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Spring Data Mongodb多表关联查询
- Spring Data Mongodb多表关联查询
- lookup 去掉DBRef中”id”的”” 自定义RemoveDollarOperation管道操作 2、实例中的一对一多表关联查询中的第4步使用UnwindOperation的原因 来来来,我们一步一步分析下
Spring Data Mongodb多表关联查询
前言
额瑞巴蒂,好。
最近公司的项目采用Mongodb作为数据库,我也是一头雾水,因为MongoDB是最近几年才火起来,没有什么太多的学习资料。只有看Mongodb官网,Spring Data Mongodb官网文档,看起也比较吃力。所以对Mongodb也是摸着石头过河,有什么不对的地方还请各位老铁多多指教。
开始吧!
一、实例
为了演示对象间一对一、一对多关系,现在创建三张表:公司(Company)、部门(Department)、员工(Employee)
1、数据准备
代码语言:javascript复制// 公司
public class Company {
@Id
private String id;
private String companyName;
private String mobile;
}
代码语言:javascript复制// 部门
public class Department {
@Id
private String id;
private String departmentName;
@DBRef
private Company company;
@DBRef
private List<Employee> employeeList;
}
代码语言:javascript复制// 员工
public class Employee {
@Id
private String id;
private String employeeName;
private String phone;
@DBRef
private Department department;
}
创建测试所需的数据:
代码语言:javascript复制 @Autowired
private MongoTemplate mongoTemplate;
@Test
public void initData() {
// 公司
Company company = new Company();
company.setCompanyName("XXX公司");
company.setMobile("023-66668888");
mongoTemplate.save(company);
// 部门
Department department = new Department();
department.setDepartmentName("XXX信息开发系统");
department.setCompany(company);
department.setEmployeeList(Collections.emptyList());
mongoTemplate.save(department);
// 员工
List<Employee> employeeList = new ArrayList<>();
Employee employee1 = new Employee();
employee1.setEmployeeName("张一");
employee1.setPhone("159228359xx");
employee1.setDepartment(department);
employeeList.add(employee1);
Employee employee2 = new Employee();
employee2.setEmployeeName("张二");
employee2.setPhone("159228358xx");
employee2.setDepartment(department);
employeeList.add(employee2);
mongoTemplate.insert(employeeList, Employee.class);
department.setEmployeeList(employeeList);
mongoTemplate.save(department);
}
2、 一对一:两表关联查询
RemoveDollarOperation :自定义的Mongodb aggregation管道操作,在稍后的内容中会介绍
代码语言:javascript复制 /** * 员工表关联部门表 */
@Test
public void twoTableQuery() {
// 1、消除@DBRef引用对象中的"$id"的"$"符号
RemoveDollarOperation removeDollarOperation = new RemoveDollarOperation("newDepartmentFieldName", "department");
// 2、使用mongodb $lookup实现左连接部门表
LookupOperation lookupOperation = LookupOperation.newLookup().from("department")
.localField("newDepartmentFieldName.id").foreignField("_id").as("newDepartment");
// $match条件筛选
// MatchOperation matchOperation = new MatchOperation(Criteria.where("newDepartment.departmentName").is("信息开发系统"));
// 3、Aggregation管道操作(还可以加入$match、$project等其他管道操作,但是得注意先后顺序)
TypedAggregation aggregation = Aggregation.newAggregation(Employee.class, removeDollarOperation, lookupOperation);
// TypedAggregation aggregation = Aggregation.newAggregation(Employee.class, removeDollarOperation, lookupOperation, matchOperation);
AggregationResults<Document> results = mongoTemplate.aggregate(aggregation, Document.class);
System.out.println(JSONArray.toJSONString(results.getMappedResults()));
}
3、一对一:多表关联查询
代码语言:javascript复制/** * 员工表关联部门表,部门表关联公司表 */
@Test
public void threeTableQuery() {
// 1、消除@DBRef引用对象中的"$id"的"$"符号
RemoveDollarOperation removeDollarOperation1 = new RemoveDollarOperation("newDepartmentFieldName", "department");
// 2、使用mongodb $lookup实现左连接部门表
