- 文档中心
- 关于 TiDB
- 快速上手
- 部署标准集群
- 数据迁移
- 运维操作
- 监控与告警
- 故障诊断
- 性能调优
- 系统调优
- 软件调优
- SQL 性能调优
- SQL 性能调优概览
- 理解 TiDB 执行计划
- SQL 优化流程
- 控制执行计划
- 教程
- TiDB 工具
- 功能概览
- 适用场景
- 工具下载
- TiUP
- TiDB Operator
- Dumpling
- TiDB Lightning
- TiDB Data Migration
- Backup & Restore (BR)
- TiDB Binlog
- TiCDC
- TiUniManager
- sync-diff-inspector
- TiSpark
- 参考指南
- 架构
- 监控指标
- 安全加固
- 权限
- SQL
- SQL 语言结构和语法
- SQL 语句
ADD COLUMN
ADD INDEX
ADMIN
ADMIN CANCEL DDL
ADMIN CHECKSUM TABLE
ADMIN CHECK [TABLE|INDEX]
ADMIN SHOW DDL [JOBS|QUERIES]
ALTER DATABASE
ALTER INDEX
ALTER INSTANCE
ALTER TABLE
ALTER USER
ANALYZE TABLE
BACKUP
BEGIN
CHANGE COLUMN
CHANGE DRAINER
CHANGE PUMP
COMMIT
CREATE [GLOBAL|SESSION] BINDING
CREATE DATABASE
CREATE INDEX
CREATE ROLE
CREATE SEQUENCE
CREATE TABLE LIKE
CREATE TABLE
CREATE USER
CREATE VIEW
DEALLOCATE
DELETE
DESC
DESCRIBE
DO
DROP [GLOBAL|SESSION] BINDING
DROP COLUMN
DROP DATABASE
DROP INDEX
DROP ROLE
DROP SEQUENCE
DROP STATS
DROP TABLE
DROP USER
DROP VIEW
EXECUTE
EXPLAIN ANALYZE
EXPLAIN
FLASHBACK TABLE
FLUSH PRIVILEGES
FLUSH STATUS
FLUSH TABLES
GRANT <privileges>
GRANT <role>
INSERT
KILL [TIDB]
LOAD DATA
LOAD STATS
MODIFY COLUMN
PREPARE
RECOVER TABLE
RENAME INDEX
RENAME TABLE
REPLACE
RESTORE
REVOKE <privileges>
REVOKE <role>
ROLLBACK
SELECT
SET DEFAULT ROLE
SET [NAMES|CHARACTER SET]
SET PASSWORD
SET ROLE
SET TRANSACTION
SET [GLOBAL|SESSION] <variable>
SHOW [BACKUPS|RESTORES]
SHOW ANALYZE STATUS
SHOW [GLOBAL|SESSION] BINDINGS
SHOW BUILTINS
SHOW CHARACTER SET
SHOW COLLATION
SHOW [FULL] COLUMNS FROM
SHOW CONFIG
SHOW CREATE SEQUENCE
SHOW CREATE TABLE
SHOW CREATE USER
SHOW DATABASES
SHOW DRAINER STATUS
SHOW ENGINES
SHOW ERRORS
SHOW [FULL] FIELDS FROM
SHOW GRANTS
SHOW INDEX [FROM|IN]
SHOW INDEXES [FROM|IN]
SHOW KEYS [FROM|IN]
SHOW MASTER STATUS
SHOW PLUGINS
SHOW PRIVILEGES
SHOW [FULL] PROCESSSLIST
SHOW PROFILES
SHOW PUMP STATUS
SHOW SCHEMAS
SHOW STATS_HEALTHY
SHOW STATS_HISTOGRAMS
SHOW STATS_META
SHOW STATUS
SHOW TABLE NEXT_ROW_ID
SHOW TABLE REGIONS
SHOW TABLE STATUS
