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MySQL分庫分表的示例分析

發布時間:2021-09-08 13:42:20 來源:億速云 閱讀:170 作者:小新 欄目:開發技術

這篇文章主要為大家展示了“MySQL分庫分表的示例分析”,內容簡而易懂,條理清晰,希望能夠幫助大家解決疑惑,下面讓小編帶領大家一起研究并學習一下“MySQL分庫分表的示例分析”這篇文章吧。

    一、目標

    本文將完成如下目標:

    • 分表數量: 256    分庫數量: 4

    • 以用戶ID(user_id) 為數據庫分片Key

    • 最后測試訂單創建,更新,刪除, 單訂單號查詢,根據user_id查詢列表操作。

    架構圖:

    MySQL分庫分表的示例分析

    表結構如下:

    CREATE TABLE `order_XXX` (
      `order_id` bigint(20) unsigned NOT NULL,
      `user_id` int(11) DEFAULT '0' COMMENT '訂單id',
      `status` int(11) DEFAULT '0' COMMENT '訂單狀態',
      `booking_date` datetime DEFAULT NULL,
      `create_time` datetime DEFAULT NULL,
      `update_time` datetime DEFAULT NULL,
      PRIMARY KEY (`order_id`),
      KEY `idx_user_id` (`user_id`),
      KEY `idx_bdate` (`booking_date`),
      KEY `idx_ctime` (`create_time`),
      KEY `idx_utime` (`update_time`)
    ) ENGINE=InnoDB DEFAULT CHARSET=utf8;

    注:  000<= XXX <= 255, 本文重點在于分庫分表實踐, 只保留具有代表性字段,其它場景可以在此基礎上做改進。

    全局唯一ID設計

    要求:1.全局唯一 2:粗略有序 3:可反解出庫編號

    • 1bit + 39bit時間差 + 8bit機器號 + 8bit用戶編號(庫號) + 8bit自增序列

    訂單號組成項保留字段毫秒級時間差機器數用戶編號(表編號)自增序列
    所占字節(單位bit)139888

    單機最大QPS: 256000 使用壽命: 17年

    二、環境準備

    1、基本信息

    版本備注
    SpringBoot2.1.10.RELEASE
    Mango1.6.16wiki地址:https://github.com/jfaster/mango
    HikariCP3.2.0
    Mysql5.7測試使用docker一鍵搭建

    2、數據庫環境準備

    進入mysql:

    #主庫
     mysql -h 172.30.1.21 -uroot -pbytearch
    
    #從庫
     mysql -h 172.30.1.31 -uroot -pbytearch

    進入容器

    #主
    docker exec -it db_1_master /bin/bash
    
    #從
    docker exec -it db_1_slave /bin/bash

    查看運行狀態

    #主
    docker exec db_1_master sh -c 'mysql -u root -pbytearch -e "SHOW MASTER STATUS \G"'
    #從
    docker exec db_1_slave sh -c 'mysql -u root -pbytearch -e "SHOW SLAVE STATUS \G"'

    3、建庫 & 導入分表

    (1)在mysql master實例分別建庫

    172.30.1.21(   o rder_db_ 1) ,  172.30.1.22( order_db_2) ,

    172.30.1.23( ord er_db_3) ,   172.30.1.24( order_db_4 )

    (2)依次導入建表SQL 命令為

    mysql -uroot -pbytearch -h272.30.1.21 order_db_1<fast-cloud-mysql-sharding/doc/sql/order_db_1.sql;
    mysql -uroot -pbytearch -h272.30.1.22 order_db_2<fast-cloud-mysql-sharding/doc/sql/order_db_2.sql;
    mysql -uroot -pbytearch -h272.30.1.23 order_db_3<fast-cloud-mysql-sharding/doc/sql/order_db_3.sql;
    mysql -uroot -pbytearch -h272.30.1.24 order_db_4<fast-cloud-mysql-sharding/doc/sql/order_db_4.sql;

    三、配置&實踐

    1、pom文件  

     <!-- mango 分庫分表中間件 --> 
                <dependency>
                    <groupId>org.jfaster</groupId>
                    <artifactId>mango-spring-boot-starter</artifactId>
                    <version>2.0.1</version>
                </dependency>
             
                 <!-- 分布式ID生成器 -->
                <dependency>
                    <groupId>com.bytearch</groupId>
                    <artifactId>fast-cloud-id-generator</artifactId>
                    <version>${version}</version>
                </dependency>
    
