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mybatis的collection查询问题以及使用原生解决方案的结果

时间:2019-04-08 13:57:22      阅读:159      评论:0      收藏:0      [点我收藏+]

标签:rop   nod   form   install   ldb   charset   join   dom   unicode   

  之前在springboot+mybatis环境的坑和sql语句简化技巧的第2点提到,数据库的一对多查询可以一次查询多级数据,并且把拿到的数据按id聚合,使父级表和子级表都有数据。

  但是这种查询,必然要查询大量的重复父数据,如果不用这种方法,而是分级查询,效果会如何?

  要知道这2种数据的查询效率如何,用Python可以简单查询到总时长。

  首先用pip install MySQL-python这条指令安装,至于出错解决方法就是https://www.cnblogs.com/superxuezhazha/p/6619036.html这篇文章的事了。

  上代码:

技术图片
import MySQLdb
import json
import uuid
import random
import traceback
import time
plan_id = assssss
use_times = 0
def noSubUuid(namespace=None):
    global use_times
    if namespace == None:
        use_times = use_times + 1
        return str(uuid.uuid3(uuid.NAMESPACE_DNS,str(use_times))).replace(-,‘‘)
    else:
        return str(uuid.uuid3(uuid.NAMESPACE_DNS,namespace)).replace(-,‘‘)
# Add Sample Data.生成示例数据
def addData(cursor, db):
    try:
        start = 18
        user_ids = []
        user_number_id = 490
        for _ in range(600):
            user_id = noSubUuid()
            insertUserSql = insert into user VALUES (%d,\‘%s\‘,\‘%s\‘,\‘YWRtaW4=\‘,\‘%s\‘,2,0,1,NULL,NULL,NULL,\‘2018-08-21 07:20:13\‘,NULL,NULL,NULL,\‘my_ass_bdpf\‘,\‘MXQ2NWRhNDNXNmM0OWQ1dG9rZW5fc2FsdA==\‘,\‘2bbf024395e84adf80e2e72c6330ea57\‘)%(user_number_id,user_id,noSubUuid()[20:],noSubUuid())
            print(insertUserSql)
            cursor.execute(insertUserSql)
            user_ids.append(user_id)
            user_number_id = user_number_id+1
        line_id = 490
        man_num_id = 490
        study_num_id = 590
        limitNum = 450
        for _ in range(400):
            start = 0
            manage_id = noSubUuid()
            insertLineSql = insert into experiment_teaching_plan_resource_line values (%d,\‘%s\‘,\‘%s\‘,\‘%s\‘)%(line_id,noSubUuid(),plan_id,manage_id)
            print(insertLineSql)
            cursor.execute(insertLineSql)
            line_id = line_id + 1
            insertManaSql = insert into resource_management values (%d,\‘%s\‘,\‘%s\‘,\‘%s\‘,\‘%s\‘,\‘%s\‘,\‘%s\‘,\‘20180109000000\‘,\‘my_ass_bdpf\‘,4)%(man_num_id,noSubUuid(),noSubUuid(),noSubUuid(),manage_id,noSubUuid(),noSubUuid())
            print(insertManaSql)
            man_num_id = man_num_id + 1
            cursor.execute(insertManaSql)
            for user_id in user_ids:
                if(start >= limitNum):
                    return
                if(random.randint(0, 2) == 1):
                    insertStudSql = insert into course_resource_study values (%d,\‘%s\‘,\‘%s\‘,\‘%s\‘,null,null,null)%(study_num_id,noSubUuid(),manage_id,noSubUuid())
                    print(insertStudSql)
                    cursor.execute(insertStudSql)
                    study_num_id = study_num_id + 1
                    start = start + 1
            #
        db.commit()
    except Exception as e:
        print(traceback.format_exc())
        db.rollback()
# Rollback Sample Data.如果数据量过大对服务器造成影响,可以回滚示例数据
def rollbackData(cursor, db):
    try:
        cursor.execute(delete from course_resource_study where student_id in (select uid from user where user_col3 = \‘my_ass_bdpf\‘))
        cursor.execute(delete from user where user_col3 = \‘my_ass_bdpf\‘)
        cursor.execute(delete from experiment_teaching_plan_resource_line where resource_management_id in (select rm.resource_management_id COLLATE utf8_general_ci from resource_management rm where experimental_time = \‘my_ass_bdpf\‘))
        cursor.execute(delete from resource_management where experimental_time = \‘my_ass_bdpf\‘)
        db.commit()
    except Exception as e:
        print(traceback.format_exc())
        db.rollback()
# Query data like mybatis collection query.像Mybatis的collection查询一样查询数据
def SelectAtOnce(cursor, db):
    sql = select etp.*,rm.*,crs.*         + from experiment_teaching_plan etp         + JOIN experiment_teaching_plan_resource_line etpl ON etp.id=etpl.teaching_plan_id         + JOIN resource_management rm ON rm.resource_management_id=etpl.resource_management_id COLLATE utf8_general_ci         + JOIN course_resource_study crs ON rm.resource_management_id=crs.resource_management_id         + where etp.id=\‘assssss\‘
    cnt = cursor.execute(sql)
# Query data step by step.分级查询数据
def SelectByStep(cursor, db):
    cursor.execute(select * from experiment_teaching_plan where id=\‘assssss\‘)
    results = cursor.fetchall()
    plan_id = results[0][0]
    cursor.execute(select * from experiment_teaching_plan_resource_line where teaching_plan_id=\‘%s\‘%(plan_id,))
    ids = ,.join(list(map(lambda a:"" + a[3] + "",cursor.fetchall())))
    cursor.execute(select * from resource_management where resource_management_id in (%s)%ids)
    ids = ,.join(list(map(lambda a:"" + a[4] + "",cursor.fetchall())))
    cursor.execute(select * from course_resource_study where resource_management_id in (%s)%ids)
#
if __name__ == __main__:
    db = MySQLdb.connect("localhost", "root", "acmicpc", "my_ass_bdpf", charset=utf8)
    cursor = db.cursor()
    addData(cursor, db)
    #rollbackData(cursor, db)
    