LookupOperation lookupOperation1 = LookupOperation.newLookup().from("department")
.localField("newDepartmentFieldName.id").foreignField("_id").as("newDepartment");
// 3、使用$unwind展平步骤二中的左连接的department表的"newDepartment"
UnwindOperation unwindOperation = new UnwindOperation(Fields.field("$newDepartment"));
// 4、消除@DBRef引用对象中的"$id"的"$"符号
RemoveDollarOperation removeDollarOperation2 = new RemoveDollarOperation("newCompanyFieldName", "newDepartment.company");
// 5、使用mongodb $lookup实现左连接公司表
LookupOperation lookupOperation2 = LookupOperation.newLookup().from("company")
.localField("newCompanyFieldName.id").foreignField("_id").as("newCompany");
MatchOperation matchOperation = new MatchOperation(Criteria.where("newCompany.companyName").is("XXX公司"));
// 4、Aggregation管道操作(还可以加入$match、$project等其他管道操作,但是得注意先后顺序)
TypedAggregation aggregation = Aggregation.newAggregation(Employee.class,
removeDollarOperation1, lookupOperation1,
unwindOperation,
removeDollarOperation2, lookupOperation2,
matchOperation);
AggregationResults<Document> results = mongoTemplate.aggregate(aggregation, Document.class);
System.out.println(JSONArray.toJSONString(results.getMappedResults()));
}
4、一对多:关联查询
代码语言:javascript复制 /** * 查询部门中的所有员工,部门关联多个员工 */
@Test
public void oneToManyTableQuery() {
// 1、展平“多”的一方
UnwindOperation unwindOperation = new UnwindOperation(Fields.field("employeeList"));
// 2、消除@DBRef引用对象中的"$id"的"$"符号
RemoveDollarOperation removeDollarOperation1 = new RemoveDollarOperation("newEmployeeFieldName", "employeeList");
// 3、使用mongodb $lookup实现左连接员工表
LookupOperation lookupOperation1 = LookupOperation.newLookup().from("employee")
.localField("newEmployeeFieldName.id").foreignField("_id").as("newEmployee");
// 筛选条件(非必须,看自己是否需要筛选)
MatchOperation matchOperation = new MatchOperation(Criteria.where("newEmployee.employeeName").is("张一"));
// 4、Aggregation管道操作(还可以加入$match、$project等其他管道操作,但是得注意先后顺序)
TypedAggregation aggregation = Aggregation.newAggregation(Employee.class,
unwindOperation,
removeDollarOperation1, lookupOperation1,
matchOperation);
AggregationResults<Document> results = mongoTemplate.aggregate(aggregation, Document.class);
System.out.println(JSONArray.toJSONString(results.getMappedResults()));
}
二、讲道理
1、自定义RemoveDollarOperation管道操作的作用
先谈谈mongodb原生$lookup
我们先来看下mongodb的lookup操作,这是mongodb lookup的原生语法
代码语言:javascript复制{
$lookup:
{
from: "collection to join(集合名)",
localField: "field from the input documents(外键)",
foreignField: "field from the documents of the "from" collection(被左连接的表的关联主键)",
as: "output array field(存放连接获得的结果的列名)"
}
}
然后使用原生语法进行lookup关联操作,我们来看下员工表与部门表在Mongodb中的数据
代码语言:javascript复制// employee
{
"_id": ObjectId("5c244aafc8fbfb40c02d830c"),
"employeeName": "张一",
"phone": "159228359xx",
"department": DBRef("department", ObjectId("5c244aafc8fbfb40c02d830b")),
"_class": "com.example.mongo.domain.company.Employee"
}
// department
{
"_id": ObjectId("5c244aafc8fbfb40c02d830b"),
"departmentName": "信息开发系统",
"company": DBRef("company", ObjectId("5c244aafc8fbfb40c02d830a")),
"employeeList": [
DBRef("employee", ObjectId("5c244aafc8fbfb40c02d830c")),
DBRef("employee", ObjectId("5c244aafc8fbfb40c02d830d"))
],
"_class": "com.example.mongo.domain.company.Department"
}
你以为可以直接通过下面方式进行表连接操作吗,那就错了
执行上面的mongo语句,会报以下错误
错误原因:field的名称不支持以”$”开头
那问题就来了,既然mongo原生lookup都不支持这一的操作,更何况Spring data mongodb了呢,那”localField”到底该填什么才能实现表关联呢?