                <!-- https://mvnrepository.com/artifact/mysql/mysql-connector-java -->
                <dependency>
                    <groupId>mysql</groupId>
                    <artifactId>mysql-connector-java</artifactId>
                    <version>6.0.6</version>
                </dependency>

    2、常量配置

    package com.bytearch.fast.cloud.mysql.sharding.common;
    
    /**
     * 分庫分表策略常用常量
     */
    public class ShardingStrategyConstant {
        /**
         * database 邏輯名稱 ,真實庫名為 order_db_XXX
         */
        public static final String LOGIC_ORDER_DATABASE_NAME = "order_db";
        /**
         * 分表數 256,一旦確定不可更改
         */
        public static final int SHARDING_TABLE_NUM = 256;
    
        /**
         * 分庫數, 不建議更改, 可以更改,但是需要DBA遷移數據
         */
        public static final int SHARDING_DATABASE_NODE_NUM = 4;
    }

    3、yml 配置

    4主4從數據庫配置, 這里僅測試默認使用root用戶密碼,生產環境不建議使用root用戶。

    mango:
      scan-package: com.bytearch.fast.cloud.mysql.sharding.dao
      datasources:
        - name: order_db_1
          master:
            driver-class-name: com.mysql.cj.jdbc.Driver
            jdbc-url: jdbc:mysql://172.30.1.21:3306/order_db_1?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
            user-name: root
            password: bytearch
            maximum-pool-size: 10
            connection-timeout: 3000
          slaves:
            - driver-class-name: com.mysql.cj.jdbc.Driver
              jdbc-url: jdbc:mysql://172.30.1.31:3306/order_db_1?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
              user-name: root
              password: bytearch
              maximum-pool-size: 10
              connection-timeout: 3000
        - name: order_db_2
          master:
            driver-class-name: com.mysql.cj.jdbc.Driver
            jdbc-url: jdbc:mysql://172.30.1.22:3306/order_db_2?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
            user-name: root
            password: bytearch
            maximum-pool-size: 10
            connection-timeout: 3000
          slaves:
            - driver-class-name: com.mysql.cj.jdbc.Driver
              jdbc-url: jdbc:mysql://172.30.1.32:3306/order_db_2?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
              user-name: root
              password: bytearch
              maximum-pool-size: 10
              connection-timeout: 3000
        - name: order_db_3
          master:
            driver-class-name: com.mysql.cj.jdbc.Driver
            jdbc-url: jdbc:mysql://172.30.1.23:3306/order_db_3?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
            user-name: root
            password: bytearch
            maximum-pool-size: 10
            connection-timeout: 3000
          slaves:
            - driver-class-name: com.mysql.cj.jdbc.Driver
              jdbc-url: jdbc:mysql://172.30.1.33:3306/order_db_3?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
              user-name: root
              password: bytearch
              maximum-pool-size: 10
              connection-timeout: 3000
        - name: order_db_4
          master:
            driver-class-name: com.mysql.cj.jdbc.Driver
            jdbc-url: jdbc:mysql://172.30.1.24:3306/order_db_4?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
            user-name: root
            password: bytearch
            maximum-pool-size: 10
            connection-timeout: 3000
          slaves:
            - driver-class-name: com.mysql.cj.jdbc.Driver
              jdbc-url: jdbc:mysql://172.30.1.34:3306/order_db_4?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedState&connectTimeout=1000&socketTimeout=5000&useSSL=false
              user-name: root
              password: bytearch
              maximum-pool-size: 10
              connection-timeout: 300

    4、分庫分表策略

    1). 根據order_id為shardKey分庫分表策略

    package com.bytearch.fast.cloud.mysql.sharding.strategy;
    
    import com.bytearch.fast.cloud.mysql.sharding.common.ShardingStrategyConstant;
    import com.bytearch.id.generator.IdEntity;
    import com.bytearch.id.generator.SeqIdUtil;
    import org.jfaster.mango.sharding.ShardingStrategy;
    
