JSONSQL：使用SQL过滤JSON类型数据（支持多种数据库常用查询、统计、平均值、最大值、最小值、求和语法）
1. 简介#
在开发中，经常需要根据条件过滤大批量的JSON类型数据。如果仅需要过滤这一种类型，将JSON转为List后过滤即可；如果相同的条件既想过滤数据库表中的数据、也想过滤内存中JSON数据，甚至想过滤Elasticsearch中的数据，那可使用本博客中的方案，使用标准的SQL语法实现多种数据源中的查询或聚合操作。
2. JSONSQL能力总览#
| 能力 | 明细 |
|---|---|
| 支持的数据库 | Mysql PostgreSQL等（采用Druid连接池中的SQL解析器，理论上支持Druid支持的所有数据库） |
| 支持的语法 | 查询全部、查询指定列、条件查询（=、!=、>、<、>=、<=、between、in、not in、like、not like、为空、不为空）、复杂条件查询（多个and/or组合）、order by、limit、group by（一维或多维）、count、min、max、avg、sum等，其他聚合函数可自行增加 |
| 支持的函数 | cast、concat、lower、upper、to_timestamp、from_unixtime、PostgreSQL(json_contain、json_not_contain、jsonb_array_length)、Mysql(json_contains、json_length)等，其他函数可自行增加 |
3. 相关博客#
DB SQL 转 ES DSL（支持多种数据库常用查询、统计、平均值、最大值、最小值、求和语法）
4. 示例代码#
4.1 创建项目
4.2 修改pom.xml
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<groupId>com.c3stones</groupId>
<artifactId>spring-boot-json-sql-demo</artifactId>
<version>1.0-SNAPSHOT</version>
<parent>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-parent</artifactId>
<version>2.7.10</version>
</parent>
<dependencies>
<dependency>
<groupId>com.baomidou</groupId>
<artifactId>mybatis-plus-boot-starter</artifactId>
<version>3.5.3.1</version>
</dependency>
<dependency>
<groupId>com.alibaba.fastjson2</groupId>
<artifactId>fastjson2</artifactId>
<version>2.0.32</version>
</dependency>
<dependency>
<groupId>cn.hutool</groupId>
<artifactId>hutool-all</artifactId>
<version>5.8.15</version>
</dependency>
<dependency>
<groupId>com.alibaba</groupId>
<artifactId>druid-spring-boot-starter</artifactId>
<version>1.2.18</version>
</dependency>
<dependency>
<groupId>com.mysql</groupId>
<artifactId>mysql-connector-j</artifactId>
</dependency>
<dependency>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-thymeleaf</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-web</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-test</artifactId>
<scope>test</scope>
</dependency>
</dependencies>
<build>
<plugins>
<plugin>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-maven-plugin</artifactId>
</plugin>
</plugins>
</build>
</project>
4.3 创建枚举类
import cn.hutool.core.util.StrUtil;
import lombok.AllArgsConstructor;
import lombok.Getter;
/**
* 聚合类型 枚举类
*
* @author CL
*/
@Getter
@AllArgsConstructor
public enum AggregationType {
COUNT("count", "统计"),
MAX("max", "最大值"),
MIN("min", "最小值"),
AVG("avg", "平均值"),
SUM("sum", "求和"),
;
private final String value;
private final String name;
/**
* 根据值获取枚举
*
* @param value 值
* @return {@link AggregationType}
*/
public static AggregationType findByValue(String value) {
if (StrUtil.isNotEmpty(value)) {
for (AggregationType aggregationType : values()) {
if (StrUtil.equalsIgnoreCase(aggregationType.getValue(), value)) {
return aggregationType;
}
}
}
return null;
}
}
import cn.hutool.core.lang.Opt;
import cn.hutool.core.util.ArrayUtil;
import cn.hutool.core.util.NumberUtil;
import cn.hutool.core.util.StrUtil;
import lombok.AllArgsConstructor;
import lombok.Getter;
import java.util.Arrays;
import java.util.Date;
import java.util.List;
import java.util.Objects;
import java.util.stream.Stream;
/**
* 操作符 枚举类
*
* @author CL
*/
@Getter
@AllArgsConstructor
public enum Operator {
EQ(" = ", "=="),
NEQ(" != ", "!="),
GT(" > ", ">"),
LT(" < ", "<"),
GTE(" >= ", ">="),
LTE(" <= ", "<="),
IN(" in ", "in", "json_contain", "json_contains"),
NOT_IN(" not in ", "notIn", "json_not_contain"),
CONTAIN(" like ", "contain"),
NOT_CONSTAIN(" not like ", "notContain"),
EMPTY(" is null ", "isNull"),
NOT_EMPTY(" is not null ", "notNull"),
START_WITH(CONTAIN.character, "startWith"),
END_WITH(CONTAIN.character, "endWith"),
RANGE(" between ", "range"),
;
private final String character;
private final List<String> operators;
Operator(String character, String... operators) {
this.character = character;
this.operators = Arrays.asList(operators);
}
/**
* 根据值获取枚举
*
* @param value 值
* @return {@link Operator}
*/
public static Operator findByValue(String value) {
if (StrUtil.isNotEmpty(value)) {
for (Operator operator : values()) {
if (StrUtil.equalsAnyIgnoreCase(value, operator.getOperators().toArray(new String[0]))) {
return operator;
}
}
}
return EQ;
}
/**
* 判断字符串
*
* @param source 源
* @param operator 操作符
* @param target 目标
* @return {@link Boolean}
*/
public static boolean judgeStr(String source, Operator operator, String target) {
boolean result = false;
if (!(StrUtil.isEmpty(source) || StrUtil.isEmpty(target))) {
switch (operator) {
case EQ:
result = StrUtil.equals(source, target);
break;
case NEQ:
result = !StrUtil.equals(source, target);
break;
case CONTAIN:
result = StrUtil.contains(source, target);
break;
case NOT_CONSTAIN:
result = !StrUtil.contains(source, target);
break;
case IN:
result = StrUtil.equalsAny(source, target.split(StrUtil.COMMA));
break;
case NOT_IN:
result = !StrUtil.equalsAny(source, target.split(StrUtil.COMMA));
break;
case START_WITH:
result = StrUtil.startWith(source, target);
break;
case END_WITH:
result = StrUtil.endWith(source, target);
break;
default:
}
}
return result;
}
/**
* 判断数字
*
* @param source 源
* @param operator 操作符
* @param targets 值
* @return {@link Boolean}
*/
public static boolean judgeNumber(Number source, Operator operator, Number... targets) {
boolean result = false;
if (!(Objects.isNull(source) || Objects.isNull(targets))) {
double src = NumberUtil.toDouble(source);
Double[] values = Stream.of(targets).map(NumberUtil::toDouble).toArray(Double[]::new);
switch (operator) {
case EQ:
result = NumberUtil.equals(src, values[0]);
break;
case NEQ:
result = !NumberUtil.equals(src, values[0]);
break;
case GT:
result = src > Opt.ofNullable(values[0]).orElse(Double.MAX_VALUE);
break;
case LT:
result = src < Opt.ofNullable(values[0]).orElse(Double.MIN_VALUE);
break;
case GTE:
result = src >= Opt.ofNullable(values[0]).orElse(Double.MAX_VALUE);
break;
case LTE:
result = src <= Opt.ofNullable(values[0]).orElse(Double.MIN_VALUE);
break;
case IN:
result = StrUtil.equalsAny(source.toString(), Stream.of(targets)
.map(Number::toString).toArray(String[]::new));
break;
case NOT_IN:
result = !StrUtil.equalsAny(source.toString(), Stream.of(targets)
.map(Number::toString).toArray(String[]::new));
break;
case RANGE:
result = src >= Opt.ofNullable(values[0]).orElse(Double.MAX_VALUE)
&& src <= Opt.ofNullable(values[1]).orElse(Double.MIN_VALUE);
break;
default:
}
}
return result;
}
/**
* 判断时间
*
* @param before 之前时间
* @param operator 操作符
* @param after 之后时间
* @return {@link Boolean}
*/
public static boolean judgeDate(Date before, Operator operator, Date after) {
if (Objects.isNull(before) || Objects.isNull(after)) {
return false;
}
return judgeNumber(before.getTime(), operator, after.getTime());
}
/**
* 判断数组
*
* @param sources 源
* @param operator 操作符
* @param targets 值
* @return {@link Boolean}
*/
public static boolean judgeArray(Object[] sources, Operator operator, Object... targets) {
boolean result = false;
if (!(Objects.isNull(sources) || Objects.isNull(targets))) {
String[] src = Stream.of(sources).filter(Objects::nonNull).map(Objects::toString).toArray(String[]::new);
String[] values = Stream.of(targets).filter(Objects::nonNull).map(Objects::toString).toArray(String[]::new);
switch (operator) {
case IN:
result = ArrayUtil.containsAny(src, values);
break;
case NOT_IN:
result = !ArrayUtil.containsAny(src, values);
break;
default:
}
}
return result;
}
/**
* 反转操作符
*
* @param operator 操作符
* @return {@link Operator}
*/
public static Operator reverse(Operator operator) {
if (Objects.nonNull(operator)) {
switch (operator) {
case EQ:
operator = NEQ;
break;
case NEQ:
operator = EQ;
break;
case GT:
operator = LT;
break;
case LT:
operator = GT;
break;
case GTE:
operator = LTE;
break;
case LTE:
operator = GTE;
break;
case IN:
operator = NOT_IN;
break;
case NOT_IN:
operator = IN;
break;
case CONTAIN:
operator = NOT_CONSTAIN;
break;
case NOT_CONSTAIN:
operator = CONTAIN;
break;
case EMPTY:
operator = NOT_EMPTY;
break;
case NOT_EMPTY:
operator = EMPTY;
break;
case START_WITH:
operator = END_WITH;
break;
case END_WITH:
operator = START_WITH;
break;
default:
}
}
return operator;
}
}
import cn.hutool.core.util.StrUtil;
import lombok.AllArgsConstructor;
import lombok.Getter;
/**
* 排序类型 枚举类
*
* @author CL
*/
@Getter
@AllArgsConstructor
public enum OrderType {
ASC,
DESC,
;
/**
* 根据值获取枚举
*
* @param value 值
* @return {@link OrderType}
*/
public static OrderType findByValue(String value) {
if (StrUtil.isNotEmpty(value)) {
for (OrderType orderType : values()) {
if (StrUtil.equalsIgnoreCase(orderType.toString(), value)) {
return orderType;
}
}
}
return ASC;
}
}
import cn.hutool.core.util.StrUtil;
import lombok.AllArgsConstructor;
import lombok.Getter;
import java.util.Objects;
/**
* 条件关系 枚举类
*
* @author CL
*/
@Getter
@AllArgsConstructor
public enum Relation {
AND(" and "),
OR(" or "),
NOT(" not "),
;
private final String value;
/**
* 根据值获取枚举
*
* @param value 值
* @return {@link Relation}
*/
public static Relation findByValue(String value) {
if (StrUtil.isNotEmpty(value)) {
for (Relation relation : values()) {
if (StrUtil.equalsIgnoreCase(relation.getValue().trim(), value)) {
return relation;
}
}
}
return AND;
}
/**
* 反转关系
*
* @param relation 关系
* @return {@link Relation}
*/
public static Relation reverse(Relation relation) {
if (Objects.equals(AND, relation)) {
return OR;
} else if (Objects.equals(OR, relation)) {
return AND;
}
return relation;
}
}
4.4 创建模型类（JSONSQL结构化实体）
import com.alibaba.fastjson2.JSONObject;
import lombok.Data;
import lombok.NoArgsConstructor;
/**
* JSON 数据模型
*
* @author CL
*/
@Data
@NoArgsConstructor
public class DataModel {
/**
* 数据
*/
private JSONObject data;
public DataModel(JSONObject data) {
this.data = data;
}
@Override
public String toString() {
return JSONObject.toJSONString(this);
}
}
import com.alibaba.fastjson2.JSONObject;
import com.c3stones.json.enums.Operator;
import lombok.Data;
import lombok.NoArgsConstructor;
import lombok.experimental.Accessors;
/**
* JSONSQL 二元运算表达式
*
* @author CL
*/
@Data
@NoArgsConstructor
