使用 sync_diff_inspector 对两个 MySQL 进行数据校验


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信创搬运工 2023-03-01 10:54:11 48121
分类专栏: 资讯

一、sync-diff-inspector简介

sync-diff-inspector 是由 PingCAP 开源的数据校验工具,用于校验 MySQL/TiDB 中两份数据是否一致。
主要功能如下:
  • 对比表结构和数据

  • 如果数据不一致,则生成用于修复数据的 SQL 语句

  • 支持不同库名或表名的数据校验

  • 支持分库分表场景下的数据校验

  • 支持 TiDB 主从集群的数据校验

  • 支持从 TiDB DM 拉取配置的数据校验

sync-diff-inspector 的使用限制
  • 对于 MySQL 和 TiDB 之间的数据同步不支持在线校验,需要保证上下游校验的表中没有数据写入,或者保证某个范围内的数据不再变更,通过配置 range 来校验这个范围内的数据。

  • FLOAT、DOUBLE 等浮点数类型在 TiDB 和 MySQL 中的实现方式不同,在计算 checksum 时会分别取 6 位和 15 位有效数字。如果不使用该特性,需要设置 ignore-columns 忽略这些列的检查。

  • 支持对不包含主键或者唯一索引的表进行校验,但是如果数据不一致,生成的用于修复的 SQL 可能无法正确修复数据。

本文将介绍使用 sync-diff-inspector 工具对两个 MySQL 实例中的数据进行校验,两个 MySQL 实例之间使用 DTS 工具来同步数据。

二、sync-diff-inspector 工具下载安装

#sync-diff-inspector已集成在TiDB工具包中,直接下载TiDB工具包即可
shell> wget https://download.pingcap.org/tidb-community-toolkit-v6.4.0-linux-amd64.tar.gz
shell> tar zxvf tidb-community-toolkit-v6.4.0-linux-amd64.tar.gz
shell> ls -lh tidb-community-toolkit-v6.4.0-linux-amd64 | grep sync_diff_inspector
-rwxr-xr-x 1 tidb tidb 98M Nov 17 11:41 sync_diff_inspector
shell> ./sync_diff_inspector -V
App Name: sync_diff_inspector v2.0
Release Version: v6.4.0
Git Commit Hash: f7e65073b35538def61ae094cd4a8e57e705344b
Git Branch: heads/refs/tags/v6.4.0
UTC Build Time: 2022-11-04 07:21:08
Go Version: go1.19.2

三、sync-diff-inspector工具使用示例

1. 配置文件通用部分

shell> cat config.toml
check-thread-count = 4 # 检查数据的线程数量
export-fix-sql = true # 如果开启,若表数据存在不一致,则输出用于修复的SQL语句
check-struct-only = false # 只对比表结构而不对比数据
[data-sources]
[data-sources.mysql1] # 上游MySQL数据库配置(源端)
host = "10.186.65.57"
port = 3306
user = "sgy"
password = "admin"
route-rules = ["rule1"] # 映射匹配规则,通过配置相应的规则可以对单个、多个schema或table进行校验
# 如有多个rule时,可配置成 ["rule1", "rule2"]
[data-sources.mysql2] # 下游MySQL数据库配置(目标端)
host = "10.186.65.89"
port = 3309
user = "sgy"
password = "admin"
2. 基于 schema 的数据校验
  • 对单个 schema 进行数据校验
#映射匹配规则部分,需要将此部分放到置配置文件通用部分的后面
[routes] # 映射关系,如上下游schema不同名可在此配置
[routes.rule1]
schema-pattern = "sbtest" # 匹配上游数据库的的库名
target-schema = "sbtest" # 匹配下游数据库的库名

[task]
output-dir = "./output"
source-instances = ["mysql1"] # 上游数据库,内容是 data-sources 声明的唯一标识 id,分库分表场景下支持多个上游数据库,如:["mysql10", "mysql20"]
target-instance = "mysql2" # 下游数据库,内容是 data-sources 声明的唯一标识 id
target-check-tables = ["sbtest.*"] # 需要比对的下游数据库的表