    /**
     * 訂單號分庫分表策略
     */
    public class OrderIdShardingStrategy implements ShardingStrategy<Long, Long> {
        @Override
        public String getDataSourceFactoryName(Long orderId) {
            if (orderId == null || orderId < 0L) {
                throw new IllegalArgumentException("order_id is invalid!");
            }
            IdEntity idEntity = SeqIdUtil.decodeId(orderId);
            if (idEntity.getExtraId() >= ShardingStrategyConstant.SHARDING_TABLE_NUM) {
                throw new IllegalArgumentException("sharding table Num is invalid, tableNum:" + idEntity.getExtraId());
            }
            //1. 計算步長
            int step = ShardingStrategyConstant.SHARDING_TABLE_NUM / ShardingStrategyConstant.SHARDING_DATABASE_NODE_NUM;
            //2. 計算出庫編號
            long dbNo = Math.floorDiv(idEntity.getExtraId(), step) + 1;
            //3. 返回數據源名
            return String.format("%s_%s", ShardingStrategyConstant.LOGIC_ORDER_DATABASE_NAME, dbNo);
        }
    
        @Override
        public String getTargetTable(String logicTableName, Long orderId) {
            if (orderId == null || orderId < 0L) {
                throw new IllegalArgumentException("order_id is invalid!");
            }
            IdEntity idEntity = SeqIdUtil.decodeId(orderId);
            if (idEntity.getExtraId() >= ShardingStrategyConstant.SHARDING_TABLE_NUM) {
                throw new IllegalArgumentException("sharding table Num is invalid, tableNum:" + idEntity.getExtraId());
            }
            // 基于約定,真實表名為 logicTableName_XXX, XXX不足三位補0
            return String.format("%s_%03d", logicTableName, idEntity.getExtraId());
        }
    }

    2). 根據user_id 為shardKey分庫分表策略

    package com.bytearch.fast.cloud.mysql.sharding.strategy;
    
    import com.bytearch.fast.cloud.mysql.sharding.common.ShardingStrategyConstant;
    import org.jfaster.mango.sharding.ShardingStrategy;
    
    /**
     * 指定分片KEY 分庫分表策略
     */
    public class UserIdShardingStrategy implements ShardingStrategy<Integer, Integer> {
    
        @Override
        public String getDataSourceFactoryName(Integer userId) {
            //1. 計算步長 即單庫放得表數量
            int step = ShardingStrategyConstant.SHARDING_TABLE_NUM / ShardingStrategyConstant.SHARDING_DATABASE_NODE_NUM;
            //2. 計算出庫編號
            long dbNo = Math.floorDiv(userId % ShardingStrategyConstant.SHARDING_TABLE_NUM, step) + 1;
            //3. 返回數據源名
            return String.format("%s_%s", ShardingStrategyConstant.LOGIC_ORDER_DATABASE_NAME, dbNo);
        }
    
        @Override
        public String getTargetTable(String logicTableName, Integer userId) {
            // 基于約定,真實表名為 logicTableName_XXX, XXX不足三位補0
            return String.format("%s_%03d", logicTableName, userId % ShardingStrategyConstant.SHARDING_TABLE_NUM);
        }
    }

    5、dao層編寫

    1). OrderPartitionByIdDao

    package com.bytearch.fast.cloud.mysql.sharding.dao;
    
    import com.bytearch.fast.cloud.mysql.sharding.common.ShardingStrategyConstant;
    import com.bytearch.fast.cloud.mysql.sharding.pojo.entity.OrderEntity;
    import com.bytearch.fast.cloud.mysql.sharding.strategy.OrderIdShardingStrategy;
    import org.jfaster.mango.annotation.*;
    
    @DB(name = ShardingStrategyConstant.LOGIC_ORDER_DATABASE_NAME, table = "order")
    @Sharding(shardingStrategy = OrderIdShardingStrategy.class)
    public interface OrderPartitionByIdDao {
    
        @SQL("INSERT INTO #table (order_id, user_id, status, booking_date, create_time, update_time) VALUES" +
                "(:orderId,:userId,:status,:bookingDate,:createTime,:updateTime)"
        )
        int insertOrder(@TableShardingBy("orderId") @DatabaseShardingBy("orderId") OrderEntity orderEntity);
    
        @SQL("UPDATE #table set update_time = now()" +
                "#if(:bookingDate != null),booking_date = :bookingDate #end " +
                "#if (:status != null), status = :status #end" +
                "WHERE order_id = :orderId"
        )
        int updateOrderByOrderId(@TableShardingBy("orderId") @DatabaseShardingBy("orderId") OrderEntity orderEntity);
    
