Amazon Aurora PostgreSQL 长运行时间查询管理

亚马逊云科技
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{"value":"#### **前言**\n\nAmazon Aurora PostgreSQL 兼容版 ([https://aws.amazon.com/cn/rds/aurora/features/](https://aws.amazon.com/cn/rds/aurora/features/)) 集群由一个主/写入器节点和一个区域中多达15个读取器节点组成。您可以将只读工作负载卸载到读取器节点以进行横向扩展读取。如果读取器节点正在访问主节点上具有大量事务活动的表,则在读取器节点上长时间运行的查询可能会导致冲突,并导致不良影响。\n\n\n\n本篇文章中,我们将探讨潜在的冲突,并分享在 Aurora PostgreSQL 上管理长时间运行的读取查询的最佳实践。\n\n\n#### **Amazon RDS 和 Aurora 之间的存储区别**\n\n在 Amazon Relational Database Service(Amazon RDS)for PostgreSQL ([https://aws.amazon.com/cn/rds/postgresql/](https://aws.amazon.com/cn/rds/postgresql/)) 中,每个只读副本实例都有自己的独立数据库副本,通过从主节点进行物理复制来保持同步。相比之下,Aurora PostgreSQL 中有一个由分布式存储引擎管理的单一共享数据库,该引擎冗余地存储在每个数据库计算实例所连接的六个存储节点上。下图显示了这两种方法的根本区别。\n\n![image.png](1)\n\n\nAurora 的共享存储模型具有许多优点,例如启动新读取器节点的时间极短,因为新实例只需通过网络连接到现有存储节点。但是,使用这种方法,与 Amazon RDS for PostgreSQL 相比,Aurora PostgreSQL 必须使同一页面的不同读取器节点的缓存副本更紧密地保持同步,因为 Aurora PostgreSQL 集群的所有节点只共享数据库的一个物理副本。\n\n\n\n#### **长时间运行的查询对 Aurora 读取器节点的影响**\n\nAurora 主节点上的正常 DML 操作(如插入、更新和删除)会生成事务日志记录,这些记录除了发送到所有 Aurora 存储节点外,还会发送到集群中的所有 Aurora 读取器节点,以防任何读取器节点在其自己的缓冲区中拥有同一页面的副本缓存。在上图中,这些是从主节点到读取器节点的缓存更新数据流。如果读取器节点在内存中没有页面缓冲区,则会忽略这些日志记录;否则,一旦提交,就会按事务顺序处理这些日志记录。无论是在主节点还是读取器节点上处理查询,有时都需要在内存中的页面缓冲区上持有内部锁,以确保页面缓冲区内容在其下不会发生变化。这些内部锁通常称为缓冲区引脚,尽管它们是非事务性的,但会影响并发性。\n\n\n\nPostgreSQL 在处理主节点本身上的冲突方面往往比较明智,因为它可以理解当时在其上运行的所有查询。例如,如果不同的读取会话在页面缓冲区上持有缓冲区引脚,则主节点上的 PostgreSQL 引擎可以选择跳过页面缓冲区的 autovacuum。但是,主节点忽略了读取器节点中的工作负载和缓冲区缓存内容,因此 Aurora 读取器节点中的一个常见难题是可能会发生冲突,从而阻止及时应用影响内存中页面缓冲区的日志记录。\n\n\n\n发生冲突时,如果冲突查询很短,则最好通过延迟在读取器节点上应用日志记录来允许冲突完成。但是,对于读取器节点上长时间运行的查询,允许事务日志应用进程无限期等待将导致读取器节点越来越落后于主节点。为了在运行的查询和高可用性之间取得平衡,当读取器节点上出现阻止应用日志记录的冲突时,Aurora PostgreSQL 会采取以下操作:\n\n\n\n- 延迟在读取器节点上应用日志记录,让读取器节点上的冲突查询完成,然后再应用日志记录。延迟时间量由配置的max_standby_streaming_delay参数值决定。Aurora PostgreSQL 允许将max_standby_streaming_delay配置为长达30秒。如果您正在运行混合的 OLTP 和 OLAP 工作负载,则 OLAP 查询的运行时间可能会超过30秒。这篇博文的目标之一是分享最佳实践,以管理长时间运行的查询并缓解这种情况下的冲突。\n- 如果冲突持续时间超过 max_standby_streaming_delay(最长 30 秒),则取消读取器节点上的冲突查询。这不同于 Amazon RDS 或自我管理的 PostgreSQL。对于 Amazon RDS 或自我管理的 PostgreSQL,实例拥有自己的数据库物理副本,您可以将参数max_standby_streaming_delay设置得尽可能高,以防止查询被取消。\n- 如果无法及时取消冲突查询,或者如果多个长时间运行的查询导致复制延迟超过60秒,Aurora 将重新启动读取器节点,以确保其不会远远落后于主节点。\n\n\n#### **Aurora 读取器节点中发生冲突的常见原因**\n\n在读取器节点上应用日志记录时,有几种常见情况可能会导致冲突:\n\n\n\n- 快照冲突 — 如果 vacuum 进程删除了主节点上的死元组,并且读取器节点上长时间运行的查询在 vacuum 之前启动并具有较旧的快照,则会发生冲突。\n\n- 锁定冲突 — 使用 PostgreSQL 的 MVCC 协议,便无需在执行正常的 DML 命令期间锁定内存中的整个页面缓冲区。但是,仍然存在一些影响物理页的较繁重操作,例如 DDL (ALTER TABLE 和 DROP TABLE) , VACUUM FULL, LOCK TABLE, 从关系中截断页面,以及一些 autovacuum 操作(其中,操作必须获取Access Exclusive锁)。