# 进行数据校验
shell> ./sync_diff_inspector --config=./config.toml
A total of 8 tables need to be compared

Progress [>------------------------------------------------------------] 0% 0/0
Comparing the table structure of ``sbtest`.`sbtest4`` ... equivalent #表结构一致
Comparing the table structure of ``sbtest`.`sbtest5`` ... equivalent
.......................................................
Comparing the table data of ``sbtest`.`sbtest2`` ... equivalent #表中数据一致
Comparing the table data of ``sbtest`.`sbtest8`` ... equivalent
_____________________________________________________________________________
Progress [============================================================>] 100% 0/0
A total of 8 table have been compared and all are equal.
You can view the comparision details through './output/sync_diff.log'
  • 对多个 schema 进行数据校验
#由于对多个schema进行数据校验,routes包含了rule1、rule2,配置文件通用部分需要做以下修改
[data-sources.mysql1]
route-rules = ["rule1","rule2"]

#映射匹配规则部分,需要将此部分放到置配置文件通用部分的后面
[routes]
[routes.rule1]
schema-pattern = "sbtest*" #使用正则匹配sbtest开头的schema,如sbtest,sbtest1,sbtest2,sbtest3
target-schema = "sbtest*"

[routes.rule2]
schema-pattern = "sgy" #匹配schema:sgy
target-schema = "sgy"

[task]
output-dir = "./output"
source-instances = ["mysql1"] # 上游数据库,内容是 data-sources 声明的唯一标识 id,分库分表场景下支持多个上游数据库,如:["mysql10", "mysql20"]
target-instance = "mysql2" # 下游数据库,内容是 data-sources 声明的唯一标识 id
target-check-tables = [ "sbtest*.*","sgy.*"] #对源、目标实例中的sgy及以sbtest开头的schema所有表进行校验

#进行数据校验
shell> ./sync_diff_inspector --config=./config.toml
A total of 24 tables need to be compared

Progress [>------------------------------------------------------------] 0% 0/0
Comparing the table structure of ``sgy`.`sbtest2`` ... equivalent
Comparing the table data of ``sgy`.`sbtest2`` ... equivalent
.......................................................
Comparing the table data of ``sbtest`.`sbtest1`` ... equivalent
Comparing the table data of ``sbtest3`.`sbtest1`` ... equivalent
Comparing the table data of ``sbtest2`.`sbtest1`` ... equivalent
Comparing the table data of ``sbtest1`.`sbtest2`` ... equivalent
_____________________________________________________________________________
Progress [============================================================>] 100% 0/0
A total of 24 table have been compared and all are equal.
You can view the comparision details through './output/sync_diff.log'

3. 基于 table 的数据校验

  • 对单个 table 进行数据校验
#映射匹配规则部分,需要将此部分放到配置文件通用部分的后面
[routes]
[routes.rule1]
schema-pattern = "sbtest"
target-schema = "sbtest"

[task]
output-dir = "./output"
source-instances = ["mysql1"] # 上游数据库,内容是 data-sources 声明的唯一标识 id,分库分表场景下支持多个上游数据库,如:["mysql10", "mysql20"]
target-instance = "mysql2" # 下游数据库,内容是 data-sources 声明的唯一标识 id
target-check-tables = ["sbtest.sbtest1"] #只校验表:sbtest.sbtest1

#进行数据校验
shell> ./sync_diff_inspector --config=./config.toml
A total of 1 tables need to be compared

Progress [>------------------------------------------------------------] 0% 0/0
Comparing the table structure of ``sbtest`.`sbtest1`` ... equivalent
Comparing the table data of ``sbtest`.`sbtest1`` ... equivalent
_____________________________________________________________________________
Progress [============================================================>] 100% 0/0
A total of 1 table have been compared and all are equal.
You can view the comparision details through './output/sync_diff.log'
  • 对多个 table 进行数据校验
#对schema进行数据校验也是对多个table进行数据校验的一种,这里以指定多个具体表名为例
#由于对多个table进行数据校验,routes包含了rule1、rule2,配置文件通用部分需要做以下修改
[data-sources.mysql1]
route-rules = ["rule1","rule2"]

#映射匹配规则部分,需要将此部分放置到配置文件通用部分的后面
[routes]
[routes.rule1]
schema-pattern = "sbtest*"
target-schema = "sbtest*"

[routes.rule2]
schema-pattern = "sgy"
target-schema = "sgy"

