999",
+  "originalPrice": "7999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5acc5248N6a5f81cd.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 12,
+  "brandName": "苹果",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/timg.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "4核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "金色"
+    }
+  ]
+}
+PUT /product_db/_doc/5
+{
+  "id": "30",
+  "name": "HLA海澜之家简约动物印花短袖T恤",
+  "keywords": "海澜之家",
+  "subTitle": "HLA海澜之家短袖T恤",
+  "price": "199",
+  "promotionPrice": "99",
+  "originalPrice": "299",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ad83a4fN6ff67ecd.jpg!cc_350x449.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 50,
+  "brandName": "海澜之家",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "M"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "黑色"
+    }
+  ]
+}
+PUT /product_db/_doc/6
+{
+  "id": "31",
+  "name": "HLA海澜之家蓝灰花纹圆领针织布短袖T恤",
+  "keywords": "海澜之家",
+  "subTitle": "HLA海澜之家短袖T恤",
+  "price": "299",
+  "promotionPrice": "199",
+  "originalPrice": "299",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ac98b64N70acd82f.jpg!cc_350x449.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 50,
+  "brandName": "海澜之家",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "X"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/7
+{
+  "id": "32",
+  "name": "HLA海澜之家短袖T恤男基础款",
+  "keywords": "海澜之家",
+  "subTitle": "HLA海澜之家短袖T恤",
+  "price": "269",
+  "promotionPrice": "169",
+  "originalPrice": "399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5a51eb88Na4797877.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 50,
+  "brandName": "海澜之家",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "L"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "蓝色"
+    }
+  ]
+}
+PUT /product_db/_doc/8
+{
+  "id": "33",
+  "name": "小米（MI）小米电视4A ",
+  "keywords": "小米电视机",
+  "subTitle": "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",
+  "price": "2269",
+  "promotionPrice": "2169",
+  "originalPrice": "2399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b02804dN66004d73.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 50,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 35,
+  "categoryName": "手机数码",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "屏幕尺寸",
+      "attrValue": "52"
+    },
+    {
+      "attrId": 2,
+      "attrName": "机身颜色",
+      "attrValue": "黑色"
+    }
+  ]
+}
+PUT /product_db/_doc/9
+{
+  "id": "34",
+  "name": "小米（MI）小米电视4A 65英寸",
+  "keywords": "小米电视机",
+  "subTitle": "小米（MI）小米电视4A 65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",
+  "price": "3269",
+  "promotionPrice": "3169",
+  "originalPrice": "3399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b028530N51eee7d4.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 50,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 35,
+  "categoryName": "手机数码",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "屏幕尺寸",
+      "attrValue": "65"
+    },
+    {
+      "attrId": 2,
+      "attrName": "机身颜色",
+      "attrValue": "金色"
+    }
+  ]
+}
+PUT /product_db/_doc/10
+{
+  "id": "35",
+  "name": "耐克NIKE 男子 休闲鞋 ROSHE RUN 运动鞋 511881-010黑色41码",
+  "keywords": "耐克运动鞋",
+  "subTitle": "耐克NIKE 男子 休闲鞋 ROSHE RUN 运动鞋 511881-010黑色41码",
+  "price": "569",
+  "promotionPrice": "369",
+  "originalPrice": "899",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b235bb9Nf606460b.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 58,
+  "brandName": "NIKE",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/timg (51).jpg",
+  "categoryId": 29,
+  "categoryName": "男鞋",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺码",
+      "attrValue": "42"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/11
+{
+  "id": "36",
+  "name": "耐克NIKE 男子 气垫 休闲鞋 AIR MAX 90 ESSENTIAL 运动鞋 AJ1285-101白色41码",
+  "keywords": "耐克运动鞋",
+  "subTitle": "AIR MAX 90 ESSENTIAL 运动鞋 AJ1285-101白色",
+  "price": "769",
+  "promotionPrice": "469",