该锁随后会生成一个XLOG_STANDBY_LOCK日志记录,这会导致读取器节点获取Access Exclusive锁,从而使其缓冲区缓存中的内存结构失效。\n- 缓冲区引脚冲突 — 当您在主节点上有独占页锁定,而读取器节点上长时间运行的读取查询已固定该页时,就会发生此冲突。\n\n\n\n您可以按照这篇文章中的步骤重现锁定冲突场景。\n\n\n#### **先决条件**\n\n在开始操作之前,请务必满足以下先决条件:\n\n\n\n- 一个亚马逊云科技账户。\n\n- 一个 Aurora PostgreSQL 集群,其中包含一个读取器节点([https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/CHAP_GettingStartedAurora.CreatingConnecting.AuroraPostgreSQL.html](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/CHAP_GettingStartedAurora.CreatingConnecting.AuroraPostgreSQL.html))。本文中的示例在运行 PostgreSQL v13.6 的 db.r6g.large ([https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Concepts.DBInstanceClass.html#Concepts.DBInstanceClass.Types](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Concepts.DBInstanceClass.html#Concepts.DBInstanceClass.Types)) 上同时部署主节点和读取器节点。\n- 一个客户端环境,设置了与 Aurora 集群的连接。本文中的示例使用 psql 作为客户端工具。\n\n#### **生成测试数据**\n\n打开与主节点的新 psql 连接,并运行以下代码来创建示例测试数据:\n\n```\nCREATE TABLE rep_conflict (c1 bigint primary key, c2 varchar(80));\nCREATE INDEX idx_rep_conflict_c2 ON rep_conflict(c2);\n\nINSERT INTO rep_conflict\nSELECT r, 'test replication conflict '||r FROM generate_series(1, 10) r;\n\nSELECT * FROM rep_conflict;\n```\n\n\n以下屏幕截图显示了我们的输出。\n\n我们假设您熟悉使用 Aurora PostgreSQL 和 PostgreSQL 客户端环境。\n\n![image.png](2)\n\n#### **验证读取器节点上的 max_standby_streaming_delay 设置**\n\n打开与读取器节点的新 psql 连接,然后检查 max_standby_streaming_delay参数设置。不同 Aurora PostgreSQL 版本中的默认值可能有所不同。Aurora PostgreSQL 现在允许您使用自定义的参数组 ([https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/USER_WorkingWithParamGroups.html](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/USER_WorkingWithParamGroups.html))更改默认值。您可以在集群参数组或数据库实例参数组级别上将max_standby_streaming_delay设置为介于 1,000–30,000 毫秒之间的任何值。如果这两个位置均已设置,则集群级别的配置设置优先。\n\n\n\n\n使用以下代码检查参数:\n\n```\nshow transaction_read_only;\nSELECT setting FROM pg_settings WHERE name = 'max_standby_streaming_delay';\n```\n\n在此测试中,max_standby_streaming_delay设置为 14,000 毫秒(14 秒)。\n\n![image.png](3)\n\n#### **运行长时间运行的查询**\n\n在与 Aurora 读取器节点的现有连接上,启用计时,运行长时间运行的查询,并在没有复制冲突时捕获查询运行时:\n\n```\n\\timing\nSELECT count(*) FROM \n rep_conflict a,\n rep_conflict b,\n rep_conflict c,\n rep_conflict d,\n rep_conflict e,\n rep_conflict f,\n rep_conflict g,\n rep_conflict h,\n rep_conflict i;\n```\n\n\n\n在我的带有 db.r6.large 数据库实例的环境中,长时间运行的查询运行了大约 72 秒。\n\n![image.png](4)\n\n#### **重新运行存在冲突的长时间运行的查询**\n\n在与 Aurora 读取器节点的现有连接上,重新运行上一步中长时间运行的查询。这次,我们从 Aurora 主节点手动生成冲突的 DDL 操作。