1 Star 1 Fork 1

wujiawei / wu-compare-orm-demo

Create your Gitee Account
Explore and code with more than 12 million developers,Free private repositories !:)
Sign up
Clone or Download
contribute
Sync branch
Cancel
Notice: Creating folder will generate an empty file .keep, because not support in Git
Loading...
README
Apache-2.0

迁移到(https://gitee.com/wujiawei1207537021/spring-orm-integration-compare)

orm框架使用性能比较

比较mybatis-plus、lazy、sqltoy、mybatis-flex、easy-query、mybatis-mp、jpa、dbvisitor、beetlsql操作数据

环境:

idea 
jdk17
spring boot 3.0.7
mysql 8.0

测试条件常规对象

orm 框架 是否支持xml 是否支持 Lambda 对比版本 编码方式
mybatis ☑️ ☑️ 3.5.4 lambda +xml 优化
sqltoy ☑️ ☑️ 5.2.98 lambda
lazy ✖️ ☑️ 1.2.4-JDK17-SNAPSHOT lambda
mybatis-flex ☑️ ☑️ 1.8.0 lambda +xml 优化
easy-query ✖️ ☑️ 1.10.31 lambda
mybatis-mp ☑️ ☑️ 1.4.1 xml 优化
jpa ☑️ ☑️ 3.0.7 ----------------------
dbvisitor ☑️ ☑️ 5.4.1 xml 优化
beetlsql 支持md ☑️ 3.26.0-RELEASE insert ignore into 优化

数据库表(含有唯一性索引s_u)

CREATE TABLE `sys_user`
(
    `column_name` varchar(255) COLLATE utf8mb4_general_ci DEFAULT NULL COMMENT '额外字段',
    `create_time` datetime                                DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '创建时间',
    `id`          bigint NOT NULL AUTO_INCREMENT COMMENT '用户ID',
    `is_deleted`  tinyint(1) DEFAULT NULL COMMENT 'null',
    `password`    varchar(255) COLLATE utf8mb4_general_ci DEFAULT NULL COMMENT '密码',
    `scope`       varchar(255) COLLATE utf8mb4_general_ci DEFAULT NULL COMMENT 'null',
    `status`      tinyint(1) DEFAULT NULL COMMENT '状态',
    `update_time` datetime                                DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间',
    `username`    varchar(255) COLLATE utf8mb4_general_ci DEFAULT NULL COMMENT '用户名',
    PRIMARY KEY (`id`) USING BTREE,
    UNIQUE KEY `s_u` (`scope`,`username`)
) ENGINE=InnoDB AUTO_INCREMENT=9223371632070323791 DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_general_ci;

比较方法:增加、修改、删除、分页查询(当前项目暂时只比较批量新增和分页)

项目设计

  • 声明 ORMRepository 接口提供对应增删改查方法 ORMRepository.png

  • 声明 ORMComparisonRepository接口 继承 ORMRepository 下游由不同ORM实现

  • 声明 SysUserRepository 接口 继承 ORMRepository 用于循环调用不同orm实现方法执行方法测试产生测试结果

  • 声明抽象类 SysUserRepositoryAbstractRecord 继承 ORMComparisonRepository 并且提供对应的框架执行结果存储 SysUserRepositoryAbstractRecord.png

  • 不同ORM框架mybatis-plus、sqltoy、Lazy、easy-query、mybatis-mp 创建 ORMComparisonRepository 的实现

  • Repository.png

  • 不同 ORM 操作数据的实现

batchStory_calls.png

测试条件 批量插入数据 10、100、1000、10000、100000 ,分页查询数据 10、100、1000、10000、100000

项目启动后使用浏览器打开 http://localhost:1003/sys/user/run-compare

测试条件(细节比较) 批量插入数据 1~10000,分页查询数据 1~10000

项目启动后使用浏览器打开 http://localhost:1003/sys/user/run-particulars-compare

测试执行过程

清空需要插入表中所有数据
通过三种ORM框架进行数据批量新增、而后进行分页查询,记录消耗时间,输出md文档

查看结果曲线图

result_line.png

测试结果(结果只提供参考)