+  "originalPrice": "999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b19403eN9f0b3cb8.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 58,
+  "brandName": "NIKE",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/timg (51).jpg",
+  "categoryId": 29,
+  "categoryName": "男鞋",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺码",
+      "attrValue": "44"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/12
+{
+  "id": "37",
+  "name": "(华为)HUAWEI MateBook X Pro 2019款 13.9英寸3K触控全面屏 轻薄笔记本",
+  "keywords": "轻薄笔记本华为",
+  "subTitle": "轻薄笔记本",
+  "price": "4769",
+  "promotionPrice": "4469",
+  "originalPrice": "4999",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200317/800_800_1555752016264mp.png",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 3,
+  "brandName": "华为",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "16G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "4G"
+    }
+  ]
+}
+PUT /product_db/_doc/13
+{
+  "id": "38",
+  "name": "华为nova6se 手机 绮境森林 全网通（8G+128G)",
+  "keywords": "轻薄笔记本华为",
+  "subTitle": "华为nova6se 手机",
+  "price": "6769",
+  "promotionPrice": "6469",
+  "originalPrice": "6999",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/78_78_42B09549789695A42D621CF87DC53B5EBE9385772DC61FB9mp.png",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 3,
+  "brandName": "华为",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "64G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "5G"
+    }
+  ]
+}
+PUT /product_db/_doc/14
+{
+  "id": "39",
+  "name": "iPhone7/6s/8钢化膜苹果8Plus全屏复盖抗蓝光防窥防偷看手机膜",
+  "keywords": "手机膜",
+  "subTitle": "iPhone7/6s/8钢化膜苹果8Plus全屏复盖抗蓝光防窥防偷看手机膜",
+  "price": "29",
+  "promotionPrice": "39",
+  "originalPrice": "49",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/6df99dab78bb2014.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 3,
+  "brandName": "朵唯",
+  "brandImg": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/2b84746650fc122d67749a876c453619.png",
+  "categoryId": 30,
+  "categoryName": "手机配件",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "手机膜-材料",
+      "attrValue": "钢化"
+    },
+    {
+      "attrId": 2,
+      "attrName": "手机膜-颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/15
+{
+  "id": "40",
+  "name": "七匹狼短袖T恤男纯棉舒适春夏修身运动休闲短袖三条装 圆领3条装",
+  "keywords": "七匹狼服装",
+  "subTitle": "七匹狼短袖T恤男纯棉舒适春夏修身运动休闲短袖三条装 圆领3条装",
+  "price": "129",
+  "promotionPrice": "139",
+  "originalPrice": "149",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/19e846e727dff337.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 49,
+  "brandName": "七匹狼",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/18d8bc3eb13533fab466d702a0d3fd1f40345bcd.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "M"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    },
+     {
+      "attrId": 3,
+      "attrName": "适用季节",
+      "attrValue": "春季"
+    }
+  ]
+}
+PUT /product_db/_doc/16
+{
+  "id": "41",
+  "name": "华为P40 Pro",
+  "keywords": "华为手机",
+  "subTitle": "华为P40 Pro",
+  "price": "2129",
+  "promotionPrice": "2139",
+  "originalPrice": "2149",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200327/1_DE7F785A7E0C276D3A1F40A5C6D82B07D2AED60CE1F73795mp.png",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 3,
+  "brandName": "华为",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "128G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "5G"
+    }
+  ]
+}
+PUT /product_db/_doc/17
+{
+  "id": "42",
+  "name": "朵唯智能手机 4G全网通 老人学生双卡双待手机",
+  "keywords": "朵唯手机",
+  "subTitle": "后置双摄，国产虎贲芯片！优化散热结构！浅薄机身！朵唯4月特惠！",
+  "price": "3129",
+  "promotionPrice": "3139",
+  "originalPrice": "3149",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "stock": 100000,
+  "brandId": 59,
+  "brandName": "朵唯",
+  "brandImg": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/2b84746650fc122d67749a876c453619.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "32G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "4G"
+    }
+  ]
+}

tulingmall-search/src/main/resources/new_product_mapping.text

@@ -0,0 +1,719 @@
+//创建索引库
+PUT product_db
+{
+  "mappings": {