去掉DBRef中”$id”的”$”
既然不能以”“开头,那我就把””去掉呗:
MongoDB官方提供的一个方法:https://jira.mongodb.org/browse/SERVER-14466
代码语言:javascript复制db.collection.aggregate({
$addFields:{
"newFieldName":
{
$arrayToObject:{
$map:{
input:{
$objectToArray:"$localFieldName"},
in:{
k:{
$cond:[
{
$eq:[{
"$substrCP":["$$this.k",0,1]},{
$literal:"$"}]},
{
$substrCP:["$$this.k",1,{
$strLenCP:"$$this.k"}]},
"$$this.k"
]},
v:"$$this.v"
}
}}}
}})
使用前:
代码语言:javascript复制"department": DBRef("department", ObjectId("5c244aafc8fbfb40c02d830b"))
使用后:
代码语言:javascript复制"department": {
"ref":"department", "id": "5c244aafc8fbfb40c02d830b"}
去除”“的方式是通过在结果中新追加一列”newFieldName”,这列的值是来至”localFieldName”。
所以我们在使用过程中只需替换上面两处的值即可。
来,我们按这方式操作一波:(修改为”newDepartmentFieldName”,”$department”)
代码语言:javascript复制db.employee.aggregate([{
"$addFields": {
"newDepartmentFieldName": {
"$arrayToObject": {
"$map": {
"input": {
"$objectToArray": "$department"
},
"in": {
"k": {
"$cond": [{
"$eq": [{
"$substrCP": ["$$this.k", 0, 1]
}, {
"$literal": "$"
}]
}, {
"$substrCP": ["$$this.k", 1, {
"$strLenCP": "$$this.k"
}]
}, "$$this.k"]
},
"v": "$$this.v"
}
}
}
}
}
}, {
"$lookup": {
"from": "department",
"localField": "newDepartmentFieldName.id",
"foreignField": "_id",
"as": "newDepartment"
}
}])
结果出来咯,老铁们
代码语言:javascript复制{
"_id": ObjectId("5c244aafc8fbfb40c02d830c"),
"employeeName": "张一",
"phone": "159228359xx",
"department": DBRef("department", ObjectId("5c244aafc8fbfb40c02d830b")),
"_class": "com.example.mongo.domain.company.Employee",
"newDepartmentFieldName": {
"ref": "department",
"id": ObjectId("5c244aafc8fbfb40c02d830b")
},
"newDepartment": [
{
"_id": ObjectId("5c244aafc8fbfb40c02d830b"),
"departmentName": "信息开发系统",
"company": DBRef("company", ObjectId("5c244aafc8fbfb40c02d830a")),
"employeeList": [
DBRef("employee", ObjectId("5c244aafc8fbfb40c02d830c")),
DBRef("employee", ObjectId("5c244aafc8fbfb40c02d830d"))
],
"_class": "com.example.mongo.domain.company.Department"
}
]
}
自定义RemoveDollarOperation管道操作
前面说了这么多,就是想告诉你们,我为什么要自定义一个RemoveDollarOperation管道操作。就是为了解决Mongodb lookup的”localField”的值不支持以””开头
以下是RemoveDollarOperation的实现:
只需implements AggregationOperation,实现toDocument()方法即可
代码语言:javascript复制/** * @author : zhangmeng * Date : 2018/12/27 11:13 * Description : 自定义的Spring data mongodb的Aggregation Operation */
public class RemoveDollarOperation implements AggregationOperation {
/** * 查询结果新追加的列名 */
private String newField;
/** * 需要关联的表中的外键 */
private String localField;
public RemoveDollarOperation(String newField, String localField) {
this.newField = newField;
this.localField = localField;
}
@Override
public Document toDocument(AggregationOperationContext context) {
List<Object> eqObjects = new ArrayList<>();
eqObjects.add(new Document("$substrCP", Arrays.asList("$$this.k", 0, 1)));
eqObjects.add(new Document("$literal", "$"));
List<Object> substrCPObjects = new ArrayList<>();
substrCPObjects.add("$$this.k");
substrCPObjects.add(1);
substrCPObjects.add(new Document("$strLenCP", "$$this.k"));
List<Object> objects = new ArrayList<>();
objects.add(new Document("$eq", eqObjects));
objects.add(new Document("$substrCP", substrCPObjects));
objects.add("$$this.k");
Document operation = new Document(
"$addFields",
new Document(newField,
new Document("$arrayToObject",
new Document("$map",
new Document("input",new Document("$objectToArray", "$" localField))
.append("in", new Document("k",new Document("$cond", objects))
.append("v", "$$this.v")))
)
)
);
return context.getMappedObject(operation);
}
}
你看到那么多的Document 拼接,其实就是为了实现
代码语言:javascript复制db.collection.aggregate({
$addFields:{
"newFieldName":
{
$arrayToObject:{
$map:{
input:{
$objectToArray:"$localFieldName"}, ...
