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关于重建索引 API 使用和故障排查的 3 个最佳实践
使用 Elasticsearch 时,您可能想要将数据从一个索引移动到另一个索引,甚至是从一个 Elasticsearch 集群移动到另一个 Elasticsearch 集群。您可以使用多种变体和功能,重建索引 API 就是其中之一。
在本篇博文中,我将介绍重建索引 API,探讨如何判断该 API 是否在正常运行,有哪些因素会导致潜在的故障,以及如何排除故障。
阅读完本篇博文后,您将会了解重建索引 API 的各个选项,以及如何自信地运行它。
重建索引 API 是众多用例中最实用的 API 之一:
在集群之间传输数据(从远程集群重建索引 ) 重新定义、更改和/或更新映射 通过采集管道进行处理和编制索引 通过清除已删除的文档回收存储空间 通过查询筛选器将大型索引拆分成较小的索引组 在中型或大型索引中运行重建索引 API 时,完整的重建索引可能需要超过 120 秒的时间,这意味着您将不会收到重建索引 API 的最终响应,也不知道它何时完成、状态是否正常或是否存在故障。
下面让我们一探究竟!
症状:Kibana 开发工具中显示“backend closed connection”(后端已关闭连接) 当您对中型或大型索引执行重建索引 API 时,客户端与 Elasticsearch 之间的连接会超时,但这并不意味着不会执行重建索引。
问题 您的客户端将在 N 秒后关闭非活动套接字;以 Kibana 为例,如果重建索引操作无法在 120 秒内(v7.13 中默认的 server.socketTimeout 值)完成,您将看到“backend closed connection”(后端已关闭连接)消息。
解决方案 #1 - 获取在集群上运行的任务列表 其实这并不是问题,即使您在 Kibana 中看到这条消息,Elasticsearch 也会在后台运行重建索引 API。
您可以使用 _task API 跟踪重建索引 API 的执行情况,并查看所有指标:
GET _tasks ? actions =* reindex & wait_for_completion = false & detailed
这个 API 将向您显示当前在 Elasticsearch 集群中运行的所有重建索引 API,如果您在此列表中没有看到您的重建索引 API,即表明它已完成。
如上图所示,我们可以看到关于文档的创建、更新甚至是冲突的详细信息。
解决方案 #2 - 将重建索引结果存储在 _tasks 上 如果已知重建索引操作需要的时间超过 120 秒(120 秒是 Kibana 开发工具的超时时间),可以使用查询参数 wait_for_completion= false 来存储重建索引 API 的结果,这样您就能使用 _task API 来获取重建索引 API 结束时的状态(也可以从“.tasks”索引获取文档,如 wait_for_completion=false 的文档 中所述)。
POST _reindex ? wait_for_completion = false
{
"conflicts" : "proceed" ,
"source" : {
"index" : "<source-index-name>"
},
"dest" : {
"index" : "<dest-index-name>"
}
}
当您使用“wait_for_completion=false”执行重建索引时,响应将类似于以下内容:
{
"task" : "a9Aa_I_ZSl-4bjR5vZLnSA:247906"
}
您需要保留这里提供的任务,搜索重建索引的结果时会用到(您将看到已创建的文档数、冲突甚至是错误;完成后,您将看到所花费的时间、批次数等等):
GET _tasks / a9Aa_I_ZSl - 4bjR5vZLnSA : 247906
症状:_task API 列表中没有您的重建索引 API。 如果使用上文提到的 API 无法找到重建索引 API 操作,可能这又是另一个问题,下面我们一个一个地解决。
问题 如果重建索引 API 不在列表中,即表明操作已完成,因为没有更多的文档需要重建索引,或者是因为出现了错误。
我们将使用 _cat count API 来查看存储在两个索引中的文档数量,如果两个数值不同,则表明您的重建索引 API 执行已失败。
GET _cat / count /< source - index - name >? h = count
GET _cat / count /< dest - index - name >? h = count
您需要将 / 替换为您在重建索引 API 中使用的索引名称。
解决方案 #1 - 这是一个冲突问题 最常见的错误之一是存在冲突,默认情况下,如果有冲突,重建索引 API 将中止。
现在,我们有两个选择:
