blocks|key|999096|text|顶点AI模型监视作业被记录为云日志记录1的一部分。|type|ordered-list-item|depth|inlineStyleRanges|entityRanges|offset|length|data|999097|您可以使用基于日志的警报2对这些日志进行响应。为此，您需要将通知通道配置为PubSub+3.。|999098|基于这些PubSub消息，您可以触发云函数4.|999099|云函数可以启动顶点AI管道运行，重新训练模型5。|999100|https://cloud.google.com/vertex-ai/docs/model-monitoring/using-model-monitoring#cloud-logging-info|unstyled|999101|https://cloud.google.com/logging/docs/alerting/log-based-alerts|999102|v3/rest/v3/projects.notificationChannels#NotificationChannel|999103|https://cloud.google.com/functions/docs/calling/pubsub|999104|https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.pipelineJobs/create|999105|entityMap|0|LINK|mutability|MUTABLE|url|1|2|https://cloud.google.com/monitoring/api/ref_v3/rest/v3/projects.notificationChannels#NotificationChannel|3|4|5|6|7|8|9^0|J|1|0|0|C|1|1|18|2|2|0|L|2|3|0|M|1|4|0|0|2Q|5|0|0|1R|6|0|0|1O|7|0|0|1I|8|0|0|2O|9|0^^$0|@$1|2|3|4|5|6|7|1B|8|@]|9|@$A|1C|B|1D|1|1E]]|C|$]]|$1|D|3|E|5|6|7|1F|8|@]|9|@$A|1G|B|1H|1|1I]|$A|1J|B|1K|1|1L]]|C|$]]|$1|F|3|G|5|6|7|1M|8|@]|9|@$A|1N|B|1O|1|1P]]|C|$]]|$1|H|3|I|5|6|7|1Q|8|@]|9|@$A|1R|B|1S|1|1T]]|C|$]]|$1|J|3|K|5|L|7|1U|8|@]|9|@$A|1V|B|1W|1|1X]]|C|$]]|$1|M|3|N|5|L|7|1Y|8|@]|9|@$A|1Z|B|20|1|21]]|C|$]]|$1|O|3|P|5|L|7|22|8|@]|9|@$A|23|B|24|1|25]]|C|$]]|$1|Q|3|R|5|L|7|26|8|@]|9|@$A|27|B|28|1|29]]|C|$]]|$1|S|3|T|5|L|7|2A|8|@]|9|@$A|2B|B|2C|1|2D]]|C|$]]|$1|U|3|-4|5|L|7|2E|8|@]|9|@]|C|$]]]|V|$W|$5|X|Y|Z|C|$10|K]]|11|$5|X|Y|Z|C|$10|N]]|12|$5|X|Y|Z|C|$10|13]]|14|$5|X|Y|Z|C|$10|R]]|15|$5|X|Y|Z|C|$10|T]]|16|$5|X|Y|Z|C|$10|K]]|17|$5|X|Y|Z|C|$10|N]]|18|$5|X|Y|Z|C|$10|13]]|19|$5|X|Y|Z|C|$10|R]]|1A|$5|X|Y|Z|C|$10|T]]]]

<ol>
<li>The Vertex AI Model Monitoring jobs are logged as part of Cloud Logging <a href="https://cloud.google.com/vertex-ai/docs/model-monitoring/using-model-monitoring#cloud-logging-info" rel="nofollow noreferrer">1</a>.</li>
<li>You can react to those loggings using log-based alerts <a href="https://cloud.google.com/logging/docs/alerting/log-based-alerts" rel="nofollow noreferrer">2</a>. For that, you need to configure a notification channel to PubSub <a href="https://cloud.google.com/monitoring/api/ref_v3/rest/v3/projects.notificationChannels#NotificationChannel" rel="nofollow noreferrer">3</a></li>
<li>Based on those PubSub message you can trigger a Cloud Function <a href="https://cloud.google.com/functions/docs/calling/pubsub" rel="nofollow noreferrer">4</a></li>
<li>The Cloud Function can initiate the Vertex AI Pipeline run to re-train the model <a href="https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.pipelineJobs/create" rel="nofollow noreferrer">5</a></li>
</ol>
<a href="https://cloud.google.com/vertex-ai/docs/model-monitoring/using-model-monitoring#cloud-logging-info" rel="nofollow noreferrer">https://cloud.google.com/vertex-ai/docs/model-monitoring/using-model-monitoring#cloud-logging-info</a>
<a href="https://cloud.google.com/logging/docs/alerting/log-based-alerts" rel="nofollow noreferrer">https://cloud.google.com/logging/docs/alerting/log-based-alerts</a>
<a href="https://cloud.google.com/monitoring/api/ref_v3/rest/v3/projects.notificationChannels#NotificationChannel" rel="nofollow noreferrer">https://cloud.google.com/monitoring/api/ref_v3/rest/v3/projects.notificationChannels#NotificationChannel</a>
<a href="https://cloud.google.com/functions/docs/calling/pubsub" rel="nofollow noreferrer">https://cloud.google.com/functions/docs/calling/pubsub</a>
<a href="https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.pipelineJobs/create" rel="nofollow noreferrer">https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.pipelineJobs/create</a>

I’m trying to create a Vertex AI endpoint with Monitoring enabled that can trigger a Vertex AI pipeline execution when one of the deployed models drops its performance.
However, Vertex AI does not provide any built-in feature to do it.
Is there a method to capture the alert thrown by Vertex AI Monitoring and trigger the Pipeline?

Vertex AI automatic retraining

翻译质量差，导致语言生硬或混乱。

没有提供实际的解决方法或示例。

解答不清晰，无法理解或解决问题。

页面排版不美观，阅读体验差。

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我正在尝试创建一个顶点AI端点，启用了监控功能，当其中一个已部署的模型降低性能时，它可以触发顶点AI管道执行。然而，顶点AI并不提供任何内置功能来完成它。是否有一种方法来捕获顶点AI监控引发的警报并触发管道？

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