+    "properties": {
+      "id": {
+        "type": "long"
+      },
+      "name": {
+        "type": "text",
+        "analyzer": "ik_max_word"
+      },
+      "keywords": {
+        "type": "text",
+        "analyzer": "ik_max_word"
+      },
+      "subTitle": {
+        "type": "text",
+        "analyzer": "ik_max_word"
+      },
+      "salecount":{
+        "type": "long"
+      },
+       "putawayDate":{
+        "type": "date"
+      },
+      "price": {
+        "type": "keyword"
+      },
+
+      "promotionPrice": {
+        "type": "keyword"
+      },
+      "originalPrice": {
+        "type": "keyword"
+      },
+      "pic": {
+        "type": "keyword"
+      },
+      "sale": {
+        "type": "long"
+      },
+      "hasStock": {
+        "type": "boolean"
+      },
+      "brandId": {
+        "type": "long"
+      },
+      "brandName": {
+        "type": "keyword"
+      },
+      "brandImg": {
+        "type": "keyword"
+      },
+      "categoryId": {
+        "type": "long"
+      },
+      "categoryName": {
+        "type": "keyword"
+      },
+      "attrs": {
+        "type": "nested",
+        "properties": {
+          "attrId": {
+            "type": "long"
+          },
+          "attrName": {
+            "type": "keyword"
+          },
+          "attrValue": {
+            "type": "keyword"
+          }
+        }
+      }
+    }
+  }
+}
+
+//检索
+POST /product_db/_doc/_search
+{
+  "from": 0,
+  "size": 8,
+  "query": {
+    "bool": {
+      "must": [
+        {
+          "match": {
+            "name": {
+              "query": "华为手机"
+            }
+          }
+        }
+      ]
+    }
+  },
+  "aggregations": {
+    "brand_agg": {
+      "terms": {
+        "field": "brandId",
+        "size": 50
+      },
+      "aggregations": {
+        "brand_name_agg": {
+          "terms": {
+            "field": "brandName"
+          }
+        },
+        "brand_img_agg": {
+          "terms": {
+            "field": "brandImg"
+          }
+        }
+      }
+    },
+    "category_agg": {
+      "terms": {
+        "field": "categoryId",
+        "size": 50,
+        "min_doc_count": 1
+      },
+      "aggregations": {
+        "category_name_agg": {
+          "terms": {
+            "field": "categoryName"
+          }
+        }
+      }
+    },
+    "attr_agg": {
+      "nested": {
+        "path": "attrs"
+      },
+      "aggregations": {
+        "attr_id_agg": {
+          "terms": {
+            "field": "attrs.attrId"
+          },
+          "aggregations": {
+            "attr_name_agg": {
+              "terms": {
+                "field": "attrs.attrName"
+              }
+            },
+            "attr_value_agg": {
+              "terms": {
+                "field": "attrs.attrValue"
+              }
+            }
+          }
+        }
+      }
+    }
+  },
+  "highlight": {
+    "pre_tags": [
+      "<b style='color:red'>"
+    ],
+    "post_tags": [
+      "</b>"
+    ],
+    "fields": {
+      "name": {}
+    }
+  }
+}
+
+
+//添加数据
+PUT /product_db/_doc/1
+{
+  "id": "26",
+  "name": "小米 11 手机",
+  "keywords": "小米手机",
+  "subTitle": "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 双卡双待",
+  "price": "3999",
+  "promotionPrice": "2999",
+  "originalPrice": "5999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":999,
+  "putawayDate":"2021-04-01",
+  "brandId": 6,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "2核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "黑色"
+    }
+  ]
+}
+
+PUT /product_db/_doc/2
+{
+  "id": "27",
+  "name": "小米 10 手机",
+  "keywords": "小米手机",
+  "subTitle": "AI智慧全面屏 4GB +64GB 亮白色 全网通版 移动联通电信4G手机 双卡双待 双卡双待",
+  "price": "2999",
+  "promotionPrice": "1999",
+  "originalPrice": "3999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": false,
+  "salecount":99,
+  "putawayDate":"2021-04-02",
+  "brandId": 6,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "4核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/3
+{
+  "id": "28",
+  "name": "小米  手机",