\n\n```\nSELECT count(*) FROM \n rep_conflict a,\n rep_conflict b,\n rep_conflict c,\n rep_conflict d,\n rep_conflict e,\n rep_conflict f,\n rep_conflict g,\n rep_conflict h,\n rep_conflict i;\n```\n\n\n\n##### **观察主节点上的冲突**\n\n\n\n在读取器节点上运行长时间运行的查询时,切换到已与 Aurora 主节点建立了连接的会话。运行以下 DROP INDEX 语句并观察读取器节点上的查询会发生什么情况:\n\n```\nDROP INDEX idx_rep_conflict_c2;\n\n```\n\n\n![image.png](5)\n\n##### **查看读取器节点上的错误消息**\n\n\n\n切换到 Aurora 读取器会话。如果稍等片刻,您应该会看到一条类似于以下屏幕截图的错误消息。\n\n\n![image.png](6)\n\n主节点上的 DROP INDEX 操作影响了 Aurora 共享存储上的物理页。当事务日志记录应用于读取器节点时,它会导致读取器节点获取Access Exclusive锁,从而使其缓冲区缓存中的内存结构失效。但是,现有的长时间运行的查询已固定内存页。DROP INDEX 操作已导致锁定冲突。在该场景中,Aurora PostgreSQL 在取消查询之前等待了 14 秒(配置了max_standby_streaming_delay值)才完成查询。\n\n#### **注意事项和最佳实践**\n\n现在,您已对 Aurora 共享存储架构和导致冲突的场景有了更好的了解,可以采取措施来管理长时间运行的查询,以避免或主动处理冲突情况。以下是可供考虑的选项:\n\n\n\n- 查询调优 – 调整读取器节点上的查询,使其在达到 max_standby_streaming_delay之前完成。在 OLTP 系统上,查询通常会在短时间内返回结果。缺少索引可能会导致意外的长时间运行的查询。如果您不希望查询运行超过30秒,则应在读取器节点上将 statement_timeout ([https://postgresqlco.nf/doc/en/param/statement_timeout/](https://postgresqlco.nf/doc/en/param/statement_timeout/)) 和 log_min_error_statement ([https://postgresqlco.nf/doc/en/param/log_min_error_statement/](https://postgresqlco.nf/doc/en/param/log_min_error_statement/)) 的数据库参数设置为 ERROR 或更低,以便主动取消任何失控的查询,并将查询语句记录在 PostgreSQL 日志中以便后期调优。\n- 实施表分区 – 如果表较大,可以考虑使用表分区 ([https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/](https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/))来缩短查询运行时间。分区查询修剪可以减少 Aurora PostgreSQL 需要为查询处理的数据量,并提高查询性能。\n- 实施手动 vacuum – 如果您正在运行混合的 OLTP 和 OLAP 工作负载(包括在读取器节点上长时间运行的查询),则考虑关闭 autovacuum 并设置操作方法(如 pg_cron),以便在一天中的适当时间或周末手动运行 vacuum(当工作负载量允许时)。\n- 在应用程序中实施重试逻辑 – 复制冲突的发生取决于主节点上发生的操作的性质,以及读取器节点上正在运行的内容。被取消的查询如果再次提交,则很可能会成功运行。您应在应用程序中实施重试逻辑 ([https://aws.amazon.com/cn/builders-library/timeouts-retries-and-backoff-with-jitter/](https://aws.amazon.com/cn/builders-library/timeouts-retries-and-backoff-with-jitter/)),以捕获正被取消的查询并重新提交该查询。您还应具备应用程序逻辑,以便在连接失败时重新连接并重新提交查询。\n- 将查询重定向到 Aurora 主节点 – 为避免长时间运行的读取查询被强制取消或导致 Aurora 读取器意外重启,您可以将查询重定向到主节点。当查询在主节点上运行并长时间持有资源时,其他会话可能会导致等待。但是,除非您采取措施取消查询,否则查询将完成。\n- 将查询卸载到 Aurora 快速克隆 – 您可以考虑使用 Aurora 快速数据库克隆([https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Aurora.Managing.Clone.html#Aurora.Clone.Overview](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Aurora.Managing.Clone.html#Aurora.Clone.Overview)) 功能创建数据库的克隆。无需访问实时生产数据的长时间运行的查询可能会卸载到 Aurora 克隆(例如,用于生成季度报告的查询)。\n- 将查询拆分为多个较小的查询 – 将复杂的长时间运行的查询分解为多个较短和较小的查询,这样可以更好地利用应用程序层的水平可扩展性,并将查询分发到多个应用程序实例。\n- 让您的环境保持最新 – PostgreSQL 社区和 Amazon 不断努力进行增强和修复错误,以缓解冲突。