将“conflicts”设置为“proceed”,这样重建索引 API 将忽略无法索引的文档,转而索引其他文档。 或者,我们也可以选择修复冲突,这样就可以为所有文档重建索引。 第一个选择中的冲突设置如下所示:
POST _reindex
{
"conflicts" : "proceed" ,
"source" : {
"index" : "<source-index-name>"
},
"dest" : {
"index" : "<dest-index-name>"
}
}
或者,在第二个选择中,我们将搜索并修复产生冲突的错误:
避免这一问题的最佳实践是在目标索引上定义映射或模板。这些错误中 99% 是源索引和目标索引之间的字段类型不匹配。 如果在定义了映射或模板后,问题仍然存在,则表明某些文档可能无法建立索引,并且默认情况下不会记录错误。我们需要启用记录器,以便在 Elasticsearch 日志中查看错误。
PUT / _cluster / settings
{
"transient" : {
"logger.org.elasticsearch.action.bulk.TransportShardBulkAction" : "DEBUG"
}
}
启用记录器后,我们需要再执行一次重建索引 API,如果可能的话,将“conflicts”设置为“proceed”,因为很多时候源索引和目标索引之间会有多个字段发生冲突。 现在,重建索引 API 正在运行,我们将在日志中使用 grep 命令查找/搜索“failed to execute bulk item”或“MapperParsingException”
failed to execute bulk item ( index ) index {[ my - dest - index - 00001 ][ _doc ][ 11 ], source [{
"test-field" : "ABC"
}
"org.elasticsearch.index.mapper.MapperParsingException: failed to parse field [test-field] of type [long] in document with id '11'. Preview of field's value: 'ABC'" ,
"at org.elasticsearch.index.mapper.FieldMapper.parse(FieldMapper.java:216) ~[elasticsearch-7.13.4.jar:7.13.4]" ,
通过这个堆栈跟踪,我们已经有足够的信息来理解冲突是什么。在我的重建索引 API 中,目标索引有一个名为 [test-field] 的字段,类型为 [long],重建索引 API 尝试将该字段设置为字符串“ABC”(您可以用自己的内容字段替换“ABC”)。
在 Elasticsearch 中,字段数据类型 是可以定义的,您可以在索引创建 期间或使用模板 设置这些类型。索引创建完成后,类型便不能更改,您需要先删除目标索引,然后使用之前提供的选项来设置新的固定映射。
修复了错误之后,请记得将记录器转换为没那么冗长的模式:
PUT / _cluster / settings
{
"transient" : {
"logger.org.elasticsearch.action.bulk.TransportShardBulkAction" : NULL
}
}
解决方案 #2 - 没有冲突错误,但重建索引仍然失败 如果在重建索引执行期间,您在 Elasticsearch 日志中发现以下跟踪:
'search_phase_execution_exception' , 'No search context found for id [....]' )
可能有很多种原因:
集群存在一些不稳定问题,并且在重建索引执行过程中,一些数据节点进行了重启或不可用。 如果是这个原因,在运行重建索引之前,请确保集群是稳定的,且所有数据节点都运行良好。 如果您是远程执行重建索引操作,并且已知节点之间的网络不可靠: 我们可以尝试对重建索引 API 执行手动切片 ,该操作可以将请求过程分割成较小的部分(当我们在同一集群中使用重建索引 API 时,可以使用这个选项)。 如果您的 Elasticsearch 集群存在过度分片、资源利用率高或垃圾收集问题,可能会在滚动搜索查询过程中出现超时。默认的滚动超时值为 5 分钟,因此,您可以尝试将重建索引 API 上的滚动设置 为一个更高的值。
POST _reindex ? scroll = 2h
{
"source" : {
"index" : "<source-index-name>"
},
"dest" : {
"index" : "<dest-index-name>"
}
}
症状:Elasticsearch 日志中显示“节点未连接” 我们始终建议在集群稳定且状态为绿色的情况下运行重建索引 API,集群需要足够的容量才能运行搜索和索引操作。