@Accessors(chain = true)
public class JQLBinaryOpExpr<T> {
/**
* 字段名称
*/
private String fieldName;
/**
* 操作符
*/
private Operator operator;
/**
* 值
*/
private T[] values;
@SafeVarargs
public final JQLBinaryOpExpr setValues(T... values) {
this.values = values;
return this;
}
@Override
public String toString() {
return JSONObject.toJSONString(this);
}
}
import com.alibaba.fastjson2.JSONObject;
import com.alibaba.fastjson2.JSONWriter;
import com.c3stones.json.enums.Relation;
import lombok.Data;
import lombok.NoArgsConstructor;
import lombok.experimental.Accessors;
import java.util.List;
/**
* JSONSQL 查询模型
*
* @author CL
*/
@Data
@NoArgsConstructor
@Accessors(chain = true)
public class JQLWhereModel {
/**
* 关系
*/
private Relation relation;
/**
* 二位运算表达式
*/
private List<JQLBinaryOpExpr> binaryOpExprList;
/**
* 子查询模型
*/
private List<JQLWhereModel> childWhereList;
@Override
public String toString() {
return JSONObject.toJSONString(this, JSONWriter.Feature.ReferenceDetection);
}
}
import com.alibaba.fastjson2.JSONObject;
import com.c3stones.json.enums.AggregationType;
import lombok.Data;
import lombok.NoArgsConstructor;
/**
* JSON 聚合模型
*
* @author CL
*/
@Data
@NoArgsConstructor
public class JQLAggregationModel {
/**
* 聚合类型
*/
private AggregationType aggregationType;
/**
* 属性名称
*/
private String fieldName;
/**
* 别名
*/
private String alias;
public JQLAggregationModel(AggregationType aggregationType, String fieldName, String alias) {
this.aggregationType = aggregationType;
this.fieldName = fieldName;
this.alias = alias;
}
@Override
public String toString() {
return JSONObject.toJSONString(this);
}
}
import com.alibaba.fastjson2.JSONObject;
import lombok.AllArgsConstructor;
import lombok.Data;
import lombok.NoArgsConstructor;
import java.util.List;
/**
* JSONSQL 分组模型
*
* @author CL
*/
@Data
@NoArgsConstructor
@AllArgsConstructor
public class JQLGroupModel {
/**
* 分组属性名称
*/
private List<String> groupNameList;
@Override
public String toString() {
return JSONObject.toJSONString(this);
}
}
import com.alibaba.fastjson2.JSONObject;
import com.c3stones.json.enums.OrderType;
import lombok.AllArgsConstructor;
import lombok.Data;
import lombok.NoArgsConstructor;
/**
* JSON 排序模型
*
* @author CL
*/
@Data
@NoArgsConstructor
@AllArgsConstructor
public class JQLSortModel {
/**
* 属性名称
*/
private String fieldName;
/**
* 排序类型
*/
private OrderType orderType;
@Override
public String toString() {
return JSONObject.toJSONString(this);
}
}
import com.alibaba.fastjson2.JSONObject;
import com.alibaba.fastjson2.JSONWriter;
import lombok.Data;
import lombok.NoArgsConstructor;
import java.util.List;
/**
* JSONSQL 结构模型
*
* @author CL
*/
@Data
@NoArgsConstructor
public class JQLModel {
/**
* 条件
*/
private JQLWhereModel where;
/**
* 聚合
*/
private List<JQLAggregationModel> aggregations;
/**
* 分组
*/
private JQLGroupModel group;
/**
* 排序
*/
private List<JQLSortModel> sorts;
/**
* 起始位置
*/
private Integer from;
/**
* 大小
*/
private Integer size;
@Override
public String toString() {
return JSONObject.toJSONString(this, JSONWriter.Feature.ReferenceDetection);
}
}
import cn.hutool.core.collection.ListUtil;
import cn.hutool.core.lang.Opt;
import cn.hutool.core.util.ArrayUtil;
import cn.hutool.core.util.StrUtil;
import com.alibaba.fastjson2.JSONObject;
import com.c3stones.json.mapper.model.DataModel;
import com.c3stones.json.mapper.model.JQLModel;
import lombok.Data;
import lombok.NoArgsConstructor;
import lombok.experimental.Accessors;
import java.util.List;
import java.util.StringJoiner;
import java.util.stream.Collectors;
/**
* JSON Mapper Provider
*
* @author CL
*/
@Data
@NoArgsConstructor
@Accessors(chain = true)
public class JSONMapperProvider {
/**
* 数据来源
*/
@Deprecated
private String json;
/**
* 数据模型
*/
private List<DataModel> dataList;
/**
* JSONSQL
*/
private JQLModel jql;
/**
* 包含列
*/
private String[] includes;
/**
* 排除列
*/
private String[] excludes;
/**
* SQL
*/
private String sql;
public JSONMapperProvider(String sql) {
this.sql = sql;
}
@Override
public String toString() {
StringJoiner str = new StringJoiner(StrUtil.LF);
str.add("data : " + Opt.ofNullable(dataList)
.orElse(ListUtil.empty()).stream().map(DataModel::toString)
.collect(Collectors.joining(StrUtil.LF)));
str.add("jql : " + jql);
if (ArrayUtil.isNotEmpty(includes)) {
str.add("includes : " + JSONObject.toJSONString(includes));
}
if (ArrayUtil.isNotEmpty(excludes)) {
str.add("excludes : " + JSONObject.toJSONString(excludes));
}
str.add("sql : " + sql);
return str.toString();
}
}
4.5 创建JSONSQL默认查询语法接口
import cn.hutool.core.collection.CollUtil;
import com.c3stones.json.enums.Relation;
import com.c3stones.json.mapper.model.*;
import java.util.List;
import java.util.Objects;
/**
* JSONSQL 默认查询语法接口
*
* @author CL
*/
@SuppressWarnings("all")
public interface JSONDefaultSelect {
/**
* 等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr eq(String fieldName, Object value);
/**
* 不等
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr neq(String fieldName, Object value);
/**
* 大于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr gt(String fieldName, Object value);
/**
* 大于等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr gte(String fieldName, Object value);
/**
* 小于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr lt(String fieldName, Object value);
/**
* 小于等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr lte(String fieldName, Object value);
/**
* 属于
*
* @param fieldName 属性名称
* @param values 值（不能包含英文逗号）
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr in(String fieldName, List<Object> values);
/**
* 不属于
*
* @param fieldName 属性名称
* @param values 值（不能包含英文逗号）
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr notIn(String fieldName, List<Object> values);
/**
* 包含
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr contain(String fieldName, Object value);
/**
* 不包含
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr notContain(String fieldName, Object value);
/**
* 为空
*
* @param fieldName 属性名称
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr empty(String fieldName);
/**
* 不为空
*
* @param fieldName 属性名称
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr notEmpty(String fieldName);
/**
* 在两者之间
*
* @param fieldName 属性名称
* @param startValue 起始值
* @param endValue 终止值
* @return {@link JQLBinaryOpExpr}
*/
JQLBinaryOpExpr range(String fieldName, Object startValue, Object endValue);
/**
* 关系与
*
* @param binaryOpExprs 二元运算表达式
* @return {@link JQLWhereModel}
*/
default JQLWhereModel and(JQLBinaryOpExpr... binaryOpExprs) {
return new JQLWhereModel().setRelation(Relation.AND).setBinaryOpExprList(CollUtil.newArrayList(binaryOpExprs));
}
/**
* 关系
*
* @param binaryOpExprs 二元运算表达式
* @return {@link JQLWhereModel}
*/
default JQLWhereModel or(JQLBinaryOpExpr... binaryOpExprs) {
return new JQLWhereModel().setRelation(Relation.OR).setBinaryOpExprList(CollUtil.newArrayList(binaryOpExprs));
}
/**
* 子查询模型
*
* @param relation 子模型之间的关系
* @param childWheres 子查询模型
* @return {@link JQLWhereModel}
*/
default JQLWhereModel child(Relation relation, JQLWhereModel... childWheres) {
return new JQLWhereModel().setRelation(relation).setChildWhereList(CollUtil.newArrayList(childWheres));
}
/**
* 查询全部
*
* @return {@link JQLWhereModel}
*/
default JQLWhereModel all() {
return new JQLWhereModel();
}
/**
* JQL
*
* @param where 条件
* @param aggregations 聚合
* @param group 分组
* @param sorts 排序
* @param from 偏移数
* @param size 限制数
* @return {@link JQLModel}
*/
default JQLModel jql(JQLWhereModel where, List<JQLAggregationModel> aggregations, JQLGroupModel group, List<JQLSortModel> sorts, Integer from, Integer size) {
JQLModel jql = new JQLModel();
jql.setWhere(where);
if (CollUtil.isNotEmpty(aggregations)) {
jql.setAggregations(aggregations);
}
if (Objects.nonNull(group)) {
jql.setGroup(group);
}
if (CollUtil.isNotEmpty(sorts)) {
jql.setSorts(sorts);
}
if (Objects.nonNull(from)) {
jql.setFrom(from);
}
if (Objects.nonNull(size)) {
jql.setSize(size);
}
return jql;
}
}
4.6 创建JSONSQL字符串查询语法
import cn.hutool.core.collection.ListUtil;
import cn.hutool.core.lang.Opt;
import cn.hutool.core.util.StrUtil;
import com.c3stones.json.enums.Operator;
import com.c3stones.json.mapper.model.JQLBinaryOpExpr;
import com.c3stones.json.parser.select.JSONDefaultSelect;
import java.util.List;
import java.util.Objects;
/**
* JSONSQL 字符串查询语法
*
* @author CL
*/
@SuppressWarnings("unchecked")
public class StringSelect implements JSONDefaultSelect {
/**
* 格式化值
*
* @param value 值
* @return {@link String}
*/
private String format(Object value) {
return StrUtil.toStringOrNull(value);
}
/**
* 格式化值
*
* @param value 值
* @return {@link String[]}
*/
private String[] format(List<Object> value) {
return Opt.ofNullable(value).orElse(ListUtil.empty()).stream().map(StrUtil::toStringOrNull)
.filter(Objects::nonNull).toArray(String[]::new);
}
/**
* 格式化
*
* @param value 值
* @return {@link String}
*/
private String format(String value) {
return StrUtil.removeSuffix(StrUtil.removePrefix(value, "%"), "%");
}
/**
* 等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> eq(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.EQ).setValues(format(value));
}
/**
* 不等
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> neq(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.NEQ).setValues(format(value));
}
/**
* 大于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> gt(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.GT).setValues(format(value));
}
/**
* 大于等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> gte(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.GTE).setValues(format(value));
}
/**
* 小于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> lt(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.LT).setValues(format(value));
}
/**
* 小于等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> lte(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.LTE).setValues(format(value));
}
/**
* 属于
*
* @param fieldName 属性名称
* @param values 值（不能包含英文逗号）