+  "keywords": "小米手机",
+  "subTitle": "AI智慧全面屏 4GB +64GB 亮蓝色 全网通版 移动联通电信4G手机 双卡双待 双卡双待",
+  "price": "2999",
+  "promotionPrice": "1999",
+  "originalPrice": "3999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":199,
+  "putawayDate":"2021-04-03",
+  "brandId": 6,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "2核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "蓝色"
+    }
+  ]
+}
+PUT /product_db/_doc/4
+{
+  "id": "29",
+  "name": "Apple iPhone 8 Plus 64GB 金色特别版 移动联通电信4G手机",
+  "keywords": "苹果手机",
+  "subTitle": "苹果手机 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。",
+  "price": "5999",
+  "promotionPrice": "4999",
+  "originalPrice": "7999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5acc5248N6a5f81cd.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":1199,
+  "putawayDate":"2021-04-04",
+  "brandId": 51,
+  "brandName": "苹果",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180607/timg.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "cpu",
+      "attrValue": "4核"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "金色"
+    }
+  ]
+}
+PUT /product_db/_doc/5
+{
+  "id": "30",
+  "name": "HLA海澜之家简约动物印花短袖T恤",
+  "keywords": "海澜之家衣服",
+  "subTitle": "HLA海澜之家短袖T恤",
+  "price": "199",
+  "promotionPrice": "99",
+  "originalPrice": "299",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ad83a4fN6ff67ecd.jpg!cc_350x449.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":19,
+  "putawayDate":"2021-04-05",
+  "brandId": 50,
+  "brandName": "海澜之家",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "M"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "黑色"
+    }
+  ]
+}
+PUT /product_db/_doc/6
+{
+  "id": "31",
+  "name": "HLA海澜之家蓝灰花纹圆领针织布短袖T恤",
+  "keywords": "海澜之家衣服",
+  "subTitle": "HLA海澜之家短袖T恤",
+  "price": "299",
+  "promotionPrice": "199",
+  "originalPrice": "299",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5ac98b64N70acd82f.jpg!cc_350x449.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":399,
+  "putawayDate":"2021-04-06",
+  "brandId": 50,
+  "brandName": "海澜之家",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "X"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "蓝灰"
+    }
+  ]
+}
+PUT /product_db/_doc/7
+{
+  "id": "32",
+  "name": "HLA海澜之家短袖T恤男基础款",
+  "keywords": "海澜之家衣服",
+  "subTitle": "HLA海澜之家短袖T恤",
+  "price": "269",
+  "promotionPrice": "169",
+  "originalPrice": "399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5a51eb88Na4797877.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":399,
+  "putawayDate":"2021-04-07",
+  "brandId": 50,
+  "brandName": "海澜之家",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/99d3279f1029d32b929343b09d3c72de_222_222.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "L"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "蓝色"
+    }
+  ]
+}
+PUT /product_db/_doc/8
+{
+  "id": "33",
+  "name": "小米（MI）小米电视4A ",
+  "keywords": "小米电视机家用电器",
+  "subTitle": "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",
+  "price": "2269",
+  "promotionPrice": "2169",
+  "originalPrice": "2399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b02804dN66004d73.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":132,
+  "putawayDate":"2021-04-09",
+  "brandId": 6,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 35,
+  "categoryName": "手机数码",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "屏幕尺寸",
+      "attrValue": "52"
+    },
+    {
+      "attrId": 2,
+      "attrName": "机身颜色",
+      "attrValue": "黑色"
+    }
+  ]
+}
+PUT /product_db/_doc/9
+{
+  "id": "34",
+  "name": "小米（MI）小米电视4A 65英寸",
+  "keywords": "小米电视机家用电器",
+  "subTitle": "小米（MI）小米电视4A 65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",
+  "price": "3269",
+  "promotionPrice": "3169",
+  "originalPrice": "3399",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b028530N51eee7d4.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":999,
+  "putawayDate":"2021-04-10",
+  "brandId": 6,
+  "brandName": "小米",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/1e34aef2a409119018a4c6258e39ecfb_222_222.png",