NodeNotConnectedException [[ node - name ][ inet [ ip : 9300 ]] Node not connected ]; ]
如果您的日志中出现这类错误,表明您的集群存在稳定性和连接问题,而不仅仅是重建索引 API 出现了问题。
但不妨设想一下,已知存在连接问题,但是需要运行重建索引 API,该怎么办。
解决方案 修复连接问题。
但是,假设我们知道有连接问题,可是需要运行重建索引 API,我们可以减少失败的可能性,不过这不是修复操作,并不是在所有情况下都有效。
将源索引或目标索引(主索引或副本)的分片移出存在连接问题的节点。使用分配筛选 API 移动分片。 您也可以移除目标索引上的副本(仅针对目标索引 ),这将加快重建索引 API 的执行速度,毕竟重建索引的运行速度越快,出现故障的可能性就越小。
PUT /< dest - index - name >/ _settings
{
"index" : {
"number_of_replicas" : 0
}
}
如果这两种操作都无法让您成功执行重建索引 API,表明您需要先修复稳定性问题。
症状:日志中没有错误,但两个索引的文档计数不一致 有时,重建索引 API 已经完成,但是源索引与目标索引中的文档计数不一致。
问题 如果我们尝试在一个目标中从多个源重建索引(即在一个目标中合并多个索引),问题可能源自您为这些文档分配的 _id。
假设我们有 2 个源索引:
索引 A,_id:1,信息:“Hello A” 索引 B,_id:1,信息:“Hello B” 两个文档的 _id 相同,因此,最后索引的文档将覆盖前一个索引的文档。
解决方案 您可以选择不同的采集管道,也可以在重建索引 API 中使用 Painless。在这篇博文中,我们将使用脚本选项,在请求正文中使用“Painless”。
操作起来非常简单,只需使用原始 _id 并添加源索引名称:
POST _reindex
{
"source" : {
"index" : "<source-index-name>"
},
"dest" : {
"index" : "<dest-index-name>"
},
"script" : {
"source" : "ctx._id = ctx._id + '-' + ctx._index;"
}
}
还是前面的示例:
索引 A,_id:1,信息:“Hello A” 索引 B,_id:1,信息:“Hello B” 两个索引在 C 中合并后:
索引 C,_id:1-A,信息:“Hello A” 索引 C,_id:1-B,信息:“Hello B”
结论 当您需要更改某些字段的格式时,重建索引 API 是一个不错的选择。下面我们将列出一些关键方面,确保重建索引 API 尽可能顺利地运行:
为目标索引创建并定义映射 (或模板 )。 调整目标索引,使重建索引 API 尽可能快地索引文档。我们有一个文档页面,其中提供了用于调整和加快索引速度的所有选项。https://www.elastic.co/guide/en/elasticsearch/reference/current/tune-for-indexing-speed.html 如果源索引的大小为中型或大型,请定义“wait_for_completion=false”设置,以便重建索引 API 结果存储 在 _tasks API 上。 将索引分成更小的组,您可以使用查询 (范围、术语等)定义不同的组,或者使用切片功能 将请求分成较小的部分。 运行重建索引 API 时,稳定性是关键因素,参与重建索引 API 的索引需要处于绿色状态(最糟糕的情况是黄色状态),然后确保我们的数据节点中没有很长的 GarbageCollections,并且 CPU 和磁盘使用率为正常值。 从 v7.11 开始,我们发布了一项新功能,让您无需为数据重建索引,这项功能称为“运行时字段”。使用这个 API 可以修复错误,而无需为数据重建索引,因为您可以在索引映射 或搜索请求 中定义运行时字段。您可以通过这两种方式在采集数据后灵活地更改文档的模式,并生成只作为搜索查询的一部分存在的字段。
运行时字段功能的最佳佐证就是,能够创建一个与映射中已存在的字段同名的运行时字段,运行时字段会覆盖映射字段,只需按照此处 提供的步骤操作即可进行测试。
有关运行时字段的更多详细信息,可以参阅我们的文档 或入门博文 。
当您尝试将数据从一个集群移动到另一个集群时,可以使用快照-恢复 API。借助快照,您可以更快地移动数据,因为集群不需要搜索,然后为数据重建索引。您需要确保两个集群都可以访问相同的快照存储库,详情请参阅快照 API 。
我们已经介绍了重建索引的常见问题和常见错误的解决方案。如果您现在仍无法解决问题,请随时与我们联系。我们将竭诚为您提供帮助!您可以通过 Elastic Discuss 、Elastic 社区 Slack 、咨询、培训和支持团队与我们联系。