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> in(String fieldName, List<Object> values) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.IN).setValues(format(values));
}
/**
* 不属于
*
* @param fieldName 属性名称
* @param values 值（不能包含英文逗号）
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> notIn(String fieldName, List<Object> values) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.NOT_IN).setValues(format(values));
}
/**
* 包含
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> contain(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.CONTAIN).setValues(format(format(value)));
}
/**
* 不包含
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> notContain(String fieldName, Object value) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.NOT_CONSTAIN).setValues(format(format(value)));
}
/**
* 为空
*
* @param fieldName 属性名称
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> empty(String fieldName) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.EMPTY);
}
/**
* 不为空
*
* @param fieldName 属性名称
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> notEmpty(String fieldName) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.NOT_EMPTY);
}
/**
* 在两者之间
*
* @param fieldName 属性名称
* @param startValue 起始值
* @param endValue 终止值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<String> range(String fieldName, Object startValue, Object endValue) {
return new JQLBinaryOpExpr<String>().setFieldName(fieldName).setOperator(Operator.RANGE).setValues(format(startValue), format(endValue));
}
}
4.7 创建JSONSQL数字查询语法
import cn.hutool.core.collection.ListUtil;
import cn.hutool.core.lang.Opt;
import cn.hutool.core.util.NumberUtil;
import cn.hutool.core.util.StrUtil;
import com.c3stones.json.enums.Operator;
import com.c3stones.json.mapper.model.JQLBinaryOpExpr;
import com.c3stones.json.parser.select.JSONDefaultSelect;
import java.util.List;
import java.util.Objects;
/**
* JSONSQL 数字查询语法
*
* @author CL
*/
@SuppressWarnings("unchecked")
public class NumberSelect implements JSONDefaultSelect {
/**
* 格式化值
*
* @param value 值
* @return {@link String}
*/
private Number format(Object value) {
return NumberUtil.parseNumber(StrUtil.toStringOrNull(value));
}
/**
* 格式化值
*
* @param value 值
* @return {@link Number[]}
*/
private Number[] format(List<Object> value) {
return Opt.ofNullable(value).orElse(ListUtil.empty()).stream().map(StrUtil::toStringOrNull)
.filter(Objects::nonNull).map(NumberUtil::parseNumber).toArray(Number[]::new);
}
/**
* 等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> eq(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.EQ).setValues(format(value));
}
/**
* 不等
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> neq(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.NEQ).setValues(format(value));
}
/**
* 大于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> gt(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.GT).setValues(format(value));
}
/**
* 大于等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> gte(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.GTE).setValues(format(value));
}
/**
* 小于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> lt(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.LT).setValues(format(value));
}
/**
* 小于等于
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> lte(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.LTE).setValues(format(value));
}
/**
* 属于
*
* @param fieldName 属性名称
* @param values 值（不能包含英文逗号）
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> in(String fieldName, List<Object> values) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.IN).setValues(format(values));
}
/**
* 不属于
*
* @param fieldName 属性名称
* @param values 值（不能包含英文逗号）
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> notIn(String fieldName, List<Object> values) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.NOT_IN).setValues(format(values));
}
/**
* 包含
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> contain(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.CONTAIN).setValues(format(value));
}
/**
* 不包含
*
* @param fieldName 属性名称
* @param value 值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> notContain(String fieldName, Object value) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.NOT_CONSTAIN).setValues(format(value));
}
/**
* 为空
*
* @param fieldName 属性名称
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> empty(String fieldName) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.EMPTY);
}
/**
* 不为空
*
* @param fieldName 属性名称
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> notEmpty(String fieldName) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.NOT_EMPTY);
}
/**
* 在两者之间
*
* @param fieldName 属性名称
* @param startValue 起始值
* @param endValue 终止值
* @return {@link JQLBinaryOpExpr}
*/
@Override
public JQLBinaryOpExpr<Number> range(String fieldName, Object startValue, Object endValue) {
return new JQLBinaryOpExpr<Number>().setFieldName(fieldName).setOperator(Operator.RANGE).setValues(format(startValue), format(endValue));
}
}
4.8 创建JSONSQL查询语法处理工厂
import cn.hutool.core.collection.ListUtil;
import cn.hutool.core.lang.Opt;
import com.c3stones.json.parser.select.impl.StringSelect;
import com.c3stones.json.parser.select.impl.NumberSelect;
import java.util.List;
import java.util.Objects;
/**
* JSONSQL 查询语法处理工厂
*
* @author CL
*/
public class JSONSelectFactory {
/**
* 根据数据自动匹配查询语法实现类
*
* @param obj 数据
* @return {@link JSONDefaultSelect}
*/
public static JSONDefaultSelect match(Object obj) {
if (Objects.nonNull(obj) && Number.class.isAssignableFrom(obj.getClass())) {
return match(Number.class);
}
return any();
}
/**
* 根据数据自动匹配查询语法实现类
*
* @param list 数据
* @return {@link JSONDefaultSelect}
*/
public static JSONDefaultSelect match(List<Object> list) {
if (Opt.ofNullable(list).orElse(ListUtil.empty()).stream().allMatch(value ->
Number.class.isAssignableFrom(value.getClass()))) {
return numberSelect;
}
return stringSelect;
}
/**
* 根据数据类型自动匹配查询语法实现类
*
* @param clazz 数据类型
* @return {@link JSONDefaultSelect}
*/
public static JSONDefaultSelect match(Class<?> clazz) {
if (Objects.nonNull(clazz) && Number.class.isAssignableFrom(clazz)) {
return numberSelect;
}
return stringSelect;
}
/**
* 随机获取查询语法实现类
*
* @return {@link JSONDefaultSelect}
*/
public static JSONDefaultSelect any() {
return stringSelect;
}
/**
* JSONSQL 数字查询语法
*/
private static final JSONDefaultSelect numberSelect = new NumberSelect();
/**
* JSONSQL 字符串查询语法
*/
private static final JSONDefaultSelect stringSelect = new StringSelect();
}
4.9 创建SQL 转 JSONSQL转换类
import cn.hutool.core.collection.CollUtil;
import cn.hutool.core.collection.ListUtil;
import cn.hutool.core.lang.Opt;
import cn.hutool.core.util.BooleanUtil;
import cn.hutool.core.util.IdUtil;
import cn.hutool.core.util.StrUtil;
import com.alibaba.druid.DbType;
import com.alibaba.druid.sql.ast.*;
import com.alibaba.druid.sql.ast.expr.*;
import com.alibaba.druid.sql.ast.statement.*;
import com.alibaba.druid.sql.parser.SQLStatementParser;
import com.baomidou.mybatisplus.core.toolkit.StringUtils;
import com.c3stones.json.enums.AggregationType;
import com.c3stones.json.enums.Operator;
import com.c3stones.json.enums.OrderType;
import com.c3stones.json.enums.Relation;
import com.c3stones.json.mapper.JSONMapperProvider;
import com.c3stones.json.mapper.model.*;
import com.c3stones.json.parser.select.JSONDefaultSelect;
import com.c3stones.json.parser.select.JSONSelectFactory;
import lombok.AllArgsConstructor;
import lombok.Data;
import lombok.NoArgsConstructor;
import lombok.RequiredArgsConstructor;
import lombok.experimental.Accessors;
import lombok.extern.slf4j.Slf4j;
import java.util.Arrays;
import java.util.Collections;
import java.util.List;
import java.util.Objects;
import java.util.stream.Collectors;
import static cn.hutool.core.text.CharPool.DOUBLE_QUOTES;
import static cn.hutool.core.text.StrPool.*;
import static com.alibaba.druid.sql.ast.expr.SQLBinaryOperator.*;
/**
* SQL 转 JSONSQL
*
* @author CL
*/
@Slf4j
@RequiredArgsConstructor
@SuppressWarnings("all")
public class JQLConvert {
/**
* SQL 常量 - *
*/
public static final String SQL_ASTERISK = "*";
private final JSONDefaultSelect jsonSelectSyntax;
/**
* 转换
*
* @param sql SQL
* @return {@link JSONMapperProvider}
*/
/**
* 转换
*
* @param sql SQL
* @param dbType 数据库类型
* @return {@link JSONMapperProvider}
*/
public JSONMapperProvider convert(String sql, DbType dbType) {
SQLStatementParser sqlStatementParser = new SQLStatementParser(sql, dbType);
Opt<SQLSelectQueryBlock> optional = Opt.ofNullable(sqlStatementParser)
.map(parser -> (SQLSelectStatement) sqlStatementParser.parseStatement())
.map(SQLSelectStatement::getSelect)
.map(sqlSelect -> (SQLSelectQueryBlock) sqlSelect.getQuery());
return optional.isPresent() ? handle(optional.get()).setSql(sql) : new JSONMapperProvider(sql);
}
/**
* 处理SQL
*
* @param sqlSelectQuery SQL Select查询
* @return {@link JSONMapperProvider}
*/
private JSONMapperProvider handle(SQLSelectQueryBlock sqlSelectQuery) {
// 处理 Select
List<SelectField> selectFieldList = handleSelect(sqlSelectQuery.getSelectList());
// 处理 From
String json = handleFrom(sqlSelectQuery.getFrom());
// 处理 Where
JQLWhereModel where = handleWhere(sqlSelectQuery.getWhere());
// 处理 Aggregation
List<JQLAggregationModel> aggregationList = handleAggregate(selectFieldList);
// 处理 Group
JQLGroupModel group = handleGroup(sqlSelectQuery.getGroupBy());
// 处理 OrderBy
List<JQLSortModel> sortList = handleOrderBy(sqlSelectQuery.getOrderBy());
// 处理 Limit
Page page = handleLimit(sqlSelectQuery.getLimit());
// 生成JQL
Integer from = Opt.ofNullable(page).map(Page::getFrom).get();
Integer size = Opt.ofNullable(page).map(Page::getSize).get();
JQLModel jql = jsonSelectSyntax.jql(where, aggregationList, group, sortList, from, size);
String[] includes = selectFieldList.stream().map(field -> Opt.ofNullable(field.getAlias()).orElse(field.getName()))
.filter(fieldName -> !StrUtil.equals(SQL_ASTERISK, fieldName) && Objects.nonNull(fieldName)).toArray(String[]::new);
