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日常开发中,需要对sql进行。为了提高效率,曾经使用mybatis扩展输出查询计划。

慢SQL

从编码角度来优化数据层的话,我首先会去查一下项目中运行的sql语句,定位到瓶颈是否出现在这里,首先去优化sql语句,而慢sql就是其中的主要优化对象,对于慢sql,顾名思义就是花费较多执行时间的语句,它带来的影响也比较恶劣,首先是执行时间过长影响数据的返回速度,其次,慢sql的长时间执行也会消耗和占用mysql的系统资源,影响其他的sql语句执行,过多的慢sql极其影响性能,如果系统流量或者并发量较大的情况下,过多的执行慢sql很有可能造成mysql的死锁以致于mysql服务无法正常使用。

Explain

explain关键字一般放在SELECT查询语句的前面,用于描述MySQL如何执行查询操作、以及MySQL成功返回结果集需要执行的行数。explain 可以帮助我们分析 select 语句,让我们知道查询效率低下的原因,从而改进我们查询,让查询优化器能够更好的工作。

演示效果

➜  blog curl http://127.0.0.1:9023/mybatis/   # 新增测试数据
{"code":"200","data":{"id":3,"isEnable":true,"createTime":1643953933094,"updateTime":1643953933094,"phoneNumber":"13611707472","email":"chu@gmail.com","saltPassword":"Xe8mbdpS","salt":null,"usrName":"析丹楚"}}% 
➜  blog curl http://127.0.0.1:9023/mybatis/list # 查询测试数据
{"code":"200","data":[{"id":1,"isEnable":true,"createTime":1643953924990,"updateTime":1643953924990,"phoneNumber":"13876877231","email":"wu@gmail.com","saltPassword":"rd7NHZlt","salt":"","usrName":"国富吴"},{"id":2,"isEnable":true,"createTime":1643953925710,"updateTime":1643953925710,"phoneNumber":"13971918631","email":"guohui.yang@qq.com","saltPassword":"ritHRn5L","salt":"","usrName":"国辉杨"},{"id":3,"isEnable":true,"createTime":1643953933094,"updateTime":1643953933094,"phoneNumber":"13611707472","email":"chu@gmail.com","saltPassword":"Xe8mbdpS","salt":"","usrName":"析丹楚"}]}% 
  • Console
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] ==>  Preparing: SELECT id,is_enable,create_time,update_time,phone_number,email,salt_password,salt,usr_name FROM account
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] ==> Parameters: 
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] <==      Total: 2
[XNIO-1 task-1] [MybatisInterceptor.java : 80] [{"id":"1","selectType":"SIMPLE","table":"account","type":"ALL","rows":"2","filtered":"100.0"}]
[XNIO-1 task-1] [MybatisInterceptor.java : 82] SQL RunTime 15 ms
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] ==>  Preparing: INSERT INTO account ( is_enable, create_time, update_time, phone_number, email, salt_password, usr_name ) VALUES ( ?, ?, ?, ?, ?, ?, ? )
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] ==> Parameters: true(Boolean), 1643953933094(Long), 1643953933094(Long), 13611707472(String), chu@gmail.com(String), Xe8mbdpS(String), 析丹楚(String)
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] <==    Updates: 1
[XNIO-1 task-1] [MybatisInterceptor.java : 54] EXPLAIN  
 SELECT
        id,
        is_enable,
        create_time,
        update_time,
        phone_number,
        email,
        salt_password,
        salt,
        usr_name  
    FROM
        account
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] ==>  Preparing: SELECT id,is_enable,create_time,update_time,phone_number,email,salt_password,salt,usr_name FROM account
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] ==> Parameters: 
[XNIO-1 task-1] [BaseJdbcLogger.java : 137] <==      Total: 3
[XNIO-1 task-1] [MybatisInterceptor.java : 80] [{"id":"1","selectType":"SIMPLE","table":"account","type":"ALL","rows":"3","filtered":"100.0"}]
[XNIO-1 task-1] [MybatisInterceptor.java : 82] SQL RunTime 8 ms

演示代码

MybatisInterceptor

/**
 * @author z201.coding@gmail.com
 **/
@Slf4j
@Intercepts({
        @Signature(type = Executor.class, method = "query",
                args = {MappedStatement.class, Object.class, RowBounds.class, ResultHandler.class}),
        @Signature(type = Executor.class, method = "query",
                args = {MappedStatement.class, Object.class, RowBounds.class, ResultHandler.class, CacheKey.class, BoundSql.class})
})
public class MybatisInterceptor implements Interceptor {