注意事项: 在实现过程中,可能因为Spring-data-mongodb版本不同,
代码语言:javascript复制 // Spring-data-mongodb 2.0以上使用Org.bson的Document (具体版本不确定)
@Override
public Document toDocument(AggregationOperationContext context) {
...
...
Document operation = new Document(
"$addFields",
new Document(newField,"")
...
...
);
return context.getMappedObject(operation);
}
// Spring-data-mongodb 2.0以下使用com.mongodb.BasicDBObject
@Override
public DBObject toDBObject(AggregationOperationContext context) {
...
...
DBObject operation = new DBObject (
"$addFields",
new DBObject (newField,"")
...
...
);
return context.getMappedObject(operation);
}
2、实例中的一对一多表关联查询中的第4步使用UnwindOperation的原因
可能当我们实现了实例1中的一对一两表关联查询后,顺理成章就觉得如果要再关联第三张表的话,直接再使用
一次RemoveDollarOperation,LookupOperation进行关联
代码语言:javascript复制db.employee.aggregate([{
"$addFields": {
"newDepartmentFieldName": {
"$arrayToObject": {
"$map": {
"input": {
"$objectToArray": "$department"
},
"in": {
"k": {
"$cond": [{
"$eq": [{
"$substrCP": ["$$this.k", 0, 1]
}, {
"$literal": "$"
}]
}, {
"$substrCP": ["$$this.k", 1, {
"$strLenCP": "$$this.k"
}]
}, "$$this.k"]
},
"v": "$$this.v"
}
}
}
}
}
}, {
"$lookup": {
"from": "department",
"localField": "newDepartmentFieldName.id",
"foreignField": "_id",
"as": "newDepartment"
}
}, {
"$addFields": {
"newCompanyFieldName": {
"$arrayToObject": {
"$map": {
"input": {
"$objectToArray": "$newDepartment.company"
},
"in": {
"k": {
"$cond": [{
"$eq": [{
"$substrCP": ["$$this.k", 0, 1]
}, {
"$literal": "$"
}]
}, {
"$substrCP": ["$$this.k", 1, {
"$strLenCP": "$$this.k"
}]
}, "$$this.k"]
},
"v": "$$this.v"
}
}
}
}
}
}, {
"$lookup": {
"from": "company",
"localField": "newCompanyFieldName.id",
"foreignField": "_id",
"as": "newCompany"
}
}])
但是,执行后就错了:
来来来,我们一步一步分析下
这是Employee关联Department后,得到的结果,“newDepartment”是关联后得到的结果:
我们如果要进一步Department关联Company的话,直接再使用RemoveDollarOperation,LookupOperation是不行的,因为在消除”$”操作时入参需要一个非数组对象,而前一步的结果的”newDepartment”是一个数组,所以报错了
为了得到一个非数组对象,我们就要使用$unwind将”newDepartment”展平
然后就可以使用”newDepartment”继续RemoveDollarOperation,LookupOperation操作了。最终得到Employee关
联Department关联Company的结果了。如果还想继续关联,就以此类推。
代码语言:javascript复制最终得出的模型:
一对一两表关联的步骤:
1、RemoveDollarOperation
2、LookupOperation
一对一多表关联的步骤:
1、RemoveDollarOperation 2、LookupOperation
3、UnwindOperation
4、RemoveDollarOperation 5、LookupOperation
...
一对多表关联的步骤:
1、UnwindOperation
2、RemoveDollarOperation
3、LookupOperation
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