SHOW [FULL] TABLES
SHOW [GLOBAL|SESSION] VARIABLES
SHOW WARNINGS
SHUTDOWN
SPLIT REGION
START TRANSACTION
TABLE
TRACE
TRUNCATE
UPDATE
USE
- 数据类型
- 函数与操作符
- 聚簇索引
- 约束
- 生成列
- SQL 模式
- 事务
- 垃圾回收 (GC)
- 视图
- 分区表
- 字符集和排序规则
- 系统表
mysql
- INFORMATION_SCHEMA
- Overview
ANALYZE_STATUS
CLIENT_ERRORS_SUMMARY_BY_HOST
CLIENT_ERRORS_SUMMARY_BY_USER
CLIENT_ERRORS_SUMMARY_GLOBAL
CHARACTER_SETS
CLUSTER_CONFIG
CLUSTER_HARDWARE
CLUSTER_INFO
CLUSTER_LOAD
CLUSTER_LOG
CLUSTER_SYSTEMINFO
COLLATIONS
COLLATION_CHARACTER_SET_APPLICABILITY
COLUMNS
DDL_JOBS
ENGINES
INSPECTION_RESULT
INSPECTION_RULES
INSPECTION_SUMMARY
KEY_COLUMN_USAGE
METRICS_SUMMARY
METRICS_TABLES
PARTITIONS
PROCESSLIST
SCHEMATA
SEQUENCES
SESSION_VARIABLES
SLOW_QUERY
STATISTICS
TABLES
TABLE_CONSTRAINTS
TABLE_STORAGE_STATS
TIDB_HOT_REGIONS
TIDB_INDEXES
TIDB_SERVERS_INFO
TIFLASH_REPLICA
TIKV_REGION_PEERS
TIKV_REGION_STATUS
TIKV_STORE_STATUS
USER_PRIVILEGES
VIEWS
METRICS_SCHEMA
- UI
- CLI
- 命令行参数
- 配置文件参数
- 系统变量
- 存储引擎
- 遥测
- 错误码
- 通过拓扑 label 进行副本调度
- 常见问题解答 (FAQ)
- 版本发布历史
- 发布版本汇总
- v5.0
- v4.0
- v3.1
- v3.0
- v2.1
- v2.0
- v1.0
- 术语表
你正在查看 TiDB 数据库的较旧版本 (TiDB v5.0) 的文档。
如何对 TiDB 进行 TPC-C 测试
本文介绍如何对 TiDB 进行 TPC-C 测试。
TPC-C 是一个对 OLTP(联机交易处理)系统进行测试的规范,使用一个商品销售模型对 OLTP 系统进行测试,其中包含五类事务:
- NewOrder – 新订单的生成
- Payment – 订单付款
- OrderStatus – 最近订单查询
- Delivery – 配送
- StockLevel – 库存缺货状态分析
在测试开始前,TPC-C Benchmark 规定了数据库的初始状态,也就是数据库中数据生成的规则,其中 ITEM 表中固定包含 10 万种商品,仓库的数量可进行调整,假设 WAREHOUSE 表中有 W 条记录,那么:
- STOCK 表中应有 W * 10 万条记录(每个仓库对应 10 万种商品的库存数据)
- DISTRICT 表中应有 W * 10 条记录(每个仓库为 10 个地区提供服务)
- CUSTOMER 表中应有 W * 10 * 3000 条记录(每个地区有 3000 个客户)
- HISTORY 表中应有 W * 10 * 3000 条记录(每个客户一条交易历史)
- ORDER 表中应有 W * 10 * 3000 条记录(每个地区 3000 个订单),并且最后生成的 900 个订单被添加到 NEW-ORDER 表中,每个订单随机生成 5 ~ 15 条 ORDER-LINE 记录。
我们将以 1000 WAREHOUSE 为例进行测试。
TPC-C 使用 tpmC 值(Transactions per Minute)来衡量系统最大有效吞吐量 (MQTh, Max Qualified Throughput),其中 Transactions 以 NewOrder Transaction 为准,即最终衡量单位为每分钟处理的新订单数。
本文使用 go-tpc 作为 TPC-C 测试实现,可以通过 TiUP 命令下载测试程序:
tiup install bench