例如,PostgreSQL v14 添加了参数 client_connection_check_interval ([https://www.postgresql.org/docs/14/runtime-config-connection.html#GUC-CLIENT-CONNECTION-CHECK-INTERVAL](https://www.postgresql.org/docs/14/runtime-config-connection.html#GUC-CLIENT-CONNECTION-CHECK-INTERVAL)),使您能够在客户端断开连接时尽快中止长时间运行的查询,并添加了参数 idle_session_timeout ([https://www.postgresql.org/docs/current/runtime-config-client.html#RUNTIME-CONFIG-CLIENT-STATEMENT](https://www.postgresql.org/docs/current/runtime-config-client.html#RUNTIME-CONFIG-CLIENT-STATEMENT)) 来关闭空闲会话。Aurora PostgreSQL v12.9 和 v13.5(及更高版本)添加了一项优化,以便尽可能减少在缓冲区引脚冲突情况下取消某些运行时间超过 max_standby_streaming_delay 的查询的需求。有关增强功能的更多信息,请参阅 Amazon Aurora PostgreSQL 更新([https://docs.aws.amazon.com/AmazonRDS/latest/AuroraPostgreSQLReleaseNotes/AuroraPostgreSQL.Updates.html](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraPostgreSQLReleaseNotes/AuroraPostgreSQL.Updates.html))。强烈建议您使 Aurora 环境在最新的次要版本中保持最新。\n\n\n\n\n在工作负载量较小或对取消查询的容忍度更高的情况下,继续运行繁重的维护操作(如 vacuum 或 DDL)非常重要。\n\n\n\n#### **结论**\n\n\n\n在这篇文章中,我们讨论了在 Aurora 读取器节点上长时间运行读取查询的常见场景,这些场景可能会导致与 Aurora 主节点上的 DML 和 DDL 操作发生冲突。我们分享了主动管理长时间运行的读取查询并减轻潜在冲突影响的最佳实践。\n\n\n\n我们欢迎您提供反馈。请在评论中分享您的经验和任何问题。\n\n\n\n**既然您正在阅读这篇文章,您可能还对以下内容感兴趣**:\n\n\n\n**通过迁移到 Amazon Aurora 和 Amazon RDS 上的分区表,提高大型 PostgreSQL 表的性能和可管理性** \n\n([https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/](https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/))\n\n##### **本篇作者**\n\n**Wanda He**\n\n亚马逊云科技的高级数据库专业解决方案架构师。她与客户合作设计、部署和优化 Amazon 上的关系数据库。\n\n**Avi Jain**\n\n亚马逊云科技技术基准测试团队的高级产品经理。他领导团队对使用 Amazon 技术产品和服务的端到端客户体验(CX)进行评估、衡量并推动改善。","render":"<h4><a id=\"_0\"></a><strong>前言</strong></h4>\n<p>Amazon Aurora PostgreSQL 兼容版 (<a href=\"https://aws.amazon.com/cn/rds/aurora/features/\" target=\"_blank\">https://aws.amazon.com/cn/rds/aurora/features/</a>) 集群由一个主/写入器节点和一个区域中多达15个读取器节点组成。您可以将只读工作负载卸载到读取器节点以进行横向扩展读取。如果读取器节点正在访问主节点上具有大量事务活动的表,则在读取器节点上长时间运行的查询可能会导致冲突,并导致不良影响。</p>\n<p>本篇文章中,我们将探讨潜在的冲突,并分享在 Aurora PostgreSQL 上管理长时间运行的读取查询的最佳实践。</p>\n<h4><a id=\"Amazon_RDS__Aurora__9\"></a><strong>Amazon RDS 和 Aurora 之间的存储区别</strong></h4>\n<p>在 Amazon Relational Database Service(Amazon RDS)for PostgreSQL (<a href=\"https://aws.amazon.com/cn/rds/postgresql/\" target=\"_blank\">https://aws.amazon.com/cn/rds/postgresql/</a>) 中,每个只读副本实例都有自己的独立数据库副本,通过从主节点进行物理复制来保持同步。相比之下,Aurora PostgreSQL 中有一个由分布式存储引擎管理的单一共享数据库,该引擎冗余地存储在每个数据库计算实例所连接的六个存储节点上。下图显示了这两种方法的根本区别。</p>\n<p><img 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\" alt=\"image.png\" rel=\"1\" /></p>\n<p>Aurora 的共享存储模型具有许多优点,例如启动新读取器节点的时间极短,因为新实例只需通过网络连接到现有存储节点。