+  "categoryId": 35,
+  "categoryName": "手机数码",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "屏幕尺寸",
+      "attrValue": "65"
+    },
+    {
+      "attrId": 2,
+      "attrName": "机身颜色",
+      "attrValue": "金色"
+    }
+  ]
+}
+PUT /product_db/_doc/10
+{
+  "id": "35",
+  "name": "耐克NIKE 男子 休闲鞋 ROSHE RUN 运动鞋 511881-010黑色41码",
+  "keywords": "耐克运动鞋 鞋子",
+  "subTitle": "耐克NIKE 男子 休闲鞋 ROSHE RUN 运动鞋 511881-010黑色41码",
+  "price": "569",
+  "promotionPrice": "369",
+  "originalPrice": "899",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b235bb9Nf606460b.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":399,
+  "putawayDate":"2021-04-11",
+  "brandId": 58,
+  "brandName": "NIKE",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/timg (51).jpg",
+  "categoryId": 29,
+  "categoryName": "男鞋",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺码",
+      "attrValue": "42"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "黑色"
+    }
+  ]
+}
+PUT /product_db/_doc/11
+{
+  "id": "36",
+  "name": "耐克NIKE 男子 气垫 休闲鞋 AIR MAX 90 ESSENTIAL 运动鞋 AJ1285-101白色41码",
+  "keywords": "耐克运动鞋 鞋子",
+  "subTitle": "AIR MAX 90 ESSENTIAL 运动鞋 AJ1285-101白色",
+  "price": "769",
+  "promotionPrice": "469",
+  "originalPrice": "999",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/5b19403eN9f0b3cb8.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":499,
+  "putawayDate":"2021-04-13",
+  "brandId": 58,
+  "brandName": "NIKE",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/timg (51).jpg",
+  "categoryId": 29,
+  "categoryName": "男鞋",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺码",
+      "attrValue": "44"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/12
+{
+  "id": "37",
+  "name": "(华为)HUAWEI MateBook X Pro 2019款 13.9英寸3K触控全面屏 轻薄笔记本",
+  "keywords": "轻薄笔记本华为 笔记本电脑",
+  "subTitle": "轻薄华为笔记本 电脑",
+  "price": "4769",
+  "promotionPrice": "4469",
+  "originalPrice": "4999",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200317/800_800_1555752016264mp.png",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":699,
+  "putawayDate":"2021-04-14",
+  "brandId": 3,
+  "brandName": "华为",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "16G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "4G"
+    }
+  ]
+}
+PUT /product_db/_doc/13
+{
+  "id": "38",
+  "name": "华为nova6se 手机 绮境森林 全网通（8G+128G)",
+  "keywords": "轻薄笔记本华为 手机",
+  "subTitle": "华为nova6se 手机",
+  "price": "6769",
+  "promotionPrice": "6469",
+  "originalPrice": "6999",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/78_78_42B09549789695A42D621CF87DC53B5EBE9385772DC61FB9mp.png",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":899,
+  "putawayDate":"2021-04-15",
+  "brandId": 3,
+  "brandName": "华为",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "64G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "5G"
+    }
+  ]
+}
+PUT /product_db/_doc/14
+{
+  "id": "39",
+  "name": "iPhone7/6s/8钢化膜苹果8Plus全屏复盖抗蓝光防窥防偷看手机膜",
+  "keywords": "手机膜",
+  "subTitle": "iPhone7/6s/8钢化膜苹果8Plus全屏复盖抗蓝光防窥防偷看手机膜",
+  "price": "29",
+  "promotionPrice": "39",
+  "originalPrice": "49",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/6df99dab78bb2014.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":799,
+  "putawayDate":"2021-04-16",
+  "brandId": 51,
+  "brandName": "苹果",
+  "brandImg": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/2b84746650fc122d67749a876c453619.png",
+  "categoryId": 30,
+  "categoryName": "手机配件",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "手机膜-材料",
+      "attrValue": "钢化"
+    },
+    {
+      "attrId": 2,
+      "attrName": "手机膜-颜色",
+      "attrValue": "白色"
+    }
+  ]
+}
+PUT /product_db/_doc/15
+{
+  "id": "40",
+  "name": "七匹狼短袖T恤男纯棉舒适春夏修身运动休闲短袖三条装 圆领3条装",
+  "keywords": "七匹狼服装 衣服",
+  "subTitle": "七匹狼短袖T恤男纯棉舒适春夏修身运动休闲短袖三条装 圆领3条装",
+  "price": "129",
+  "promotionPrice": "139",
+  "originalPrice": "149",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/19e846e727dff337.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":199,
