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Backports the following commits to 9.0:

…take elastic#2) (elastic#128742)

* Include direct memory and non-heap memory in ML memory calculations.

* Reduce ML_ONLY heap size, so that direct memory is accounted for.

* [CI] Auto commit changes from spotless

* changelog

* improve docs

* Reuse direct memory to heap factor

* feature flag

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Co-authored-by: elasticsearchmachine <[email protected]>
@jan-elastic jan-elastic added :ml Machine learning >bug auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport cloud-deploy Publish cloud docker image for Cloud-First-Testing Team:ML Meta label for the ML team labels Jun 10, 2025
@elasticsearchmachine elasticsearchmachine merged commit 3fdc5e2 into elastic:9.0 Jun 10, 2025
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@jan-elastic jan-elastic deleted the backport/9.0/pr-128742 branch June 10, 2025 12:50
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auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport >bug cloud-deploy Publish cloud docker image for Cloud-First-Testing :ml Machine learning Team:ML Meta label for the ML team v9.0.3

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