    
        @SQL("SELECT * FROM #table WHERE order_id = :1")
        OrderEntity getOrderById(@TableShardingBy @DatabaseShardingBy Long orderId);
    
        @SQL("SELECT * FROM #table WHERE order_id = :1")
        @UseMaster
        OrderEntity getOrderByIdFromMaster(@TableShardingBy @DatabaseShardingBy Long orderId);

    6、單元測試

    @SpringBootTest(classes = {Application.class})
    @RunWith(SpringJUnit4ClassRunner.class)
    public class ShardingTest {
        @Autowired
        OrderPartitionByIdDao orderPartitionByIdDao;
    
        @Autowired
        OrderPartitionByUserIdDao orderPartitionByUserIdDao;
    
        @Test
        public void testCreateOrderRandom() {
            for (int i = 0; i < 20; i++) {
                int userId = ThreadLocalRandom.current().nextInt(1000,1000000);
                OrderEntity orderEntity = new OrderEntity();
                orderEntity.setOrderId(SeqIdUtil.nextId(userId % ShardingStrategyConstant.SHARDING_TABLE_NUM));
                orderEntity.setStatus(1);
                orderEntity.setUserId(userId);
                orderEntity.setCreateTime(new Date());
                orderEntity.setUpdateTime(new Date());
                orderEntity.setBookingDate(new Date());
                int ret = orderPartitionByIdDao.insertOrder(orderEntity);
                Assert.assertEquals(1, ret);
            }
        }
    
        @Test
        public void testOrderAll() {
            //insert
            int userId = ThreadLocalRandom.current().nextInt(1000,1000000);
            OrderEntity orderEntity = new OrderEntity();
            orderEntity.setOrderId(SeqIdUtil.nextId(userId % ShardingStrategyConstant.SHARDING_TABLE_NUM));
            orderEntity.setStatus(1);
            orderEntity.setUserId(userId);
            orderEntity.setCreateTime(new Date());
            orderEntity.setUpdateTime(new Date());
            orderEntity.setBookingDate(new Date());
            int i = orderPartitionByIdDao.insertOrder(orderEntity);
            Assert.assertEquals(1, i);
    
            //get from master
            OrderEntity orderInfo = orderPartitionByIdDao.getOrderByIdFromMaster(orderEntity.getOrderId());
            Assert.assertNotNull(orderInfo);
            Assert.assertEquals(orderInfo.getOrderId(), orderEntity.getOrderId());
    
            //get from slave
            OrderEntity slaveOrderInfo = orderPartitionByIdDao.getOrderById(orderEntity.getOrderId());
            Assert.assertNotNull(slaveOrderInfo);
            //update
            OrderEntity updateEntity = new OrderEntity();
            updateEntity.setOrderId(orderInfo.getOrderId());
            updateEntity.setStatus(2);
            updateEntity.setUpdateTime(new Date());
            int affectRows = orderPartitionByIdDao.updateOrderByOrderId(updateEntity);
            Assert.assertTrue( affectRows > 0);
        }
    
        @Test
        public void testGetListByUserId() {
            int userId = ThreadLocalRandom.current().nextInt(1000,1000000);
            for (int i = 0; i < 5; i++) {
                OrderEntity orderEntity = new OrderEntity();
                orderEntity.setOrderId(SeqIdUtil.nextId(userId % ShardingStrategyConstant.SHARDING_TABLE_NUM));
                orderEntity.setStatus(1);
                orderEntity.setUserId(userId);
                orderEntity.setCreateTime(new Date());
                orderEntity.setUpdateTime(new Date());
                orderEntity.setBookingDate(new Date());
                orderPartitionByIdDao.insertOrder(orderEntity);
            }
            try {
                //防止主從延遲引起的校驗錯誤
                Thread.sleep(1000);
            } catch (InterruptedException e) {
                e.printStackTrace();
            }
            List<OrderEntity> orderListByUserId = orderPartitionByUserIdDao.getOrderListByUserId(userId);
            Assert.assertNotNull(orderListByUserId);
            Assert.assertTrue(orderListByUserId.size() == 5);
        }
    }

    大功告成:

    MySQL分庫分表的示例分析

    以上是“MySQL分庫分表的示例分析”這篇文章的所有內容,感謝各位的閱讀!相信大家都有了一定的了解,希望分享的內容對大家有所幫助,如果還想學習更多知識,歡迎關注億速云行業資訊頻道!

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