return new JSONMapperProvider().setJson(json).setJql(jql).setIncludes(includes);
}
/**
* 处理查询字段
*
* @param sqlSelectItemList 查询元素
* @return {@link List<SelectField>}
*/
private List<SelectField> handleSelect(List<SQLSelectItem> sqlSelectItemList) {
return Opt.ofNullable(sqlSelectItemList).orElse(Collections.emptyList())
.stream().map(sqlSelectItem -> {
String name = null, alias, methodName = null;
alias = sqlSelectItem.getAlias();
// SQL 表达式
SQLExpr sqlExpr = sqlSelectItem.getExpr();
if (sqlExpr instanceof SQLAggregateExpr) { // 聚合查询
SQLAggregateExpr sqlAggregateExpr = (SQLAggregateExpr) sqlExpr;
SQLExpr firstSqlExpr = CollUtil.getFirst(sqlAggregateExpr.getArguments());
methodName = sqlAggregateExpr.getMethodName();
if (firstSqlExpr instanceof SQLAllColumnExpr) {
name = SQL_ASTERISK;
} else if (firstSqlExpr instanceof SQLIdentifierExpr) {
name = ((SQLIdentifierExpr) firstSqlExpr).getName();
}
alias = Opt.ofNullable(alias).orElse(methodName);
} else if (sqlExpr instanceof SQLAllColumnExpr) { // 查询全部
name = SQL_ASTERISK;
} else if (sqlExpr instanceof SQLIdentifierExpr) { // 查询指定列
name = ((SQLIdentifierExpr) sqlExpr).getName();
} else if (sqlExpr instanceof SQLPropertyExpr) { // 查询对象列
SQLPropertyExpr sqlPropertyExpr = (SQLPropertyExpr) sqlExpr;
name = sqlPropertyExpr.getOwnerName() + StrUtil.DOT + sqlPropertyExpr.getName();
}
return new SelectField(name, alias, methodName);
}).collect(Collectors.toList());
}
/**
* 处理 From
*
* @param sqlTableSource SQL表资源
* @return {@link String}
*/
private String handleFrom(SQLTableSource sqlTableSource) {
String index = null;
if (sqlTableSource instanceof SQLExprTableSource) {
SQLExpr tableSqlExpr = ((SQLExprTableSource) sqlTableSource).getExpr();
if (tableSqlExpr instanceof SQLIdentifierExpr) {
index = ((SQLIdentifierExpr) tableSqlExpr).getName();
}
}
return index;
}
/**
* 处理 Where条件
*
* @param sqlExpr SQL表达式
* @return {@link JQLWhereModel}
*/
private JQLWhereModel handleWhere(SQLExpr sqlExpr) {
if (sqlExpr instanceof SQLBinaryOpExpr) {
SQLBinaryOpExpr sqlBinaryOpExpr = (SQLBinaryOpExpr) sqlExpr;
SQLBinaryOperator operator = sqlBinaryOpExpr.getOperator();
if (BooleanAnd == operator || BooleanOr == operator) {
return handleWhereAndOrOr(sqlBinaryOpExpr, operator);
}
return handleWhereBinaryOp(sqlBinaryOpExpr);
} else if (sqlExpr instanceof SQLInListExpr) {
return handleWhereInOrNotIn((SQLInListExpr) sqlExpr);
} else if (sqlExpr instanceof SQLBetweenExpr) {
return handleWhereBetween((SQLBetweenExpr) sqlExpr);
} else if (sqlExpr instanceof SQLMethodInvokeExpr) {
return handleMethodInvoke((SQLMethodInvokeExpr) sqlExpr);
}
return jsonSelectSyntax.all();
}
/**
* 处理 AND 或 OR
*
* @param sqlBinaryOpExpr SQL两位元素操作
* @return {@link JQLWhereModel}
*/
private JQLWhereModel handleWhereAndOrOr(SQLBinaryOpExpr sqlBinaryOpExpr,
SQLBinaryOperator sqlBinaryOperator) {
SQLExpr leftExpr = sqlBinaryOpExpr.getLeft();
SQLExpr rightExpr = sqlBinaryOpExpr.getRight();
JQLWhereModel left = handleWhere(leftExpr);
JQLWhereModel right = handleWhere(rightExpr);
Integer leftSize = Opt.ofNullable(left).map(JQLWhereModel::getBinaryOpExprList).map(List::size).orElse(0);
Integer rightSize = Opt.ofNullable(right).map(JQLWhereModel::getBinaryOpExprList).map(List::size).orElse(0);
Relation relation = (sqlBinaryOperator == BooleanAnd) ? Relation.AND : Relation.OR;
if (leftSize > 1 || rightSize > 1 || CollUtil.isNotEmpty(left.getChildWhereList())
|| CollUtil.isNotEmpty(right.getChildWhereList())) {
return jsonSelectSyntax.child(relation, left, right);
}
List<JQLBinaryOpExpr> leftList = Opt.ofNullable(left.getBinaryOpExprList()).orElse(CollUtil.newArrayList());
List<JQLBinaryOpExpr> rightList = Opt.ofNullable(right.getBinaryOpExprList()).orElse(CollUtil.newArrayList());
return Objects.equals(Relation.AND, relation) ?
jsonSelectSyntax.and(CollUtil.addAll(leftList, rightList).toArray(new JQLBinaryOpExpr[0]))
: jsonSelectSyntax.or(CollUtil.addAll(leftList, rightList).toArray(new JQLBinaryOpExpr[0]));
}
/**
* 处理二位元素操作
*
* @param sqlExpr SQL表达式
* @return {@link JQLWhereModel}
*/
private JQLWhereModel handleWhereBinaryOp(SQLBinaryOpExpr sqlExpr) {
List<JQLBinaryOpExpr> list = CollUtil.newArrayList();
SQLExpr leftExpr = sqlExpr.getLeft();
SQLExpr rightExpr = sqlExpr.getRight();
// 特殊处理 1 = 1 / 1 != 1
if (leftExpr instanceof SQLIntegerExpr && rightExpr instanceof SQLIntegerExpr) {
if (Objects.equals(getValue(leftExpr), getValue(rightExpr))) {
if (sqlExpr.getOperator() == SQLBinaryOperator.Equality) {
list.add(jsonSelectSyntax.empty(IdUtil.fastUUID()));
} else {
list.add(jsonSelectSyntax.notEmpty(IdUtil.fastUUID()));
}
}
} else {
String fieldName = null;
if (leftExpr instanceof SQLIdentifierExpr) {
SQLIdentifierExpr sqlIdentifierExpr = (SQLIdentifierExpr) leftExpr;
fieldName = sqlIdentifierExpr.getName();
} else if (leftExpr instanceof SQLPropertyExpr) {
SQLPropertyExpr sqlPropertyExpr = (SQLPropertyExpr) leftExpr;
fieldName = sqlPropertyExpr.getOwnerName() + StrUtil.DOT + sqlPropertyExpr.getName();
} else if (leftExpr instanceof SQLMethodInvokeExpr) {
return handleMethodInvoke((SQLMethodInvokeExpr) leftExpr);
}
Object value = getValue(rightExpr);
JSONDefaultSelect matchSelect = JSONSelectFactory.match(value);
switch (sqlExpr.getOperator()) {
case Equality:
list.add(matchSelect.eq(fieldName, value));
break;
case NotEqual:
case LessThanOrGreater:
list.add(matchSelect.neq(fieldName, value));
break;
case GreaterThan:
list.add(matchSelect.gt(fieldName, value));
break;
case GreaterThanOrEqual:
list.add(matchSelect.gte(fieldName, value));
break;
case LessThan:
list.add(matchSelect.lt(fieldName, value));
break;
case LessThanOrEqual:
list.add(matchSelect.lte(fieldName, value));
break;
case Like:
list.add(matchSelect.contain(fieldName, value));
break;
case NotLike:
list.add(matchSelect.notContain(fieldName, value));
break;
case Is:
list.add(matchSelect.empty(fieldName));
break;
case IsNot:
list.add(matchSelect.notEmpty(fieldName));
break;
default:
// no operate
}
}
return jsonSelectSyntax.and(list.toArray(new JQLBinaryOpExpr[0]));
}
/**
* 处理 in 或 notIn
*
* @param sqlInListExpr SQL In 表达式
* @return {@link JQLWhereModel}
*/
private JQLWhereModel handleWhereInOrNotIn(SQLInListExpr sqlInListExpr) {
SQLIdentifierExpr sqlIdentifierExpr = (SQLIdentifierExpr) sqlInListExpr.getExpr();
String fieldName = sqlIdentifierExpr.getName();
List<Object> values = sqlInListExpr.getTargetList().stream().map(this::getValue).collect(Collectors.toList());
JSONDefaultSelect matchSelect = JSONSelectFactory.match(values);
return jsonSelectSyntax.and(sqlInListExpr.isNot() ? matchSelect.notIn(fieldName, values) : matchSelect.in(fieldName, values));
}
/**
* 处理 between
*
* @param sqlBetweenExpr SQL Between 表达式
* @return {@link JQLWhereModel}
*/
private JQLWhereModel handleWhereBetween(SQLBetweenExpr sqlBetweenExpr) {
SQLIdentifierExpr sqlIdentifierExpr = (SQLIdentifierExpr) sqlBetweenExpr.getTestExpr();
String field = sqlIdentifierExpr.getName();
Object startValue = getValue(sqlBetweenExpr.getBeginExpr());
Object endValue = getValue(sqlBetweenExpr.getEndExpr());
JSONDefaultSelect matchSelect = JSONSelectFactory.match(Arrays.asList(startValue, endValue));
return jsonSelectSyntax.and(matchSelect.range(field, startValue, endValue));
}
/**
* 处理函数调用
*
* @param sqlMethodInvokeExpr SQL函数调用表达式
* @return {@link JQLWhereModel}
*/
private JQLWhereModel handleMethodInvoke(SQLMethodInvokeExpr sqlMethodInvokeExpr) {
String methodName = sqlMethodInvokeExpr.getMethodName();
List<SQLExpr> arguments = sqlMethodInvokeExpr.getArguments();
SQLExpr leftExpr = CollUtil.get(arguments, 0);
SQLExpr rightExpr = CollUtil.get(arguments, 1);
String fieldName = null;
if (leftExpr instanceof SQLIdentifierExpr) {
SQLIdentifierExpr sqlIdentifierExpr = (SQLIdentifierExpr) leftExpr;
fieldName = sqlIdentifierExpr.getName();
} else if (leftExpr instanceof SQLPropertyExpr) {
SQLPropertyExpr sqlPropertyExpr = (SQLPropertyExpr) leftExpr;
fieldName = sqlPropertyExpr.getOwnerName() + StrUtil.DOT + sqlPropertyExpr.getName();
}
if (StrUtil.equalsAnyIgnoreCase(methodName, "json_contain", "json_not_contain", "json_contains")) {
List<Object> values = null;
if (rightExpr instanceof SQLArrayExpr) {
values = ((SQLArrayExpr) rightExpr).getValues().stream().map(this::getValue).collect(Collectors.toList());
} else if (rightExpr instanceof SQLCharExpr) {
values = Opt.ofNullable(((SQLCharExpr) rightExpr)).map(SQLCharExpr::getValue).map(str -> StrUtil.strip(
StrUtil.toStringOrNull(str), StrUtil.toString(C_BRACKET_START), StrUtil.toString(C_BRACKET_END)))
.map(str -> StrUtil.strip(str, COMMA)).map(CollUtil::newArrayList).orElse(CollUtil.newArrayList())
.stream().map(str -> StrUtil.strip(StrUtil.toStringOrNull(str), StrUtil.toString(DOUBLE_QUOTES),
StrUtil.toString(DOUBLE_QUOTES))).map(StrUtil::trim).collect(Collectors.toList());
}
JSONDefaultSelect matchSelect = JSONSelectFactory.match(values);
boolean isContain = Objects.equals(Operator.IN, Operator.findByValue(methodName));
SQLObject parent = sqlMethodInvokeExpr.getParent();
if (parent instanceof SQLBinaryOpExpr) {
SQLBinaryOperator operator = ((SQLBinaryOpExpr) parent).getOperator();
Boolean value = BooleanUtil.toBoolean(StrUtil.toStringOrNull(getValue(((SQLBinaryOpExpr) parent).getRight())));
if (BooleanUtil.isTrue(value)) {
isContain = Objects.equals(Equality, operator) ? true : false;
} else {
isContain = Objects.equals(Equality, operator) ? false : true;
}
}
return jsonSelectSyntax.and(isContain ? matchSelect.in(fieldName, values) : matchSelect.notIn(fieldName, values));
} else if (StrUtil.equalsAnyIgnoreCase(methodName, "jsonb_array_length", "json_length")) {
SQLObject parent = sqlMethodInvokeExpr.getParent();
if (parent instanceof SQLBinaryOpExpr) {
SQLBinaryOpExpr sqlBinaryOpExpr = (SQLBinaryOpExpr) parent;
JSONDefaultSelect matchSelect = JSONSelectFactory.any();
return jsonSelectSyntax.and(Objects.equals(Equality, sqlBinaryOpExpr.getOperator()) ?