MYBATIS_FLEX(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 25毫秒 18毫秒 73毫秒 671毫秒 6653毫秒
MYBATIS(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 51毫秒 28毫秒 84毫秒 601毫秒 5963毫秒
LAZY(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 4毫秒 12毫秒 48毫秒 353毫秒 3512毫秒
MYBATIS_MP(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 8毫秒 16毫秒 66毫秒 589毫秒 6060毫秒
DB_VISITOR(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 67毫秒 155毫秒 897毫秒 8368毫秒 82348毫秒
JPA(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 67毫秒 64毫秒 952毫秒 8608毫秒 95946毫秒
EASY_QUERY(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 58毫秒 91毫秒 395毫秒 1608毫秒 15802毫秒
SQLTOY(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 35毫秒 36毫秒 173毫秒 1540毫秒 15167毫秒
BEETL_SQL(batchStory) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 187毫秒 106毫秒 260毫秒 1713毫秒 16778毫秒
MYBATIS_FLEX(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 28毫秒 8毫秒 19毫秒 113毫秒 865毫秒
MYBATIS(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 26毫秒 7毫秒 20毫秒 98毫秒 732毫秒
LAZY(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 5毫秒 5毫秒 9毫秒 71毫秒 474毫秒
MYBATIS_MP(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 28毫秒 5毫秒 16毫秒 89毫秒 752毫秒
DB_VISITOR(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 14毫秒 4毫秒 9毫秒 50毫秒 424毫秒
JPA(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 85毫秒 11毫秒 49毫秒 117毫秒 805毫秒
EASY_QUERY(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 39毫秒 9毫秒 22毫秒 60毫秒 474毫秒
SQLTOY(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 23毫秒 4毫秒 10毫秒 45毫秒 249毫秒
BEETL_SQL(findPage) 影响行数:10 影响行数:100 影响行数:1000 影响行数:10000 影响行数:100000
执行时间: 43毫秒 13毫秒 21毫秒 76毫秒 633毫秒

写在最后

经过将近一周时间的框架收集、学习、实验、编码、测试市面上常见的ORM框架,过程中拜读了很多作者的博文、样例,学习很多收获很多。 重新梳理下整理的框架:mybatis-plus、lazy、sqltoy、mybatis-flex、easy-query、mybatis-mp、jpa、dbvisitor、beetlsql

下面从一下几点出发作出总结
  • 文档方面:学习过程中mybatis-plus、jpa 提供的文档资料是比较全和晚上,经得住市场的考验
  • 技术方面:beetlsql、easy-query、mybatis系列 三类框架都已经支持spring 和solon生态 其技术架构设计可以推荐大家学习
  • 并发方面:jpa、db_visitor 还需要开发时候深度优化处理
  • 大数据存储方面: Lazy 具有一定优势 大数据查询方面:sqltoy反射处理的比较优秀

以上是个人整理的观点,如果大家有不同的想法和意见可以在gitee或者个人博客留言CSDN

细节数据对比(一万以内基本相差不大)
  • 细节数据对比,数据属于并发行测试数据,如果测试总数是一百,那么会执行一百次batchStory,一百次findPage 每次执行的条数在之前数据的基础上+1
从形成的折线图看(具体趋势看排名与测试结果)
  • 存储性能对比: lazy、mybatis-flex、mybatis-mp、mybatis-plus、easy-query、sqltoy、beetlSql 更适合并发性数据存储。jpa、db_visitor 处理耗时较长
  • 分页查询性能对比: lazy、mybatis-flex、mybatis-mp、mybatis-plus、easy-query、sqltoy、db_visitor、beetlSql 都比较稳定。jpa 处理时间明显起伏

particularsBatchStory.png particularsFindPage.png

批量保存:
  • 一万条数据以内 lazy、mybatis-flex、mybatis-mp、mybatis-plus、easy-query、sqltoy、beetlSql、jpa、db_visitor 性能趋于一致
  • 十万数据时,处理时间由快到慢依次是: lazy、mybatis-flex、mybatis-mp、mybatis-plus、easy-query、sqltoy、beetlSql、db_visitor、jpa,其中 db_visitor、jpa 处理时间明显起伏
分页查询:
  • 一万条数据以内 几款ORM均保持在200毫秒内
  • 十万数据时,处理时间由快到慢依次是: sqltoy、db_visitor、easy-query、lazy、beetlSql、mybatis-plus、mybatis-mp、jpa、mybatis-flex

快速数据对比(大数据曲线图)

batchStory.png

findPage.png

当前项目地址

lazy-orm地址

mybatis地址

sqltoy地址

mybatis-flex地址

easy-query地址

mybatis-mp地址

dbvisitor地址

beetlsql地址

Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright [yyyy] [name of copyright owner] Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

About

orm框架使用Lambda性能比较 expand collapse
Java and 3 more languages
Apache-2.0
Cancel

Releases

No release

Contributors

All

Activities

Load More
can not load any more
1
https://gitee.com/wujiawei1207537021/wu-compare-orm-demo.git
git@gitee.com:wujiawei1207537021/wu-compare-orm-demo.git
wujiawei1207537021
wu-compare-orm-demo
wu-compare-orm-demo
master

Search

53164aa7 5694891 3bd8fe86 5694891