    start = time.time()
    SelectAtOnce(cursor, db)
    mid = time.time()
    print(mid - start)
    
    SelectByStep(cursor, db)
    print(time.time() - mid)
    
    cursor.close()
    db.close()
#
插入、回滚、查询一条龙

  mysql代码:

技术图片
DROP TABLE IF EXISTS `resource_management`;
CREATE TABLE `resource_management` (
  `id` int(10) NOT NULL AUTO_INCREMENT COMMENT 自增ID,
  `course_structure_id` varchar(255) COLLATE utf8_unicode_ci NOT NULL COMMENT 课程体系ID,
  `course_classification_id` varchar(255) COLLATE utf8_unicode_ci NOT NULL COMMENT 课程分类ID,
  `course_content_id` varchar(32) COLLATE utf8_unicode_ci NOT NULL COMMENT 课程内容ID,
  `resource_management_id` varchar(32) COLLATE utf8_unicode_ci NOT NULL COMMENT 实验主键ID,
  `resource_management_name` varchar(100) COLLATE utf8_unicode_ci NOT NULL COMMENT 实验名称,
  `resource_management_desc` varchar(200) COLLATE utf8_unicode_ci DEFAULT NULL COMMENT 描述,
  `create_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP COMMENT 创建时间,
  `experimental_time` varchar(255) COLLATE utf8_unicode_ci NOT NULL COMMENT 实验时长,
  `resource_order` int(255) NOT NULL COMMENT 文档顺序,
  PRIMARY KEY (`id`),
  UNIQUE KEY `UNIQUE_VIDEONAME` (`resource_management_name`,`course_content_id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci COMMENT=实验基本信息表;

#
# Data for table "experiment_teaching_plan"
#

INSERT INTO `experiment_teaching_plan` VALUES (27421b344b7242a980e139dd3c25f11e,5b3fb1014c62492cb2193686bdf90d45,ass,assss,2019-01-10 16:22:27),(assssss,27adf7cee44347b4847943c1548887c4,my_test,my_test,2019-04-05 11:23:42),(ferhh,gfjtjtjtr,在哪?,deswrtyuio,0000-00-00 00:00:00);

DROP TABLE IF EXISTS `experiment_teaching_plan_resource_line`;
CREATE TABLE `experiment_teaching_plan_resource_line` (
  `id` int(11) NOT NULL AUTO_INCREMENT COMMENT 自增ID,
  `resource_line_id` varchar(32) NOT NULL COMMENT 中间表ID,
  `teaching_plan_id` varchar(32) NOT NULL COMMENT 课程教学计划表主键ID,
  `resource_management_id` varchar(32) NOT NULL COMMENT 课程资源表主键ID,
  PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8 COMMENT=课程教学计划和资料库关联;

DROP TABLE IF EXISTS `course_resource_study`;
CREATE TABLE `course_resource_study` (
  `id` int(11) NOT NULL AUTO_INCREMENT,
  `student_id` varchar(32) CHARACTER SET utf8 COLLATE utf8_unicode_ci NOT NULL COMMENT 学生ID,
  `resource_management_id` varchar(32) CHARACTER SET utf8 COLLATE utf8_unicode_ci NOT NULL COMMENT 实验ID,
  `course_content_id` varchar(32) CHARACTER SET utf8 COLLATE utf8_unicode_ci NOT NULL COMMENT 实验内容ID,
  `experiment_summary` longtext COMMENT 实验总结,
  `create_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP COMMENT 创建时间,
  `update_time` timestamp NULL DEFAULT NULL COMMENT 更新时间,
  PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8 COMMENT=学生实验学习关系表;
View Code

  写好之后把这段mysql代码在mysql服务器上运行,之后用这段python代码查询。

  结果如下:

技术图片

   可以看到,包含大量重复父级数据的查询(这次数据量有80104条)会严重影响查询效率,如果数据量再大一些,或者查询级数再深一些,可能就会彻底堵死整个http请求,使某个客户端得不到回应。

  如果考虑到mybatis的collection查询比分级查询快的情况,数据量事实上小得不值一提了(这个例子有80000条数据,稍微有点用的网站储存的数据可能都不止一点)

  所以Mybatis的这种collection查询功能不是特别推荐(应该说凡是大数据量的系统都不应该用这种查询),分开查代码会麻烦一些,但是后期数据量上来的话性能占优。

  有时间的话,再测试一下Hibernates这种用缓存的系统会使用哪种机制查询。

mybatis的collection查询问题以及使用原生解决方案的结果

标签:rop   nod   form   install   ldb   charset   join   dom   unicode   

原文地址:https://www.cnblogs.com/dgutfly/p/10668141.html

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