matchSelect.empty(fieldName) : matchSelect.notEmpty(fieldName));
}
}
return jsonSelectSyntax.all();
}
/**
* 处理聚合函数
*
* @param selectFieldList 查询字段
* @return {@link List<JQLAggregationModel>}
*/
private List<JQLAggregationModel> handleAggregate(List<SelectField> selectFieldList) {
List<JQLAggregationModel> list = CollUtil.newArrayList();
for (SelectField selectField : Opt.ofNullable(selectFieldList).orElse(ListUtil.empty())) {
AggregationType aggregationType = AggregationType.findByValue(selectField.getMethodName());
if (Objects.isNull(aggregationType)) continue;
list.add(new JQLAggregationModel(aggregationType, selectField.getName(),
Opt.ofNullable(selectField.getAlias()).orElse(selectField.getMethodName())));
}
return list;
}
/**
* 处理分组表
*
* @param sqlSelectGroupByClause SQL GroupBy 从句
* @return {@link JQLGroupModel}
*/
private JQLGroupModel handleGroup(SQLSelectGroupByClause sqlSelectGroupByClause) {
if (Objects.nonNull(sqlSelectGroupByClause)) {
List<String> groupNameList = CollUtil.newArrayList();
for (SQLExpr sqlExpr : sqlSelectGroupByClause.getItems()) {
if (sqlExpr instanceof SQLIdentifierExpr) {
groupNameList.add(((SQLIdentifierExpr) sqlExpr).getName());
}
}
return new JQLGroupModel(groupNameList);
}
return null;
}
/**
* 处理 OrderBy
*
* @param sqlOrderBy SQL OrderBy
* @return {@link String}
*/
private List<JQLSortModel> handleOrderBy(SQLOrderBy sqlOrderBy) {
List<JQLSortModel> list = CollUtil.newArrayList();
for (SQLSelectOrderByItem sqlSelectOrderByItem : Opt.ofNullable(sqlOrderBy).map(SQLOrderBy::getItems).orElse(ListUtil.empty())) {
SQLIdentifierExpr orderBySqlIdentifierExpr = (SQLIdentifierExpr) sqlSelectOrderByItem.getExpr();
SQLOrderingSpecification sqlOrderingSpecification = sqlSelectOrderByItem.getType();
list.add(new JQLSortModel(orderBySqlIdentifierExpr.getName(), OrderType.findByValue(StrUtil.toStringOrNull(sqlOrderingSpecification))));
}
return list;
}
/**
* 处理 Limit
*
* @param sqlLimit SQL Limit
* @return {@link Page}
*/
private Page handleLimit(SQLLimit sqlLimit) {
if (Objects.isNull(sqlLimit)) return null;
SQLIntegerExpr sqlLimitOffset = (SQLIntegerExpr) sqlLimit.getOffset();
SQLIntegerExpr sqlLimitRowCount = (SQLIntegerExpr) sqlLimit.getRowCount();
Integer from = Objects.isNull(sqlLimitOffset) ? 0 : sqlLimitOffset.getNumber().intValue();
Integer size = sqlLimitRowCount.getNumber().intValue();
return new Page().setFrom(from).setSize(size);
}
/**
* 获取值
*
* @param sqlExpr 表达式
* @return {@link Object}
*/
private Object getValue(SQLExpr sqlExpr) {
Object value = null;
if (sqlExpr instanceof SQLIntegerExpr) {
value = ((SQLIntegerExpr) sqlExpr).getNumber();
} else if (sqlExpr instanceof SQLCharExpr) {
value = ((SQLCharExpr) sqlExpr).getText();
} else if (sqlExpr instanceof SQLNumberExpr) {
value = ((SQLNumberExpr) sqlExpr).getNumber();
} else if (sqlExpr instanceof SQLMethodInvokeExpr) {
SQLMethodInvokeExpr methodInvokeExpr = (SQLMethodInvokeExpr) sqlExpr;
String methodName = methodInvokeExpr.getMethodName();
List<SQLExpr> arguments = methodInvokeExpr.getArguments();
if (StrUtil.containsIgnoreCase("concat", methodName)) {
value = arguments.stream().map(this::getValue).map(StrUtil::toStringOrNull)
.filter(Objects::nonNull).collect(Collectors.joining());
} else if (StrUtil.equalsAnyIgnoreCase(methodName, "lower", "upper")) {
return getValue(CollUtil.getFirst(arguments));
} else if (StrUtil.equalsAnyIgnoreCase(methodName, "to_timestamp", "from_unixtime")) {
Object tmp = getValue(CollUtil.getFirst(arguments));
return CollUtil.getFirst(StrUtil.split(tmp.toString(), StrUtil.DOT));
}
} else if (sqlExpr instanceof SQLCastExpr) {
SQLCastExpr sqlCastExpr = (SQLCastExpr) sqlExpr;
return getValue(sqlCastExpr.getExpr());
} else if (sqlExpr instanceof SQLBinaryOpExpr) {
SQLBinaryOpExpr sqlBinaryOpExpr = (SQLBinaryOpExpr) sqlExpr;
return getValue(sqlBinaryOpExpr.getLeft()) + StrUtil.DOT
+ getValue(sqlBinaryOpExpr.getRight());
}
return value;
}
/**
* 字符串转义
*
* @param str 字符串
* @return {@link String}
*/
private String escape(String str) {
if (StringUtils.isBlank(str)) return str;
StringBuilder sb = new StringBuilder();
for (int i = 0; i < str.length(); i++) {
char c = str.charAt(i);
if (Character.isWhitespace(c) ||
c == '\\' ||
c == '\"' ||
c == '+' ||
c == '-' ||
c == '!' ||
c == '(' ||
c == ')' ||
c == '[' ||
c == ']' ||
c == '{' ||
c == '}' ||
c == ':' ||
c == '^' ||
c == '~' ||
c == '*' ||
c == '?' ||
c == '|' ||
c == '&' ||
c == ';' ||
c == '/' ||
c == '.' ||
c == '$') {
sb.append('\\').append('\\');
}
sb.append(c);
}
return sb.toString();
}
/**
* 查询字段
*/
@Data
@NoArgsConstructor
@AllArgsConstructor
private static class SelectField {
/**
* 字段名
*/
private String name;
/**
* 别名
*/
private String alias;
/**
* 方法名
*/
private String methodName;
}
/**
* 翻页
*/
@Data
@NoArgsConstructor
@AllArgsConstructor
@Accessors(chain = true)
private static class Page {
/**
* 开始位置
*/
private Integer from;
/**
* 页大小
*/
private Integer size;
}
}
4.10 创建JSONSQL异常类
/**
* JSONSQL 异常
*
* @author CL
*/
public class JQLException extends RuntimeException {
private final ErrorCode errorCode;
public JQLException(ErrorCode errorCode) {
super(errorCode.getReason());
this.errorCode = errorCode;
}
public JQLException(ErrorCode errorCode, String message, Throwable cause) {
super(message, cause);
this.errorCode = errorCode;
}
@Override
public String getMessage() {
return this.errorCode.getReason() + "， 建议：" + this.errorCode.getSuggest();
}
}
import lombok.AllArgsConstructor;
import lombok.Getter;
/**
* 错误码
*
* @author CL
*/
@Getter
@AllArgsConstructor
public enum ErrorCode {
PROVIDER_MISS_ERROR(
-1,
"参数为空",
"请调用#{com.c3stones.json.parser.convert.JQLConvert.convert(String sql)}方法得到#{com.c3stones.json.mapper.JSONMapperProvider}"
),
DATA_MISS_ERROR(
-2,
"数据为空",
"请调用#{com.*.*.biz.mapper.json.JSONMapperProvider.setDataModel(List<DataModel> dataList)}设置数据。"
),
JQL_MISS_ERROR(
-3,
"JQL为空",
"请检查#{com.*.*.biz.mapper.json.JSONMapperProvider}中的#{jql}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.convert(String sql)}方法设置。"
),
JQL_WHERE_RELATION_MISS_ERROR(
-4,
"JQL Where中Relation为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{where}属性中的#{relation}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleWhere(SQLExpr sqlExpr)}方法设置，可能是使用了除[and、or]之外的连接符。"
),
JQL_WHERE_BINARYOPEXPR_FIELDNAME_MISS_ERROR(
-5,
"JQL Where条件中二位操作表达式的属性名称为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{where}属性中的#{binaryOpExprList}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleWhere(SQLExpr sqlExpr)}方法设置，可能是使用了除[json_contain、json_not_contain、jsonb_array_length]之外的函数包装属性名称。"
),
JQL_WHERE_BINARYOPEXPR_OPERATOR_MISS_ERROR(
-6,
"JQL Where条件中二位操作表达式的操作符为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{where}属性中的#{binaryOpExprList}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleWhere(SQLExpr sqlExpr)}方法设置，可能是使用了除[=、!=、>、>=、<、<=、<>、like、not like、is、is not]之外的操作符，或者使用了代码中未适配的函数调用。"
),
JQL_AGGREGATION_TYPE_MISS_ERROR(
-7,
"JQL 聚合操作中聚合类型为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{binaryOpExprList}属性中的#{aggregationType}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleAggregate(List<SelectField> selectFieldList)}方法设置，可能是使用了除[count、max、min、avg、sum]之外的聚合函数。"
),
JQL_AGGREGATION_FIELDNAME_MISS_ERROR(
-8,
"JQL 聚合操作中属性名称为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{binaryOpExprList}属性中的#{fieldName}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleAggregate(List<SelectField> selectFieldList)}方法设置，可能是没有设置属性。"
),
JQL_GROUP_FIELNAME_MISS_ERROR(
-9,
"JQL 分组属性为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{group}属性中的#{groupNameList}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleGroup(SQLSelectGroupByClause sqlSelectGroupByClause)}方法设置，如果设置了属性别名请使用别名，否则请检查是否和属性名称一致，很小可能是没有设置分组属性或使用了函数进行了包装。"
),
JQL_SORT_FIELDNAME_MISS_ERROR(
-10,
"JQL 排序中属性名称为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{sorts}属性中的#{fieldName}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleOrderBy(SQLOrderBy sqlOrderBy)}方法设置，可能是没有设置参数，如果设置了属性别名请使用别名，否则请检查是否和属性名称一致，很小可能是没有设置排序属性。"
),
JQL_FROM_MISS_ERROR(
-11,
"JQL 偏移数为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{from}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleLimit(SQLLimit sqlLimit)}方法设置，它可能小于0，或者没有设置值。"
),
JQL_SIZE_MISS_ERROR(
-12,
"JQL 限制数为空",
"请检查#{com.c3stones.json.mapper.model.JQLModel}中的#{size}属性，它由#{com.c3stones.json.parser.convert.JQLConvert.handleLimit(SQLLimit sqlLimit)}方法设置，它可能小于0，或者没有设置值。"
),
FILTER_EXECUTE_ERROR(
-13,
"过滤二元表达式异常",
"请检查SQL中的Where条件，可能在#{com.c3stones.json.parser.convert.JQLConvert.convert(String sql)}方法中处理#{com.c3stones.json.mapper.model.JQLWhereModel}时存在不支持的语法，也可能在将不同的数据类型转换成通用的Number或String类型处理时发生异常。如果您熟悉#{com.c3stones.json.mapper.model.JQLWhereModel}的数据定义，直接检查它将会提高解决的效率。"
),
;
/**
* 错误码
*/
private final Integer code;
/**
* 原因
*/
private final String reason;
/**
* 建议
*/
private final String suggest;
}
4.11 创建JSONSQL断言类
import cn.hutool.core.lang.Opt;
import com.c3stones.json.enums.Operator;
import com.c3stones.json.mapper.JSONMapperProvider;
import com.c3stones.json.mapper.exception.ErrorCode;
import com.c3stones.json.mapper.exception.JQLException;
import com.c3stones.json.mapper.model.*;
import org.springframework.util.Assert;
import java.math.BigInteger;
import java.util.Collection;
import java.util.Objects;