    @Override
    public Object intercept(Invocation invocation) throws Throwable {
        Long startTime = Clock.systemDefaultZone().millis();
        List<ExplainResultDto> explainResultList = new ArrayList<>();
        try {
            final Object[] args = invocation.getArgs();
            final MappedStatement mappedStatement = (MappedStatement) args[0];
            final Executor executor = (Executor) invocation.getTarget();
            Object entity = args[1];
            if (SqlCommandType.SELECT.name().equalsIgnoreCase(mappedStatement.getSqlCommandType().name())) {
                BoundSql boundSql;
                if (args.length == 4) {
                    boundSql = mappedStatement.getBoundSql(entity);
                } else {
                    // 使用Executor的代理对象调用query[args[5]]
                    boundSql = (BoundSql) args[5];
                }
                String sql = getSql(boundSql, mappedStatement);
                log.info("EXPLAIN  \n {}", SqlUtil.formatSql(sql));
                Statement stmt = executor.getTransaction().getConnection().createStatement();
                stmt.execute("EXPLAIN " + sql + " ;");
                ResultSet rs = stmt.getResultSet();
                ExplainResultDto explainResultVo = null;
                while (rs.next()) {
                    explainResultVo = new ExplainResultDto();
                    explainResultVo.setId(rs.getString("id"));
                    explainResultVo.setSelectType(rs.getString("select_type"));
                    explainResultVo.setTable(rs.getString("table"));
                    explainResultVo.setPartitions(rs.getString("partitions"));
                    explainResultVo.setType(rs.getString("type"));
                    explainResultVo.setPossibleKeys(rs.getString("possible_keys"));
                    explainResultVo.setKey(rs.getString("key"));
                    explainResultVo.setKeyLen(rs.getString("key_len"));
                    explainResultVo.setRef(rs.getString("ref"));
                    explainResultVo.setRows(rs.getString("rows"));
                    explainResultVo.setFiltered(rs.getString("filtered"));
                    explainResultVo.setExtra(rs.getString("Extra"));
                    explainResultList.add(explainResultVo);
                }
            }
            return invocation.proceed();
        } finally {
            Long timeConsuming = Clock.systemDefaultZone().millis() - startTime;
            if (!CollectionUtils.isEmpty(explainResultList)) {
                log.info("{}", JsonTool.toString(explainResultList));
            }
            log.info("SQL RunTime {} ms", timeConsuming);
        }
    }


    /**
     * 生成要执行的SQL命令
     *
     * @param boundSql
     * @param ms
     * @return
     */
    private String getSql(BoundSql boundSql, MappedStatement ms) {
        String sql = boundSql.getSql();
        Object parameterObject = boundSql.getParameterObject();
        List<ParameterMapping> parameterMappings = boundSql.getParameterMappings();
        if (!CollectionUtils.isEmpty(parameterMappings) && parameterObject != null) {
            for (int i = 0; i < parameterMappings.size(); i++) {
                ParameterMapping parameterMapping = parameterMappings.get(i);
                if (parameterMapping.getMode() != ParameterMode.OUT) {
                    //参数值
                    Object value;
                    //获取参数名称
                    String propertyName = parameterMapping.getProperty();
                    if (boundSql.hasAdditionalParameter(propertyName)) {
                        //获取参数值
                        value = boundSql.getAdditionalParameter(propertyName);
                    } else if (ms.getConfiguration().getTypeHandlerRegistry().hasTypeHandler(parameterObject.getClass())) {
                        //如果是单个值则直接赋值
                        value = parameterObject;
                    } else {
                        MetaObject metaObject = ms.getConfiguration().newMetaObject(parameterObject);
                        value = metaObject.getValue(propertyName);
                    }
                    sql = sql.replaceFirst("\\?", Matcher.quoteReplacement(getParameter(value)));
                }
            }

        }
        return sql;
    }

    public String getParameter(Object parameter) {
        if (parameter instanceof String) {
            return "'" + parameter + "'";
        }
        return parameter.toString();
    }


}

启用插件


    //     可以直接在插件上增加Component 也可以在此处声明
    @Bean
    public String localInterceptor(SqlSessionFactory sqlSessionFactory) {
        //实例化插件
        MybatisInterceptor sqlInterceptor = new MybatisInterceptor();
        sqlSessionFactory.getConfiguration().addInterceptor(sqlInterceptor);
        return "interceptor";
    }

END

Last Updated:
Contributors: 庆峰