+  "putawayDate":"2021-04-20",
+  "brandId": 49,
+  "brandName": "七匹狼",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/18d8bc3eb13533fab466d702a0d3fd1f40345bcd.jpg",
+  "categoryId": 8,
+  "categoryName": "T恤",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "尺寸",
+      "attrValue": "M"
+    },
+    {
+      "attrId": 2,
+      "attrName": "颜色",
+      "attrValue": "白色"
+    },
+     {
+      "attrId": 3,
+      "attrName": "适用季节",
+      "attrValue": "春季"
+    }
+  ]
+}
+PUT /product_db/_doc/16
+{
+  "id": "41",
+  "name": "华为P40 Pro手机",
+  "keywords": "华为手机",
+  "subTitle": "华为P40 Pro手机",
+  "price": "2129",
+  "promotionPrice": "2139",
+  "originalPrice": "2149",
+  "pic": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200327/1_DE7F785A7E0C276D3A1F40A5C6D82B07D2AED60CE1F73795mp.png",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":199,
+  "putawayDate":"2021-05-03",
+  "brandId": 3,
+  "brandName": "华为",
+  "brandImg": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20190129/17f2dd9756d9d333bee8e60ce8c03e4c_222_222.jpg",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "128G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "5G"
+    }
+  ]
+}
+PUT /product_db/_doc/17
+{
+  "id": "42",
+  "name": "朵唯智能手机 4G全网通 老人学生双卡双待手机",
+  "keywords": "朵唯手机",
+  "subTitle": "朵唯手机后置双摄，国产虎贲芯片！优化散热结构！浅薄机身！朵唯4月特惠！",
+  "price": "3129",
+  "promotionPrice": "3139",
+  "originalPrice": "3249",
+  "pic": "http://macro-oss.oss-cn-shenzhen.aliyuncs.com/mall/images/20180615/xiaomi.jpg",
+  "sale": 999,
+  "hasStock": true,
+  "salecount":1199,
+  "putawayDate":"2021-06-01",
+  "brandId": 59,
+  "brandName": "朵唯",
+  "brandImg": "http://tuling-mall.oss-cn-shenzhen.aliyuncs.com/tulingmall/images/20200311/2b84746650fc122d67749a876c453619.png",
+  "categoryId": 19,
+  "categoryName": "手机通讯",
+  "attrs": [
+    {
+      "attrId": 1,
+      "attrName": "容量",
+      "attrValue": "32G"
+    },
+    {
+      "attrId": 2,
+      "attrName": "网络",
+      "attrValue": "4G"
+    }
+  ]
+}

tulingmall-search/src/main/resources/rebel.xml

@@ -0,0 +1,16 @@
+<?xml version="1.0" encoding="UTF-8"?>
+
+<!--
+  This is the JRebel configuration file. It maps the running application to your IDE workspace, enabling JRebel reloading for this project.
+  Refer to https://manuals.jrebel.com/jrebel/standalone/config.html for more information.
+-->
+<application generated-by="intellij" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://www.zeroturnaround.com" xsi:schemaLocation="http://www.zeroturnaround.com http://update.zeroturnaround.com/jrebel/rebel-2_3.xsd">
+
+	<id>tulingmall-search</id>
+
+	<classpath>
+		<dir name="D:/GitSource/tmallV5/tulingmall-search/target/classes">
+		</dir>
+	</classpath>
+
+</application>

tulingmall-search/src/test/java/com/tuling/tulingmall/search/MallSearchApplicationTests.java

@@ -0,0 +1,40 @@
+package com.tuling.tulingmall.search;
+
+import com.tuling.tulingmall.search.dao.EsProductDao;
+import com.tuling.tulingmall.search.domain.EsProduct;
+
+import org.junit.Test;
+import org.junit.runner.RunWith;
+import org.springframework.beans.factory.annotation.Autowired;
+
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.data.elasticsearch.core.ElasticsearchTemplate;
+import org.springframework.test.context.junit4.SpringRunner;
+
+
+import java.util.List;
+import java.util.Map;
+
+@RunWith(SpringRunner.class)
+@SpringBootTest
+public class MallSearchApplicationTests {
+    @Autowired
+    private EsProductDao productDao;
+    @Autowired
+    private ElasticsearchTemplate elasticsearchTemplate;
+    @Test
+    public void contextLoads() {
+    }
+    @Test
+    public void testGetAllEsProductList(){
+        List<EsProduct> esProductList = productDao.getAllEsProductList(null);
+        System.out.print(esProductList);
+    }
+    @Test
+    public void testEsProductMapping(){
+        elasticsearchTemplate.putMapping(EsProduct.class);
+        Map mapping = elasticsearchTemplate.getMapping(EsProduct.class);
+        System.out.println(mapping);
+    }
+
+}