import static cn.hutool.core.collection.CollUtil.newArrayList;
import static cn.hutool.core.collection.ListUtil.empty;
/**
* JSONSQL 断言
*
* @author CL
*/
public class JQLAssert {
/**
* 校验JSONSQL语法和
*
* @param provider JSON Mapper Provider
*/
public static void validated(JSONMapperProvider provider) {
validated((Object) provider);
validated(provider.getDataList());
validated(provider.getJql());
JQLModel jql = provider.getJql();
validated(jql.getWhere());
validated(jql.getAggregations());
validated(jql.getGroup());
validated(jql.getSorts());
validated(jql.getFrom());
validated(jql.getSize());
}
/**
* 对象断言
*
* @param obj 对象
*/
private static void validated(Object obj) {
if (obj instanceof JSONMapperProvider) {
notNull(obj, ErrorCode.PROVIDER_MISS_ERROR);
} else if (obj instanceof JQLModel) {
notNull(obj, ErrorCode.JQL_MISS_ERROR);
} else if (obj instanceof JQLWhereModel) {
JQLWhereModel where = (JQLWhereModel) obj;
if (Objects.nonNull(where.getBinaryOpExprList()) || Objects.nonNull(where.getChildWhereList()))
notNull(obj, ErrorCode.JQL_WHERE_RELATION_MISS_ERROR);
Opt.ofNullable(where.getBinaryOpExprList()).orElse(empty()).forEach(expr -> validated(expr));
Opt.ofNullable(where.getChildWhereList()).orElse(empty()).forEach(childWhere -> validated(childWhere));
} else if (obj instanceof JQLBinaryOpExpr) {
JQLBinaryOpExpr binaryOpExpr = (JQLBinaryOpExpr) obj;
notNull(binaryOpExpr.getFieldName(), ErrorCode.JQL_WHERE_BINARYOPEXPR_FIELDNAME_MISS_ERROR);
notNull(binaryOpExpr.getOperator(), ErrorCode.JQL_WHERE_BINARYOPEXPR_OPERATOR_MISS_ERROR);
} else if (obj instanceof JQLAggregationModel) {
JQLAggregationModel aggregation = (JQLAggregationModel) obj;
notNull(aggregation.getAggregationType(), ErrorCode.JQL_AGGREGATION_TYPE_MISS_ERROR);
notNull(aggregation.getFieldName(), ErrorCode.JQL_AGGREGATION_FIELDNAME_MISS_ERROR);
} else if (obj instanceof JQLGroupModel) {
JQLGroupModel group = (JQLGroupModel) obj;
noNullElements(group.getGroupNameList(), ErrorCode.JQL_GROUP_FIELNAME_MISS_ERROR);
} else if (obj instanceof JQLSortModel) {
JQLSortModel sort = (JQLSortModel) obj;
notNull(sort.getFieldName(), ErrorCode.JQL_SORT_FIELDNAME_MISS_ERROR);
} else if (obj instanceof Integer) {
Integer integer = (Integer) obj;
gte(integer, BigInteger.ZERO.intValue(), ErrorCode.JQL_FROM_MISS_ERROR);
}
}
/**
* 校验集合参数
*
* @param collection 集合
*/
private static void validated(Collection collection) {
Opt.ofNullable(collection).orElse(newArrayList()).forEach(obj -> validated(obj));
}
/**
* 对象非空断言
*
* @param obj 对象
* @param errorCode 错误码
*/
private static void notNull(Object obj, ErrorCode errorCode) {
Assert.notNull(obj, () -> {
throw new JQLException(errorCode);
});
}
/**
* 集合非空断言
*
* @param collection 对象
* @param errorCode 错误码
*/
private static void noNullElements(Collection collection, ErrorCode errorCode) {
Assert.notEmpty(collection, () -> {
throw new JQLException(errorCode);
});
}
/**
* a大于等于b断言
*
* @param a 数字a
* @param b 数字b
* @param errorCode 财错误码
*/
private static void gte(Number a, Number b, ErrorCode errorCode) {
Assert.isTrue(Operator.judgeNumber(a, Operator.GTE, b), () -> {
throw new JQLException(errorCode);
});
}
}
4.12 创建JSONSQL查询Mapper
import cn.hutool.core.collection.CollUtil;
import cn.hutool.core.collection.ListUtil;
import cn.hutool.core.date.DateTime;
import cn.hutool.core.date.DateUtil;
import cn.hutool.core.lang.Opt;
import cn.hutool.core.map.MapBuilder;
import cn.hutool.core.map.MapUtil;
import cn.hutool.core.util.ArrayUtil;
import cn.hutool.core.util.NumberUtil;
import cn.hutool.core.util.StrUtil;
import com.alibaba.fastjson2.JSON;
import com.alibaba.fastjson2.JSONObject;
import com.alibaba.fastjson2.util.TypeUtils;
import com.baomidou.mybatisplus.autoconfigure.MybatisPlusProperties;
import com.c3stones.json.enums.Operator;
import com.c3stones.json.enums.OrderType;
import com.c3stones.json.enums.Relation;
import com.c3stones.json.mapper.exception.ErrorCode;
import com.c3stones.json.mapper.exception.JQLException;
import com.c3stones.json.mapper.model.*;
import com.c3stones.json.mapper.valid.JQLAssert;
import lombok.extern.slf4j.Slf4j;
import org.apache.ibatis.session.Configuration;
import org.springframework.stereotype.Component;
import javax.annotation.Resource;
import java.math.BigDecimal;
import java.math.BigInteger;
import java.math.RoundingMode;
import java.util.*;
import java.util.stream.Collectors;
import java.util.stream.Stream;
/**
* JSON Mapper
*
* @author CL
*/
@Slf4j
@Component
public class JSONMapper {
@Resource
private MybatisPlusProperties mybatisPlusProperties;
/**
* 聚合
*
* @param provider JSON Mapper Provider
* @return {@link List}
*/
public List<Map<String, Object>> aggregation(JSONMapperProvider provider) {
return execute(provider);
}
/**
* 查询
*
* @param provider JSON Mapper Provider
* @return {@link List}
*/
public List<Map<String, Object>> query(JSONMapperProvider provider) {
return execute(provider);
}
/**
* 执行
*
* @param provider JSON Mapper Provider
* @return {@link List}
*/
private List<Map<String, Object>> execute(JSONMapperProvider provider) {
// 如果开启Mybatis-Plus SQL打印，则同时打印 JQL
if (Opt.ofNullable(mybatisPlusProperties).map(MybatisPlusProperties::getConfiguration).map(Configuration::getLogImpl).isPresent()
&& log.isInfoEnabled()) {
log.info(JSONObject.toJSONString(provider));
}
JQLAssert.validated(provider);
if (CollUtil.isEmpty(provider.getDataList())) return ListUtil.empty();
List<JSONObject> dataList = provider.getDataList().stream().map(DataModel::getData).collect(Collectors.toList());
if (CollUtil.isEmpty(dataList)) return ListUtil.empty();
String[] includes = provider.getIncludes();
String[] excludes = provider.getExcludes();
JQLModel jql = provider.getJql();
JQLWhereModel where = jql.getWhere();
JQLGroupModel group = jql.getGroup();
List<JQLAggregationModel> aggregations = jql.getAggregations();
List<JQLSortModel> sorts = jql.getSorts();
Integer from = jql.getFrom();
Integer size = jql.getSize();
// 过滤
List<JSONObject> filterList = dataList.stream().filter(data -> filter(data, where)).collect(Collectors.toList());
// 过滤完的临时表存储
List<Map<String, Object>> tempTable = createTempTable(filterList);
// 分组聚合
tempTable = groupAndAggregation(tempTable, group, aggregations);
// 排序
sort(tempTable, sorts);
// 限制
tempTable = limit(tempTable, from, size);
// 包含列/排除列
return result(tempTable, includes, excludes);
}
/**
* 过滤
*
* @param data 数据
* @param where 条件
* @return {@link Boolean}
*/
private boolean filter(JSONObject data, JQLWhereModel where) {
List<Boolean> resultList = CollUtil.newArrayList();
Opt.ofNullable(where.getBinaryOpExprList()).orElse(ListUtil.empty()).forEach(binaryOpExpr -> {
String fieldName = binaryOpExpr.getFieldName();
Object source = getValue(data, fieldName);
Operator operator = binaryOpExpr.getOperator();
if (Objects.equals(Operator.EMPTY, operator)) {
resultList.add(source instanceof Iterable ? CollUtil.isEmpty((Iterable<?>) source) : Objects.isNull(source));
} else if (Objects.equals(Operator.NOT_EMPTY, operator)) {
resultList.add(source instanceof Iterable ? CollUtil.isNotEmpty((Iterable<?>) source) : Objects.nonNull(source));
} else {
resultList.add(filter(source, operator, binaryOpExpr.getValues()));
}
});
Opt.ofNullable(where.getChildWhereList()).orElse(ListUtil.empty()).forEach(childWhere -> resultList.add(filter(data, childWhere)));
return Objects.equals(Relation.OR, where.getRelation()) ? resultList.stream().anyMatch(result -> result)
: resultList.stream().allMatch(result -> result);
}
/**
* 过滤
*
* @param source 源数据
* @param operator 操作符
* @param values 目标数据
* @return {@link Boolean}
*/
private boolean filter(Object source, Operator operator, Object[] values) {
boolean temp = false;
try {
if (Objects.nonNull(source) && Number.class.isAssignableFrom(source.getClass())) {
if (values instanceof String[]) { // 可能是时间类型，尝试将时间转成Long
values = Stream.of(values).map(value -> DateUtil.parse(TypeUtils.cast(value, String.class)))
.map(DateTime::getTime).toArray(Number[]::new);
}
temp = Operator.judgeNumber(TypeUtils.cast(source, Number.class), operator, TypeUtils.cast(values, Number[].class));
} else if (Objects.nonNull(source) && Date.class.isAssignableFrom(source.getClass())) {
temp = Operator.judgeNumber(TypeUtils.toDate(source).getTime(), operator, Stream.of(values).map(value ->
DateUtil.parse(TypeUtils.cast(value, String.class))).map(DateTime::getTime).toArray(Number[]::new));
} else if (Objects.nonNull(source) && source instanceof Collection) {
temp = Operator.judgeArray(TypeUtils.cast(source, Object[].class), operator, values);
} else {
temp = Operator.judgeStr(StrUtil.toStringOrNull(source), operator, Stream.of(values)
.map(StrUtil::toStringOrNull).filter(Objects::nonNull).collect(Collectors.joining(StrUtil.COMMA)));
}
} catch (Exception e) {
log.warn(StrUtil.EMPTY, new JQLException(ErrorCode.FILTER_EXECUTE_ERROR, e.getMessage(), e));
}
return temp;
}
/**
* 创建临时表
*
* @param dataList 过滤后的数据
* @return {@link List}
*/
private List<Map<String, Object>> createTempTable(List<JSONObject> dataList) {
List<Map<String, Object>> tempTable = new ArrayList<>(dataList.size());
dataList.forEach(data -> {
Set<Map.Entry<String, Object>> entries = data.entrySet();
Map<String, Object> map = new LinkedHashMap<>(entries.size());
for (Map.Entry<String, Object> entry : entries) {