关于 TiUP Bench 组件的详细用法可参考 TiUP Bench。
导入数据
导入数据通常是整个 TPC-C 测试中最耗时,也是最容易出问题的阶段。
在 shell 中运行 TiUP 命令:
tiup bench tpcc -H 172.16.5.140 -P 4000 -D tpcc --warehouses 1000 prepare
基于不同的机器配置,这个过程可能会持续几个小时。如果是小型集群,可以使用较小的 WAREHOUSE 值进行测试。
数据导入完成后,可以通过命令 tiup bench tpcc -H 172.16.5.140 -P 4000 -D tpcc --warehouses 4 check
验证数据正确性。
运行测试
运行测试的命令是:
tiup bench tpcc -H 172.16.5.140 -P 4000 -D tpcc --warehouses 1000 run
运行过程中控制台上会持续打印测试结果:
[Current] NEW_ORDER - Takes(s): 4.6, Count: 5, TPM: 65.5, Sum(ms): 4604, Avg(ms): 920, 90th(ms): 1500, 99th(ms): 1500, 99.9th(ms): 1500
[Current] ORDER_STATUS - Takes(s): 1.4, Count: 1, TPM: 42.2, Sum(ms): 256, Avg(ms): 256, 90th(ms): 256, 99th(ms): 256, 99.9th(ms): 256
[Current] PAYMENT - Takes(s): 6.9, Count: 5, TPM: 43.7, Sum(ms): 2208, Avg(ms): 441, 90th(ms): 512, 99th(ms): 512, 99.9th(ms): 512
[Current] STOCK_LEVEL - Takes(s): 4.4, Count: 1, TPM: 13.8, Sum(ms): 224, Avg(ms): 224, 90th(ms): 256, 99th(ms): 256, 99.9th(ms): 256
...
运行结束后,会打印测试统计结果:
[Summary] DELIVERY - Takes(s): 455.2, Count: 32, TPM: 4.2, Sum(ms): 44376, Avg(ms): 1386, 90th(ms): 2000, 99th(ms): 4000, 99.9th(ms): 4000
[Summary] DELIVERY_ERR - Takes(s): 455.2, Count: 1, TPM: 0.1, Sum(ms): 953, Avg(ms): 953, 90th(ms): 1000, 99th(ms): 1000, 99.9th(ms): 1000
[Summary] NEW_ORDER - Takes(s): 487.8, Count: 314, TPM: 38.6, Sum(ms): 282377, Avg(ms): 899, 90th(ms): 1500, 99th(ms): 1500, 99.9th(ms): 1500
[Summary] ORDER_STATUS - Takes(s): 484.6, Count: 29, TPM: 3.6, Sum(ms): 8423, Avg(ms): 290, 90th(ms): 512, 99th(ms): 1500, 99.9th(ms): 1500
[Summary] PAYMENT - Takes(s): 490.1, Count: 321, TPM: 39.3, Sum(ms): 144708, Avg(ms): 450, 90th(ms): 512, 99th(ms): 1000, 99.9th(ms): 1500
[Summary] STOCK_LEVEL - Takes(s): 487.6, Count: 41, TPM: 5.0, Sum(ms): 9318, Avg(ms): 227, 90th(ms): 512, 99th(ms): 1000, 99.9th(ms): 1000
测试完成之后,也可以运行 tiup bench tpcc -H 172.16.5.140 -P 4000 -D tpcc --warehouses 4 check
进行数据正确性验证。
清理测试数据
tiup bench tpcc -H 172.16.5.140 -P 4000 -D tpcc --warehouses 4 cleanup