但是,使用这种方法,与 Amazon RDS for PostgreSQL 相比,Aurora PostgreSQL 必须使同一页面的不同读取器节点的缓存副本更紧密地保持同步,因为 Aurora PostgreSQL 集群的所有节点只共享数据库的一个物理副本。</p>\n<h4><a id=\"_Aurora__20\"></a><strong>长时间运行的查询对 Aurora 读取器节点的影响</strong></h4>\n<p>Aurora 主节点上的正常 DML 操作(如插入、更新和删除)会生成事务日志记录,这些记录除了发送到所有 Aurora 存储节点外,还会发送到集群中的所有 Aurora 读取器节点,以防任何读取器节点在其自己的缓冲区中拥有同一页面的副本缓存。在上图中,这些是从主节点到读取器节点的缓存更新数据流。如果读取器节点在内存中没有页面缓冲区,则会忽略这些日志记录;否则,一旦提交,就会按事务顺序处理这些日志记录。无论是在主节点还是读取器节点上处理查询,有时都需要在内存中的页面缓冲区上持有内部锁,以确保页面缓冲区内容在其下不会发生变化。这些内部锁通常称为缓冲区引脚,尽管它们是非事务性的,但会影响并发性。</p>\n<p>PostgreSQL 在处理主节点本身上的冲突方面往往比较明智,因为它可以理解当时在其上运行的所有查询。例如,如果不同的读取会话在页面缓冲区上持有缓冲区引脚,则主节点上的 PostgreSQL 引擎可以选择跳过页面缓冲区的 autovacuum。但是,主节点忽略了读取器节点中的工作负载和缓冲区缓存内容,因此 Aurora 读取器节点中的一个常见难题是可能会发生冲突,从而阻止及时应用影响内存中页面缓冲区的日志记录。</p>\n<p>发生冲突时,如果冲突查询很短,则最好通过延迟在读取器节点上应用日志记录来允许冲突完成。但是,对于读取器节点上长时间运行的查询,允许事务日志应用进程无限期等待将导致读取器节点越来越落后于主节点。为了在运行的查询和高可用性之间取得平衡,当读取器节点上出现阻止应用日志记录的冲突时,Aurora PostgreSQL 会采取以下操作:</p>\n<ul>\n<li>延迟在读取器节点上应用日志记录,让读取器节点上的冲突查询完成,然后再应用日志记录。延迟时间量由配置的max_standby_streaming_delay参数值决定。Aurora PostgreSQL 允许将max_standby_streaming_delay配置为长达30秒。如果您正在运行混合的 OLTP 和 OLAP 工作负载,则 OLAP 查询的运行时间可能会超过30秒。这篇博文的目标之一是分享最佳实践,以管理长时间运行的查询并缓解这种情况下的冲突。</li>\n<li>如果冲突持续时间超过 max_standby_streaming_delay(最长 30 秒),则取消读取器节点上的冲突查询。这不同于 Amazon RDS 或自我管理的 PostgreSQL。对于 Amazon RDS 或自我管理的 PostgreSQL,实例拥有自己的数据库物理副本,您可以将参数max_standby_streaming_delay设置得尽可能高,以防止查询被取消。</li>\n<li>如果无法及时取消冲突查询,或者如果多个长时间运行的查询导致复制延迟超过60秒,Aurora 将重新启动读取器节点,以确保其不会远远落后于主节点。</li>\n</ul>\n<h4><a id=\"Aurora__39\"></a><strong>Aurora 读取器节点中发生冲突的常见原因</strong></h4>\n<p>在读取器节点上应用日志记录时,有几种常见情况可能会导致冲突:</p>\n<ul>\n<li>\n<p>快照冲突 — 如果 vacuum 进程删除了主节点上的死元组,并且读取器节点上长时间运行的查询在 vacuum 之前启动并具有较旧的快照,则会发生冲突。</p>\n</li>\n<li>\n<p>锁定冲突 — 使用 PostgreSQL 的 MVCC 协议,便无需在执行正常的 DML 命令期间锁定内存中的整个页面缓冲区。但是,仍然存在一些影响物理页的较繁重操作,例如 DDL (ALTER TABLE 和 DROP TABLE) , VACUUM FULL, LOCK TABLE, 从关系中截断页面,以及一些 autovacuum 操作(其中,操作必须获取Access Exclusive锁)。该锁随后会生成一个XLOG_STANDBY_LOCK日志记录,这会导致读取器节点获取Access Exclusive锁,从而使其缓冲区缓存中的内存结构失效。</p>\n</li>\n<li>\n<p>缓冲区引脚冲突 — 当您在主节点上有独占页锁定,而读取器节点上长时间运行的读取查询已固定该页时,就会发生此冲突。</p>\n</li>\n</ul>\n<p>您可以按照这篇文章中的步骤重现锁定冲突场景。</p>\n<h4><a id=\"_55\"></a><strong>先决条件</strong></h4>\n<p>在开始操作之前,请务必满足以下先决条件:</p>\n<ul>\n<li>\n<p>一个亚马逊云科技账户。</p>\n</li>\n<li>\n<p>一个 Aurora PostgreSQL 集群,其中包含一个读取器节点(<a href=\"https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/CHAP_GettingStartedAurora.CreatingConnecting.AuroraPostgreSQL.html\" target=\"_blank\">https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/CHAP_GettingStartedAurora.CreatingConnecting.AuroraPostgreSQL.html</a>)。