map.put(entry.getKey(), entry.getValue());
}
tempTable.add(map);
});
return tempTable;
}
/**
* 分组并聚合
*
* @param tempTable 临时表
* @param group 分组
* @param aggregations 聚合
* @return {@link List}
*/
private List<Map<String, Object>> groupAndAggregation(List<Map<String, Object>> tempTable,
JQLGroupModel group,
List<JQLAggregationModel> aggregations) {
List<String> groupNameList = Opt.ofNullable(group).map(JQLGroupModel::getGroupNameList).get();
if (CollUtil.isEmpty(groupNameList)) return aggregation(tempTable, aggregations);
List<Map<String, Object>> resultList = new ArrayList<>(tempTable.size());
// 分组
Map<Map<String, Object>, List<Map<String, Object>>> collect = tempTable.stream()
.collect(Collectors.groupingBy(data -> groupNameList.stream().map(data::get)
.map(StrUtil::toString).collect(Collectors.joining()))).values()
.stream().map(maps -> {
Map<String, Object> key = new LinkedHashMap<>(groupNameList.size());
Map<String, Object> first = CollUtil.getFirst(maps);
groupNameList.forEach(groupName -> key.put(groupName, first.get(groupName)));
return MapUtil.entry(key, maps);
}).collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue));
// 聚合
collect.forEach((key, value) -> {
Map<String, Object> map = MapBuilder.<String, Object>create(true).putAll(key).build();
aggregation(value, aggregations).forEach(map::putAll);
resultList.add(map);
});
return resultList;
}
/**
* 聚合
*
* @param tempTable 临时表
* @param aggregations 聚合
* @return {@link List}
*/
private List<Map<String, Object>> aggregation(List<Map<String, Object>> tempTable, List<JQLAggregationModel> aggregations) {
if (CollUtil.isEmpty(aggregations)) return tempTable;
Map<String, Object> map = MapUtil.newHashMap(aggregations.size(), true);
int newScale = 4;
aggregations.stream().collect(Collectors.groupingBy(JQLAggregationModel::getFieldName)).forEach((fileName, aggregationList) -> {
DoubleSummaryStatistics statistics = tempTable.stream().map(data -> StrUtil.toStringOrNull(data.get(fileName))).mapToDouble(data ->
Opt.ofTry(() -> NumberUtil.parseDouble(data)).orElse(BigInteger.ZERO.doubleValue())).summaryStatistics();
aggregationList.forEach(aggregation -> {
Object value = null;
switch (aggregation.getAggregationType()) {
case SUM:
value = BigDecimal.valueOf(statistics.getSum()).longValue();
break;
case MAX:
value = BigDecimal.valueOf(statistics.getMax()).setScale(newScale, RoundingMode.HALF_UP).doubleValue();
break;
case MIN:
value = BigDecimal.valueOf(statistics.getMin()).setScale(newScale, RoundingMode.HALF_UP).doubleValue();
break;
case AVG:
value = BigDecimal.valueOf(statistics.getAverage()).setScale(newScale, RoundingMode.HALF_UP).doubleValue();
break;
case COUNT:
value = BigDecimal.valueOf(statistics.getCount()).longValue();
break;
}
map.put(aggregation.getAlias(), value);
});
});
return CollUtil.newArrayList(map);
}
/**
* 排序
*
* @param tempTable 临时表
* @param sorts 排序
*/
private void sort(List<Map<String, Object>> tempTable, List<JQLSortModel> sorts) {
Opt.ofNullable(sorts).orElse(ListUtil.empty()).forEach(sort -> {
String fieldName = sort.getFieldName();
OrderType orderType = sort.getOrderType();
tempTable.sort((d1, d2) -> {
Integer a = Integer.valueOf(StrUtil.toString((d1.get(fieldName))));
Integer b = Integer.valueOf(StrUtil.toString((d2.get(fieldName))));
return Objects.equals(OrderType.ASC, orderType) ? a - b : b - a;
});
});
}
/**
* 限制
*
* @param tempTable 临时表
* @param from 偏移数
* @param size 限制数
* @return {@link List}
*/
private List<Map<String, Object>> limit(List<Map<String, Object>> tempTable, Integer from, Integer size) {
return tempTable.stream().skip(Opt.ofNullable(from).orElse(0)).limit(Opt.ofNullable(size).orElse(tempTable.size())).collect(Collectors.toList());
}
/**
* 结果
*
* @param tempTable 临时表
* @param includes 包含列
* @param excludes 排除列
* @return {@link List}
*/
private List<Map<String, Object>> result(List<Map<String, Object>> tempTable, String[] includes, String[] excludes) {
return tempTable.stream().map(data -> includes(data, includes)).map(data -> excludes(data, includes, excludes))
.collect(Collectors.toList());
}
/**
* 包含
*
* @param data 数据
* @param includes 包含列
* @return {@link Map}
*/
private Map<String, Object> includes(Map<String, Object> data, String[] includes) {
if (ArrayUtil.isEmpty(includes) || MapUtil.isEmpty(data)) return data;
Map<String, Object> map = new HashMap<>(data.size());
for (String include : includes) {
String json = JSONObject.toJSONString(data);
JSONObject jsonObject = JSONObject.parseObject(json);
map.put(include, getValue(jsonObject, include));
}
return MapUtil.isEmpty(map) ? data : map;
}
/**
* 排除
*
* @param data 数据
* @param includes 包含列
* @param excludes 排除列
* @return {@link Map}
*/
private Map<String, Object> excludes(Map<String, Object> data, String[] includes, String[] excludes) {
if (ArrayUtil.isEmpty(excludes) || MapUtil.isEmpty(data)) return data;
for (String exclude : excludes) {
if (!StrUtil.containsAny(exclude, includes)) {
excludes(data, exclude);
} else {
data.remove(exclude);
}
}
return data;
}
/**
* 排除
*
* @param data 数据
* @param exclude 排除列
*/
private void excludes(Map<String, Object> data, String exclude) {
List<String> split = StrUtil.split(exclude, StrUtil.DOT);
int size = CollUtil.size(split);
if (size <= 1) {
data.remove(exclude);
return;
}
String name = CollUtil.getFirst(split);
String subName = StrUtil.join(StrUtil.DOT, CollUtil.sub(split, 1, size));
String json = JSONObject.toJSONString(data.get(name));
if (!JSON.isValidObject(json)) return;
JSONObject jsonObject = JSONObject.parseObject(json);
excludes(jsonObject, subName);
data.put(name, jsonObject);
}
/**
* 获取数据
*
* @param data 数据
* @param fieldName 属性名称
* @return {@link Object}
*/
private Object getValue(JSONObject data, String fieldName) {
List<String> split = StrUtil.split(fieldName, StrUtil.DOT);
int size = CollUtil.size(split);
if (size <= 1) {
return data.get(fieldName);
}
String name = CollUtil.getFirst(split);
List<String> subList = CollUtil.sub(split, 1, size);
String subName = StrUtil.join(StrUtil.DOT, subList);
String json = JSONObject.toJSONString(data.get(name));
if (!JSON.isValidObject(json)) return null;
JSONObject jsonObject = JSONObject.parseObject(json);
return getValue(jsonObject, subName);
}
}
4.13 创建启动类
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;
/**
* 启动类
*
* @author CL
*/
@SpringBootApplication
public class Application {
public static void main(String[] args) {
SpringApplication.run(Application.class, args);
}
}
5. 单元测试#
测试方案：创建一张用户表并预置一些数据，使用相同的SQL分别通过数据库查询和通过JSONSQL查询，断言两种方式查询的结果。
5.1 前期准备
import com.baomidou.mybatisplus.annotation.TableField;
import com.baomidou.mybatisplus.annotation.TableId;
import com.baomidou.mybatisplus.annotation.TableName;
import com.baomidou.mybatisplus.extension.handlers.JacksonTypeHandler;
import lombok.AllArgsConstructor;
import lombok.Data;
import lombok.NoArgsConstructor;
import java.time.LocalDate;
import java.util.List;
/**
* 用户信息
*
* @author CL
*/
@Data
@NoArgsConstructor
@AllArgsConstructor
@TableName(value = "test_user", autoResultMap = true)
public class User {
@TableId
private Long id;
@TableField
private String name;
@TableField
private Integer age;
@TableField
private String sex;
@TableField
private String address;
@TableField
private Boolean status;
@TableField(value = "createTime")
private LocalDate createTime;
@TableField(typeHandler = JacksonTypeHandler.class)
private List<String> hobbies;
@TableField(value = "luckyNumbers", typeHandler = JacksonTypeHandler.class)
private List<Integer> luckyNumbers;
}
import com.baomidou.mybatisplus.core.mapper.BaseMapper;
import com.c3stones.user.entity.User;
import org.apache.ibatis.annotations.Mapper;
/**
* 用户Mapper
*
* @author CL
*/
@Mapper
public interface UserMapper extends BaseMapper<User> {
/**
* 创建表
*/
void createTable();
/**
* 清除表
*/
void dropTable();
}
<?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.c3stones.user.mapper.UserMapper">
<update id="createTable">
CREATE TABLE IF NOT EXISTS `test_user` (
`id` bigint NOT NULL,
`name` varchar(20),
`age` tinyint,
`sex` varchar(1),
`address` varchar(255),
`status` tinyint,
`createTime` datetime,
`hobbies` json,
`luckyNumbers` json,
PRIMARY KEY (`id`)
);
</update>
<delete id="dropTable">
DROP TABLE IF EXISTS `test_user`;
</delete>
</mapper>
spring:
datasource:
driver-class-name: com.mysql.cj.jdbc.Driver
url: jdbc:mysql://127.0.0.1:3306/jql?useSSL=false&useUnicode=true&characterEncoding=utf-8&zeroDateTimeBehavior=convertToNull&serverTimezone=Asia/Shanghai
username: root
password: 123456
5.2 创建单元测试
import cn.hutool.core.date.DateUtil;
import cn.hutool.core.date.LocalDateTimeUtil;
import cn.hutool.core.util.BooleanUtil;
import cn.hutool.core.util.NumberUtil;
import cn.hutool.core.util.StrUtil;
import cn.hutool.json.JSONUtil;
import com.alibaba.druid.DbType;
import com.alibaba.fastjson2.JSONObject;
import com.baomidou.mybatisplus.core.toolkit.Wrappers;
import com.c3stones.Application;
import com.c3stones.db.mapper.DBMapper;
import com.c3stones.user.entity.User;
import com.c3stones.json.mapper.model.DataModel;
import com.c3stones.json.parser.convert.JQLConvert;
import com.c3stones.json.parser.select.JSONSelectFactory;
import com.c3stones.user.mapper.UserMapper;
import lombok.extern.slf4j.Slf4j;