[task]
output-dir = "./output"
source-instances = ["mysql1"] # 上游数据库,内容是 data-sources 声明的唯一标识 id,分库分表场景下支持多个上游数据库,如:["mysql10", "mysql20"]
target-instance = "mysql2" # 下游数据库,内容是 data-sources 声明的唯一标识 id
#只校验sbtest.sbtest8,sgy.sbtest4,sbtest1.sbtest1,sbtest2.sbtest2这四个表
target-check-tables = [ "sbtest.sbtest8","sgy.sbtest4","sbtest1.sbtest1","sbtest2.sbtest2"]

#进行数据校验
shell> ./sync_diff_inspector --config=./config.toml
A total of 4 tables need to be compared

Progress [>------------------------------------------------------------] 0% 0/0
Comparing the table structure of ``sbtest2`.`sbtest2`` ... equivalent
Comparing the table data of ``sbtest2`.`sbtest2`` ... equivalent
Comparing the table structure of ``sgy`.`sbtest4`` ... equivalent
Comparing the table structure of ``sbtest1`.`sbtest1`` ... equivalent
Comparing the table data of ``sgy`.`sbtest4`` ... equivalent
Comparing the table data of ``sbtest1`.`sbtest1`` ... equivalent
Comparing the table structure of ``sbtest`.`sbtest8`` ... equivalent
Comparing the table data of ``sbtest`.`sbtest8`` ... equivalent
_____________________________________________________________________________
Progress [============================================================>] 100% 0/0
A total of 4 table have been compared and all are equal.
You can view the comparision details through './output/sync_diff.log'
  • 对单表进行范围校验

#映射匹配规则部分,需要将此部分放置到配置文件通用部分的后面
[routes]
[routes.rule1]
schema-pattern = "sbtest"
target-schema = "sbtest"

[task]
output-dir = "./output"
source-instances = ["mysql1"] # 上游数据库,内容是 data-sources 声明的唯一标识 id,分库分表场景下支持多个上游数据库,如:["mysql10", "mysql20"]
target-instance = "mysql2" # 下游数据库,内容是 data-sources 声明的唯一标识 id
target-check-tables = ["sbtest.sbtest1"] # 指定校验目标实例上的sbtest.sbtest1表
target-configs = ["config1"] # 对部分表的额外配置

[table-configs.config1]
target-tables = ["sbtest.sbtest1"] # 指定校验目标实例上的sbtest.sbtest1表
range = "id > 10 AND id < 100" # 指定校验目标表的具体范围,相当于SQL中的where条件
#数据校验见数据修复功能部分

4. 数据修复功能

#为了演示数据修复,在目标端表中删除一些数据
shell> mysql -usgy -padmin -h 10.186.65.89 -P 3309 -e "delete from sbtest.sbtest1 where id in (11,22,33,44,55,66,77,88,99);"

# 使用对单表进行范围校验配置,对sbtest.sbtest1表进行范围校验
shell> ./sync_diff_inspector --config=./config.toml
A total of 1 tables need to be compared

Comparing the table structure of ``sbtest`.`sbtest1`` ... equivalent #sbtest.sbtest1表结构一致
Comparing the table data of ``sbtest`.`sbtest1`` ... failure #sbtest.sbtest1表数据有差异
_____________________________________________________________________________
Progress [============================================================>] 100% 0/0
The data of `sbtest`.`sbtest1` is not equal

The rest of tables are all equal.
The patch file has been generated in
'output/fix-on-mysql2/' # 生成修复SQL输出到此目录
You can view the comparision details through './output/sync_diff.log'