本文中的示例在运行 PostgreSQL v13.6 的 db.r6g.large (<a href=\"https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Concepts.DBInstanceClass.html#Concepts.DBInstanceClass.Types\" target=\"_blank\">https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Concepts.DBInstanceClass.html#Concepts.DBInstanceClass.Types</a>) 上同时部署主节点和读取器节点。</p>\n</li>\n<li>\n<p>一个客户端环境,设置了与 Aurora 集群的连接。本文中的示例使用 psql 作为客户端工具。</p>\n</li>\n</ul>\n<h4><a id=\"_66\"></a><strong>生成测试数据</strong></h4>\n<p>打开与主节点的新 psql 连接,并运行以下代码来创建示例测试数据:</p>\n<pre><code class=\"lang-\">CREATE TABLE rep_conflict (c1 bigint primary key, c2 varchar(80));\nCREATE INDEX idx_rep_conflict_c2 ON rep_conflict(c2);\n\nINSERT INTO rep_conflict\nSELECT r, 'test replication conflict '||r FROM generate_series(1, 10) r;\n\nSELECT * FROM rep_conflict;\n</code></pre>\n<p>以下屏幕截图显示了我们的输出。</p>\n<p>我们假设您熟悉使用 Aurora PostgreSQL 和 PostgreSQL 客户端环境。</p>\n<p><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"2\" /></p>\n<h4><a id=\"_max_standby_streaming_delay__87\"></a><strong>验证读取器节点上的 max_standby_streaming_delay 设置</strong></h4>\n<p>打开与读取器节点的新 psql 连接,然后检查 max_standby_streaming_delay参数设置。不同 Aurora PostgreSQL 版本中的默认值可能有所不同。Aurora PostgreSQL 现在允许您使用自定义的参数组 (<a href=\"https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/USER_WorkingWithParamGroups.html\" target=\"_blank\">https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/USER_WorkingWithParamGroups.html</a>)更改默认值。您可以在集群参数组或数据库实例参数组级别上将max_standby_streaming_delay设置为介于 1,000–30,000 毫秒之间的任何值。如果这两个位置均已设置,则集群级别的配置设置优先。</p>\n<p>使用以下代码检查参数:</p>\n<pre><code class=\"lang-\">show transaction_read_only;\nSELECT setting FROM pg_settings WHERE name = 'max_standby_streaming_delay';\n</code></pre>\n<p>在此测试中,max_standby_streaming_delay设置为 14,000 毫秒(14 秒)。</p>\n<p><img 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\" alt=\"image.png\" rel=\"3\" /></p>\n<h4><a id=\"_105\"></a><strong>运行长时间运行的查询</strong></h4>\n<p>在与 Aurora 读取器节点的现有连接上,启用计时,运行长时间运行的查询,并在没有复制冲突时捕获查询运行时:</p>\n<pre><code class=\"lang-\">\\timing\nSELECT count(*) FROM \n rep_conflict a,\n rep_conflict b,\n rep_conflict c,\n rep_conflict d,\n rep_conflict e,\n rep_conflict f,\n rep_conflict g,\n rep_conflict h,\n rep_conflict i;\n</code></pre>\n<p>在我的带有 db.r6.large 数据库实例的环境中,长时间运行的查询运行了大约 72 秒。</p>\n<p><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"4\" /></p>\n<h4><a id=\"_129\"></a><strong>重新运行存在冲突的长时间运行的查询</strong></h4>\n<p>在与 Aurora 读取器节点的现有连接上,重新运行上一步中长时间运行的查询。这次,我们从 Aurora 主节点手动生成冲突的 DDL 操作。