import org.junit.jupiter.api.AfterEach;
import org.junit.jupiter.api.Assertions;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.params.ParameterizedTest;
import org.junit.jupiter.params.provider.Arguments;
import org.junit.jupiter.params.provider.MethodSource;
import org.springframework.boot.test.context.SpringBootTest;
import javax.annotation.Resource;
import java.time.LocalDate;
import java.time.LocalDateTime;
import java.time.ZoneId;
import java.util.*;
import java.util.stream.Collectors;
import java.util.stream.Stream;
/**
* 测试SQL转JSONSQL并查询
*
* @author CL
*/
@Slf4j
@SpringBootTest(classes = Application.class)
public class JQLMapperTest {
@Resource
private UserMapper userMapper;
@Resource
private DBMapper dbMapper;
private static List<DataModel> dataList;
/**
* 构造查询SQL
*
* @return {@link Stream < Arguments >}
*/
private static Stream<Arguments> query() {
return Stream.of(
"select * from test_user",
"select * from test_user where id = 1 ",
"select * from test_user where id = 1 and name = '张三'",
"select * from test_user where id = 2 or name = '张三'",
"select * from test_user where name = '张三' and age > 28",
"select * from test_user where id = 1 or name = '张三' and (age > 28 or sex = '男')",
"select * from test_user where id = 1 and name = '张三' and (age > 28 or sex = '男') and (address like '%陕西%' and status != '0')",
"select * from test_user where name in ('张三', '李四')",
"select * from test_user where id = 1 and ( name in ('张三', '李四') and createTime between '2023-01-01' and '2023-04-30' )",
"select * from test_user where ( name in ('张三', '李四') and age between 25 and 30 )",
"select id, name from test_user where ( name in ('张三', '李四') and age between 26 and 30 )",
"select id from test_user where 1 = 1",
"select id from test_user where 1 != 1",
"select id from test_user where name = 'XXX'",
"select id from test_user where name is null",
"select id from test_user where name is not null",
"select hobbies from test_user where json_contains(hobbies, '[\"看书\"]')",
"select * from test_user where json_contains(hobbies, '[\"看书\"]')",
"select * from test_user where json_contains(hobbies, '[\"看书\"]') = 0",
"select hobbies from test_user where json_length(hobbies) = 0 or hobbies is null",
"select * from test_user where json_length(hobbies) > 0"
).map(Arguments::of);
}
/**
* 构造聚合SQL
*
* @return {@link Stream<Arguments>}
*/
private static Stream<Arguments> aggregation() {
return Stream.of(
"select count(*) from test_user",
"select count(*) as count from test_user",
"select count(id) from test_user where id = 1",
"select count(id) as count from test_user where id > 1",
"select count(id) from test_user group by name",
"select sex, count(id) as count from test_user group by sex",
"select sex, count(*) as count from test_user group by sex order by count",
"select sex, count(*) as count from test_user group by sex order by count desc",
"select sex, count(*) as count from test_user group by sex order by count desc limit 1",
"select sex, count(*) as count from test_user group by sex order by count desc limit 1, 1",
"select sum(age), max(id), min(age), avg(id), count(age) from test_user",
"select sex, sum(age), max(id), min(age), avg(age), count(*) from test_user where name != 'xxx' group by sex"
).map(Arguments::of);
}
/**
* 预置表及数据
*/
@BeforeEach
public void before() {
List<User> userList = new ArrayList<User>() {{
add(new User(1L, "张三", 25, "男", "陕西省西安市", true, LocalDate.of(2023, 1, 1),
Stream.of("看书", "听歌").map(Objects::toString).collect(Collectors.toList()), Stream.of(7, 21).collect(Collectors.toList())));
add(new User(2L, "李四", 28, "女", "陕西省渭南市", true, LocalDate.of(2023, 4, 1),
Stream.of("逛街", "购物").map(Objects::toString).collect(Collectors.toList()), Collections.emptyList()));
add(new User(3L, "王五", 30, "男", "北京市", false, LocalDate.of(2023, 5, 1),
Stream.of("看书").map(Objects::toString).collect(Collectors.toList()), Stream.of(8, 24).collect(Collectors.toList())));
}};
dataList = userList.stream().map(user -> new DataModel(JSONObject.parseObject(JSONUtil.toJsonStr(user)))).collect(Collectors.toList());
userMapper.createTable();
userMapper.delete(Wrappers.emptyWrapper());
userList.forEach(user -> userMapper.insert(user));
}
/**
* 清除表
*/
@AfterEach
public void after() {
userMapper.dropTable();
}
/**
* 测试查询
*
* @param sql SQL
*/
@ParameterizedTest
@MethodSource("query")
public void testQuery(String sql) {
List<Map<String, Object>> dbResult = dbMapper.aggregation(sql);
JQLConvert jqlConvert = new JQLConvert(JSONSelectFactory.any());
JSONMapperProvider provider = jqlConvert.convert(sql, DbType.mysql);
provider.setDataList(dataList);
JSONMapper jsonMapper = new JSONMapper();
List<Map<String, Object>> jqlResult = jsonMapper.query(provider);
Assertions.assertEquals(dbResult.size(), jqlResult.size());
for (int i = 0; i < dbResult.size(); i++) {
Map<String, Object> dbMap = dbResult.get(i);
Map<String, Object> jqlMap = jqlResult.get(i);
for (Map.Entry<String, Object> entry : dbMap.entrySet()) {
Object expected = entry.getValue();
Object actual = jqlMap.get(entry.getKey());
if (expected instanceof LocalDateTime || actual instanceof Long) {
expected = Date.from(LocalDateTimeUtil.parse(expected.toString())
.atZone(ZoneId.systemDefault()).toInstant());
actual = DateUtil.date(NumberUtil.parseLong(actual.toString()));
} else if (expected instanceof String && actual instanceof Collection) {
expected = ((String) expected).replaceAll(StrUtil.SPACE, StrUtil.EMPTY);
actual = JSONObject.toJSONString(actual);
} else if (expected instanceof Integer[] && actual instanceof Collection) {
expected = JSONObject.toJSONString(expected);
actual = JSONObject.toJSONString(actual);
} else if (expected instanceof Number && actual instanceof Number) {
expected = NumberUtil.parseDouble(expected.toString());
actual = NumberUtil.parseDouble(actual.toString());
} else if (expected instanceof Number && actual instanceof Boolean) {
expected = BooleanUtil.toBoolean(expected.toString());
actual = BooleanUtil.toBoolean(actual.toString());
}
Assertions.assertEquals(expected, actual);
}
}
}
/**
* 测试聚合
*
* @param sql SQL
*/
@ParameterizedTest
@MethodSource(value = {"aggregation"})
public void testAggregation(String sql) {
List<Map<String, Object>> dbResult = dbMapper.aggregation(sql);
JQLConvert jqlConvert = new JQLConvert(JSONSelectFactory.any());
JSONMapperProvider provider = jqlConvert.convert(sql, DbType.mysql);
provider.setDataList(dataList);
JSONMapper jsonMapper = new JSONMapper();
List<Map<String, Object>> jqlResult = jsonMapper.aggregation(provider);
Assertions.assertEquals(dbResult.size(), jqlResult.size());
for (Map<String, Object> dbMap : dbResult) {
boolean match = jqlResult.stream().anyMatch(result -> dbMap.entrySet().stream().allMatch(
entry -> {
String key = entry.getKey();
if (StrUtil.contains(key, "(")) {
key = StrUtil.subBefore(key, "(", false);
}
String v1 = StrUtil.toStringOrNull(entry.getValue());
String v2 = StrUtil.toStringOrNull(result.get(key));
if (NumberUtil.isNumber(v1) && NumberUtil.isNumber(v2)) {
v1 = String.format("%.5f", NumberUtil.parseDouble(v1));
v2 = String.format("%.5f", NumberUtil.parseDouble(v2));
}
return StrUtil.equals(v1, v2);
}));
Assertions.assertTrue(match);
}
}
}
控制台打印结果：
6. JavaScript中使用类SQL过滤JSON类型数据#
6.1 添加thymeleaf配置
spring:
thymeleaf:
prefix: classpath:/view/
suffix: .html
encoding: UTF-8
servlet:
content-type: text/html
6.2 创建页面
<!DOCTYPE html>
<html>
<head>
<title>JSON-SQL</title>
<script th:src="@{/jquery-2.2.4.min.js}"></script>
<script th:src="@{/jsonsql-0.1.js}" data-main="home"></script>
</head>
<body>
<H2 style="color: red">注意：where条件必须放到括号中。只支持等于。</H2>
<H3>请输入json数据:</H3>
<textarea id="json" placeholder="请输入json数据" rows="10" cols="100"></textarea><br>
<H3>请输入SQL:</H3>
<textarea id="sql" placeholder="请输入SQL" rows="5" cols="100"></textarea><br>
<H3><button type="button" onclick="handleClick()" style="width: 200px;height: 40px">获取结果</button></H3>
<textarea id="result" rows="10" cols="100"></textarea><br>
</body>
<script type="text/javascript">
$(function() {
$('#json').val("{\"data\":[" +
"{\"id\":1,\"name\":\"张三\",\"age\":25,\"sex\":\"男\",\"address\":\"陕西省西安市\",\"status\":true,\"createTime\":1672502400000,\"hobbies\":[\"看书\",\"听歌\"],\"luckyNumbers\":[7,21]}," +
"{\"id\":2,\"name\":\"李四\",\"age\":28,\"sex\":\"女\",\"address\":\"陕西省渭南市\",\"status\":true,\"createTime\":1680278400000,\"hobbies\":[\"逛街\",\"购物\"],\"luckyNumbers\":[]}," +
"{\"id\":3,\"name\":\"王五\",\"age\":30,\"sex\":\"男\",\"address\":\"北京市\",\"status\":false,\"createTime\":1682870400000,\"hobbies\":[\"看书\"],\"luckyNumbers\":[8,24]}" +
"]}");
$('#sql').val("select * from json.data where (name=='张三' || name=='李四') order by age DESC limit 2");
});
function handleClick() {
var json = eval("(" + $('#json').val() + ")");
var sql = $('#sql').val();
var result = jsonsql.query(sql, json);
$('#result').val(JSON.stringify(result));
}
</script>
</html>
6.3 创建Controller
import org.springframework.stereotype.Controller;
import org.springframework.web.bind.annotation.GetMapping;
/**
* 首页Controller
*
* @author CL
*/
@Controller
public class IndexController {
/**
* 首页
*
* @return
*/
@GetMapping(value = "index")
public String index() {
return "index";
}
}
6.4 启动项目
浏览器访问：http://127.0.0.1:8080/index
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