# 查看输出修复SQL
shell> cat output/fix-on-mysql2/sbtest\:sbtest1\:0\:0-0\:0.sql
-- table: sbtest.sbtest1
-- range in sequence: Full
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (11,50148,'69183965773-14680923687-92934799461-07606242492-78811530738-23241332728-92911647895-70477201282-85254929997-06214236905','33737501839-63208420999-35708593012-95906952636-68691055996');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (22,41538,'14140185946-16271766410-68340573738-46226480462-08989140676-29936780681-56784925909-45742390296-67137862436-18242076592','25112986220-19824650341-42825248958-70186905082-33867163574');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (33,50105,'48402160130-78797253227-05588677001-93556313541-39295466587-91364622063-58862572731-27837539373-64526858273-89372384747','72073637794-12055602042-16862397531-87496431032-85451396141');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (44,49917,'98096713237-15265478716-72025332919-62964308854-01270604715-12000922788-50929365082-43513513022-28543412388-57790852446','33907865533-62267179125-36062850111-84091551774-69847376840');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (55,50259,'68826640374-18002055907-53999869701-72145793168-90893177888-85273641163-24331745145-62755454379-79511152711-99618812770','02724012569-91405199011-30257626349-21678066897-42535351703');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (66,41995,'58396552954-26907336026-99506693837-77815822050-42927030403-40927779227-58101279219-11438233008-00344004393-35806649113','02348992414-65327666387-20632806790-74456238429-90933031209');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (77,49757,'73705207329-00308504929-05904865650-29498186065-09990420614-84131302024-40320022420-77358683577-34731688411-70665402097','92567035674-84728177369-79087155038-84461952379-45481760225');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (88,50497,'77112982215-98755241853-36424062009-45217742824-83650985380-60232607362-47569976121-30091332050-97996374956-97911403909','88977046077-43519705750-51246090615-77629911610-94055348738');
REPLACE INTO `sbtest`.`sbtest1`(`id`,`k`,`c`,`pad`) VALUES (99,49977,'63255973711-62890656114-72914458941-22277906368-32619356110-31219579310-16762665782-69578495131-76043317830-28240408380','08589883275-03392784968-00244590156-39735355951-95769933801');

#将生成的修复SQL导入目标库
shell> mysql -usgy -padmin -h 10.186.65.89 -P 3309 < output/fix-on-mysql2/sbtest\:sbtest1\:0\:0-0\:0.sql
mysql: [Warning] Using a password on the command line interface can be insecure.

#再次检验,发现数据已经一致
shell> ./sync_diff_inspector --config=./config.toml
A total of 1 tables need to be compared

Comparing the table structure of ``sbtest`.`sbtest1`` ... equivalent
Comparing the table data of ``sbtest`.`sbtest1`` ... equivalent
_____________________________________________________________________________
Progress [============================================================>] 100% 0/0
A total of 1 table have been compared and all are equal.
You can view the comparision details through './output/sync_diff.log'

四、相关问题

  • 修改配置文件后需要手动删除 outputDir 目录
shell> vim config.toml
shell> ./sync_diff_inspector --config=./config.toml #将output-dir删除即可解决
Fail to initialize config.
failed to init Task: config changes breaking the checkpoint, please use another outputDir and start over again!
  • 表建议使用 utf8mb4 字符集,不支持 MySQL8.0 的 utf8mb3 字符集
mysql> select @@version;
+-----------+
| @@version |
+-----------+
| 8.0.30 |
+-----------+
1 row in set (0.00 sec)

mysql> alter table sgy.sbtest4 CHARSET=utf8;
Query OK, 0 rows affected, 1 warning (0.01 sec)
Records: 0 Duplicates: 0 Warnings: 1

mysql> show create table sgy.sbtest4 \G
*************************** 1. row ***************************
Table: sbtest4
Create Table: CREATE TABLE `sbtest4` (
`id` int NOT NULL AUTO_INCREMENT,
`k` int NOT NULL DEFAULT '0',
`c` char(120) CHARACTER SET utf8mb4 COLLATE utf8mb4_bin NOT NULL DEFAULT '',
`pad` char(60) CHARACTER SET utf8mb4 COLLATE utf8mb4_bin NOT NULL DEFAULT '',
PRIMARY KEY (`id`),
KEY `k_4` (`k`)
) ENGINE=InnoDB AUTO_INCREMENT=100001 DEFAULT CHARSET=utf8mb3
1 row in set (0.00 sec)

#执行数据校验时报错
shell> ./sync_diff_inspector --config=./config.toml
There is something error when initialize diff, please check log info in output/sync_diff.log

#查看日志文件
shell> cat output/sync_diff.log |grep utf8mb3
[2023/02/19 11:13:04.980 +08:00] [FATAL] [main.go:120] ["failed to initialize diff process"] [error="get table sgy.sbtest4's information error [parser:1115]Unknown character set: 'utf8mb3'\ngithub.com/pingcap/errors.
更详细的使用说明,请参考 sync-diff-inspector 官方文档:https://docs.pingcap.com/zh/tidb/stable/sync-diff-inspector-overview

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