</p>\n<pre><code class=\"lang-\">SELECT count(*) FROM \n rep_conflict a,\n rep_conflict b,\n rep_conflict c,\n rep_conflict d,\n rep_conflict e,\n rep_conflict f,\n rep_conflict g,\n rep_conflict h,\n rep_conflict i;\n</code></pre>\n<h5><a id=\"_148\"></a><strong>观察主节点上的冲突</strong></h5>\n<p>在读取器节点上运行长时间运行的查询时,切换到已与 Aurora 主节点建立了连接的会话。运行以下 DROP INDEX 语句并观察读取器节点上的查询会发生什么情况:</p>\n<pre><code class=\"lang-\">DROP INDEX idx_rep_conflict_c2;\n\n</code></pre>\n<p><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"5\" /></p>\n<h5><a id=\"_162\"></a><strong>查看读取器节点上的错误消息</strong></h5>\n<p>切换到 Aurora 读取器会话。如果稍等片刻,您应该会看到一条类似于以下屏幕截图的错误消息。</p>\n<p><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"6\" /></p>\n<p>主节点上的 DROP INDEX 操作影响了 Aurora 共享存储上的物理页。当事务日志记录应用于读取器节点时,它会导致读取器节点获取Access Exclusive锁,从而使其缓冲区缓存中的内存结构失效。但是,现有的长时间运行的查询已固定内存页。DROP INDEX 操作已导致锁定冲突。在该场景中,Aurora PostgreSQL 在取消查询之前等待了 14 秒(配置了max_standby_streaming_delay值)才完成查询。</p>\n<h4><a id=\"_173\"></a><strong>注意事项和最佳实践</strong></h4>\n<p>现在,您已对 Aurora 共享存储架构和导致冲突的场景有了更好的了解,可以采取措施来管理长时间运行的查询,以避免或主动处理冲突情况。以下是可供考虑的选项:</p>\n<ul>\n<li>查询调优 – 调整读取器节点上的查询,使其在达到 max_standby_streaming_delay之前完成。在 OLTP 系统上,查询通常会在短时间内返回结果。缺少索引可能会导致意外的长时间运行的查询。如果您不希望查询运行超过30秒,则应在读取器节点上将 statement_timeout (<a href=\"https://postgresqlco.nf/doc/en/param/statement_timeout/\" target=\"_blank\">https://postgresqlco.nf/doc/en/param/statement_timeout/</a>) 和 log_min_error_statement (<a href=\"https://postgresqlco.nf/doc/en/param/log_min_error_statement/\" target=\"_blank\">https://postgresqlco.nf/doc/en/param/log_min_error_statement/</a>) 的数据库参数设置为 ERROR 或更低,以便主动取消任何失控的查询,并将查询语句记录在 PostgreSQL 日志中以便后期调优。</li>\n<li>实施表分区 – 如果表较大,可以考虑使用表分区 (<a href=\"https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/\" target=\"_blank\">https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/</a>)来缩短查询运行时间。分区查询修剪可以减少 Aurora PostgreSQL 需要为查询处理的数据量,并提高查询性能。</li>\n<li>实施手动 vacuum – 如果您正在运行混合的 OLTP 和 OLAP 工作负载(包括在读取器节点上长时间运行的查询),则考虑关闭 autovacuum 并设置操作方法(如 pg_cron),以便在一天中的适当时间或周末手动运行 vacuum(当工作负载量允许时)。</li>\n<li>在应用程序中实施重试逻辑 – 复制冲突的发生取决于主节点上发生的操作的性质,以及读取器节点上正在运行的内容。被取消的查询如果再次提交,则很可能会成功运行。您应在应用程序中实施重试逻辑 (<a href=\"https://aws.amazon.com/cn/builders-library/timeouts-retries-and-backoff-with-jitter/\" target=\"_blank\">https://aws.amazon.com/cn/builders-library/timeouts-retries-and-backoff-with-jitter/</a>),以捕获正被取消的查询并重新提交该查询。您还应具备应用程序逻辑,以便在连接失败时重新连接并重新提交查询。</li>\n<li>将查询重定向到 Aurora 主节点 – 为避免长时间运行的读取查询被强制取消或导致 Aurora 读取器意外重启,您可以将查询重定向到主节点。当查询在主节点上运行并长时间持有资源时,其他会话可能会导致等待。但是,除非您采取措施取消查询,否则查询将完成。