一、功能概述
应用日志事件通常是非结构化的，且包含大量可变数据（如时间戳、请求ID、IP地址等）。但多数日志消息的核心模式是相同或高度相似的，通过日志分类可将数百万条日志精简为少数类别，大幅提升问题排查效率。
日志分类的核心入口是「Categories（分类）」页面，它无需人工手动识别相似日志，而是基于日志消息的格式和静态内容自动分组，帮助你快速采取行动。
二、核心概念补充：Serverless vs Stack 部署
原文提到的两种部署模式，在 ES 9.3.0 中对日志分类功能的支持略有差异：
Serverless（无服务器模式）：由 Elastic 完全托管的弹性部署，资源按需伸缩，日志分类功能默认启用，无需手动配置 ML 节点；
Stack（标准部署模式）：包括自托管集群或 Elastic Cloud 标准部署，需确保集群中有至少一个 ML 节点（Machine Learning 节点），且需手动配置权限后使用。
三、权限与安全深度说明
3.1 所需权限
日志分类依赖机器学习异常检测作业，因此需在 Kibana 中配置以下权限：
必须权限：拥有 Kibana 「Machine Learning」功能的 所有特性权限（Feature Privileges），包括 create_job、view_job、start_stop_job 等；
空间级权限：在 Kibana 空间（Space）内拥有机器学习功能「完全访问」或「只读访问」权限的用户，可查看该空间内所有可见的异常检测作业结果——即使他们没有源索引的访问权限。
3.2 安全注意事项
异常检测作业的结果可能会从源索引中传播包含敏感信息的字段值（如用户ID、内部IP、业务参数等）到结果页面。因此：
需严格控制机器学习功能的访问权限；
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https://gitee.com/xckbk166/qictgxhryd/issues/IDSL60
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https://gitee.com/mbxjx265/quarhzbsgx/issues/IDSL5Y
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https://gitee.com/xckbk166/qictgxhryd/issues/IDSL5U
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https://gitee.com/xjmnq737/dmerinxixc/issues/IDSL4H
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https://gitee.com/mbxjx265/quarhzbsgx/issues/IDSL3L
https://gitee.com/celue570/yiofwnxnas/issues/IDSL3J
https://gitee.com/wufki977/czneienkzj/issues/IDSL3I
https://gitee.com/xckbk166/qictgxhryd/issues/IDSL3H
https://gitee.com/gwqeq511/kcvwaxuxaw/issues/IDSL3G
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https://gitee.com/bfoxv199/vyxoeczdki/issues/IDSL3E
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https://gitee.com/wufki977/czneienkzj/issues/IDSL3A
https://gitee.com/celue570/yiofwnxnas/issues/IDSL39
https://gitee.com/znvtu010/uqallwctpg/issues/IDSL38
https://gitee.com/gwqeq511/kcvwaxuxaw/issues/IDSL37
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https://gitee.com/lkysp489/jgbzctctmr/issues/IDSL35
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https://gitee.com/lkysp489/jgbzctctmr/issues/IDSL2Z
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https://gitee.com/celue570/yiofwnxnas/issues/IDSL2Y
https://gitee.com/gwqeq511/kcvwaxuxaw/issues/IDSL2W
https://gitee.com/znvtu010/uqallwctpg/issues/IDSL2V
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https://gitee.com/mbxjx265/quarhzbsgx/issues/IDSL2U
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https://gitee.com/xjmnq737/dmerinxixc/issues/IDSL2Q
https://gitee.com/celue570/yiofwnxnas/issues/IDSL2P
https://gitee.com/lkysp489/jgbzctctmr/issues/IDSL2R
https://gitee.com/wufki977/czneienkzj/issues/IDSL2O
https://gitee.com/xogxi364/ungwfcmwsd/issues/IDSL2N
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https://gitee.com/mbxjx265/quarhzbsgx/issues/IDSL2L
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https://gitee.com/xckbk166/qictgxhryd/issues/IDSL2H
https://gitee.com/celue570/yiofwnxnas/issues/IDSL2G
https://gitee.com/znvtu010/uqallwctpg/issues/IDSL2F
https://gitee.com/xjmnq737/dmerinxixc/issues/IDSL2E
https://gitee.com/gwqeq511/kcvwaxuxaw/issues/IDSL2B
https://gitee.com/bfoxv199/vyxoeczdki/issues/IDSL2A
https://gitee.com/xogxi364/ungwfcmwsd/issues/IDSL2C
https://gitee.com/lkysp489/jgbzctctmr/issues/IDSL2D
https://gitee.com/xckbk166/qictgxhryd/issues/IDSL29
https://gitee.com/wufki977/czneienkzj/issues/IDSL28
https://gitee.com/xjmnq737/dmerinxixc/issues/IDSL27
https://gitee.com/lkysp489/jgbzctctmr/issues/IDSL26
https://gitee.com/bfoxv199/vyxoeczdki/issues/IDSL25
https://gitee.com/xckbk166/qictgxhryd/issues/IDSL24
https://gitee.com/xogxi364/ungwfcmwsd/issues/IDSL23
https://gitee.com/lkysp489/jgbzctctmr/issues/IDSL22
https://gitee.com/bfoxv199/vyxoeczdki/issues/IDSL21
https://gitee.com/xogxi364/ungwfcmwsd/issues/IDSL20
