> For the complete documentation index, see [llms.txt](https://docs.apica.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.apica.io/autonomous-insights/log-pattern-signature/log-ps-explained.md). # Log PS Explained ### Log Pattern-Signature (PS) Explained Machine logs are known to be difficult to process due to their mixed structured/none-structured nature. The non-conforming log format and its volume growth make it challenging to extract values using conventional search and monitoring classic techniques. Apica Ascent normalizes all incoming logs into Pattern-Signature (PS). PS groups or clusters for all the ingested logs based on their underlying logging structure for any log forms. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter: ``` GET https://docs.apica.io/autonomous-insights/log-pattern-signature/log-ps-explained.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.