</li>\n<li>将查询卸载到 Aurora 快速克隆 – 您可以考虑使用 Aurora 快速数据库克隆(<a href=\"https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Aurora.Managing.Clone.html#Aurora.Clone.Overview\" target=\"_blank\">https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Aurora.Managing.Clone.html#Aurora.Clone.Overview</a>) 功能创建数据库的克隆。无需访问实时生产数据的长时间运行的查询可能会卸载到 Aurora 克隆(例如,用于生成季度报告的查询)。</li>\n<li>将查询拆分为多个较小的查询 – 将复杂的长时间运行的查询分解为多个较短和较小的查询,这样可以更好地利用应用程序层的水平可扩展性,并将查询分发到多个应用程序实例。</li>\n<li>让您的环境保持最新 – PostgreSQL 社区和 Amazon 不断努力进行增强和修复错误,以缓解冲突。例如,PostgreSQL v14 添加了参数 client_connection_check_interval (<a href=\"https://www.postgresql.org/docs/14/runtime-config-connection.html#GUC-CLIENT-CONNECTION-CHECK-INTERVAL\" target=\"_blank\">https://www.postgresql.org/docs/14/runtime-config-connection.html#GUC-CLIENT-CONNECTION-CHECK-INTERVAL</a>),使您能够在客户端断开连接时尽快中止长时间运行的查询,并添加了参数 idle_session_timeout (<a href=\"https://www.postgresql.org/docs/current/runtime-config-client.html#RUNTIME-CONFIG-CLIENT-STATEMENT\" target=\"_blank\">https://www.postgresql.org/docs/current/runtime-config-client.html#RUNTIME-CONFIG-CLIENT-STATEMENT</a>) 来关闭空闲会话。Aurora PostgreSQL v12.9 和 v13.5(及更高版本)添加了一项优化,以便尽可能减少在缓冲区引脚冲突情况下取消某些运行时间超过 max_standby_streaming_delay 的查询的需求。有关增强功能的更多信息,请参阅 Amazon Aurora PostgreSQL 更新(<a href=\"https://docs.aws.amazon.com/AmazonRDS/latest/AuroraPostgreSQLReleaseNotes/AuroraPostgreSQL.Updates.html\" target=\"_blank\">https://docs.aws.amazon.com/AmazonRDS/latest/AuroraPostgreSQLReleaseNotes/AuroraPostgreSQL.Updates.html</a>)。强烈建议您使 Aurora 环境在最新的次要版本中保持最新。</li>\n</ul>\n<p>在工作负载量较小或对取消查询的容忍度更高的情况下,继续运行繁重的维护操作(如 vacuum 或 DDL)非常重要。</p>\n<h4><a id=\"_195\"></a><strong>结论</strong></h4>\n<p>在这篇文章中,我们讨论了在 Aurora 读取器节点上长时间运行读取查询的常见场景,这些场景可能会导致与 Aurora 主节点上的 DML 和 DDL 操作发生冲突。我们分享了主动管理长时间运行的读取查询并减轻潜在冲突影响的最佳实践。</p>\n<p>我们欢迎您提供反馈。请在评论中分享您的经验和任何问题。</p>\n<p><strong>既然您正在阅读这篇文章,您可能还对以下内容感兴趣</strong>:</p>\n<p><strong>通过迁移到 Amazon Aurora 和 Amazon RDS 上的分区表,提高大型 PostgreSQL 表的性能和可管理性</strong></p>\n<p>(<a href=\"https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/\" target=\"_blank\">https://aws.amazon.com/cn/blogs/database/improve-performance-and-manageability-of-large-postgresql-tables-by-migrating-to-partitioned-tables-on-amazon-aurora-and-amazon-rds/</a>)</p>\n<h5><a id=\"_215\"></a><strong>本篇作者</strong></h5>\n<p><strong>Wanda He</strong></p>\n<p>亚马逊云科技的高级数据库专业解决方案架构师。她与客户合作设计、部署和优化 Amazon 上的关系数据库。</p>\n<p><strong>Avi Jain</strong></p>\n<p>亚马逊云科技技术基准测试团队的高级产品经理。他领导团队对使用 Amazon 技术产品和服务的端到端客户体验(CX)进行评估、衡量并推动改善。</p>\n"}
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