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deploy-manage/autoscaling/trained-model-autoscaling.md

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{{serverless-full}} Security and Observability projects are only charged for data ingestion and retention. They are not charged for processing power (VCU usage), which is used for more complex operations, like running advanced search models. For example, in Search projects, models such as ELSER require significant processing power to provide more accurate search results.
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## Enabling autoscaling through APIs - adaptive allocations [enabling-autoscaling-through-apis-adaptive-allocations]
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$$$nlp-model-adaptive-resources$$$
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Model allocations are independent units of work for NLP tasks. If you set the numbers of threads and allocations for a model manually, they remain constant even when not all the available resources are fully used or when the load on the model requires more resources. Instead of setting the number of allocations manually, you can enable adaptive allocations to set the number of allocations based on the load on the process. This can help you to manage performance and cost more easily. (Refer to the [pricing calculator](https://cloud.elastic.co/pricing) to learn more about the possible costs.)
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:::
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### Optimizing for typical use cases [optimizing-for-typical-use-cases]
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You can optimize your model deployment for typical use cases, such as search and ingest. When you optimize for ingest, the throughput will be higher, which increases the number of {{infer}} requests that can be performed in parallel. When you optimize for search, the latency will be lower during search processes.
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* If you want to optimize for ingest, set the number of threads to `1` (`"threads_per_allocation": 1`).
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* the use case you optimize the model deployment for (ingest or search)
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* whether model autoscaling is enabled with adaptive allocations/resources to have dynamic resources, or disabled for static resources
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::::{note}
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On {{serverless-short}}, VCUs for {{ml}} are based on the amount of vCPU and memory consumed. For {{ml}}, `1` VCU equals `0.125` of vCPU and `1GB` of memory, where vCPUs are measured by allocations multiplied by threads, and where memory is the amount consumed by trained models or {{ml}} jobs.
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As a math formula, `VCUs = 8 * allocations * threads`, or `1` VCU for every `1GB` of memory consumed, whichever is greater.
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::::
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If you use a self-managed cluster or ECK, vCPUs level ranges are derived from the `total_ml_processors` and `max_single_ml_node_processors` values. Use the [get {{ml}} info API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-ml-info) to check these values.
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The following tables show you the number of allocations, threads, and vCPUs available in ECE and ECH when adaptive resources are enabled or disabled.

deploy-manage/deploy/cloud-enterprise/configure.md

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* [Configure allocator affinity](configure-allocator-affinity.md) - Determine how ECE distributes your Elastic Stack deployments across allocators.
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* [Change allocator disconnect timeout](change-allocator-disconnect-timeout.md) - Configure how long ECE waits before considering allocators to be disconnected.
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* [Migrate ECE to Podman hosts](./migrate-ece-to-podman-hosts.md) - If you are running a Docker based installation and you need to migrate to Podman.
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* [Migrate ECE on Podman hosts to SELinux in enforcing mode](migrate-ece-on-podman-hosts-to-selinux-enforce.md) - Migrate ECE to SELinux in `enforcing` mode using Podman.
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* [Migrate ECE on Podman hosts to SELinux in enforcing mode](../../security/secure-your-elastic-cloud-enterprise-installation/migrate-ece-on-podman-hosts-to-selinux-enforce.md) - Migrate ECE to SELinux in `enforcing` mode using Podman.
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## Maintenance activities
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deploy-manage/deploy/cloud-enterprise/deploy-an-orchestrator.md

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The following tasks are only needed on certain circumstances:
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* [Migrate ECE to Podman hosts](./migrate-ece-to-podman-hosts.md)
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* [Migrate ECE on Podman hosts to SELinux enforce](./migrate-ece-on-podman-hosts-to-selinux-enforce.md)
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* [Migrate ECE on Podman hosts to SELinux enforce](./../../security/secure-your-elastic-cloud-enterprise-installation/migrate-ece-on-podman-hosts-to-selinux-enforce.md)
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* [Change allocator disconnect timeout](./change-allocator-disconnect-timeout.md)

deploy-manage/deploy/cloud-enterprise/enable-custom-endpoint-aliases.md

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* For Kibana, the certificate needs to allow for ***.kb.<your-domain>**
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* For APM, the certificate needs to allow for ***.apm.<your-domain>**
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* For Fleet, the certificate needs to allow for ***.fleet.<your-domain>**
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* For Universal Profiling, the certificate needs to allow for ***.profiling.<your-domain>** and ***.symbols.<your-domain>**
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3. In the **Platform** menu, select **Settings**.
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4. Under the **Enable custom endpoint alias naming**, toggle the setting to allow platform administrators and deployment managers to choose a simplified, unique URL for the endpoint.

deploy-manage/deploy/cloud-on-k8s.md

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ECK is compatible with the following Elastic Stack applications:
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* Elasticsearch, Kibana, APM Server: 6.8+, 7.1+, 8+
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* Enterprise Search: 7.7+, 8+
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* Beats: 7.0+, 8+
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* Elastic Agent: 7.10+ (standalone), 7.14+ (Fleet), 8+
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* Elastic Maps Server: 7.11+, 8+
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* Elasticsearch, Kibana, APM Server: 7.17+, 8+
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* Enterprise Search: 7.17+, 8+
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* Beats: 7.17+, 8+
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* Elastic Agent: 7.10+ (standalone), 7.17+ (Fleet), 8+
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* Elastic Maps Server: 7.17+, 8+
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* Logstash: 8.7+
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Elastic Stack application images for the OpenShift-certified Elasticsearch (ECK) Operator are only available from version 7.10 and later.

deploy-manage/deploy/cloud-on-k8s/configure-eck.md

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This page explains the various methods for configuring and applying ECK settings.
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::::{tip}
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For a detailed list and description of all available settings in ECK, refer to [ECK configuration flags](asciidocalypse://docs/cloud-on-k8s/docs/reference/eck-configuration-flags.md).
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For a detailed list and description of all available settings in ECK, refer to [ECK configuration flags](cloud-on-k8s://reference/eck-configuration-flags.md).
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By default, the ECK installation includes a [ConfigMap](https://kubernetes.io/docs/concepts/configuration/configmap/) with an `eck.yaml` key where you can add, remove, or update configuration settings. This ConfigMap is mounted into the operator’s container as a file, and provided to the application through the `--config` flag.
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You can update the ConfigMap directly using the command `kubectl edit configmap elastic-operator -n elastic-operator` or modify the installation manifests and reapply them with `kubectl apply -f <your-manifest-file.yaml>`.
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The following shows the default `elastic-operator` ConfigMap, for reference purposes. Refer to [ECK configuration flags](asciidocalypse://docs/cloud-on-k8s/docs/reference/eck-configuration-flags.md) for a complete list of available settings.
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The following shows the default `elastic-operator` ConfigMap, for reference purposes. Refer to [ECK configuration flags](cloud-on-k8s://reference/eck-configuration-flags.md) for a complete list of available settings.
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```yaml
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apiVersion: v1

deploy-manage/deploy/cloud-on-k8s/elasticsearch-deployment-quickstart.md

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For a full description of each `CustomResourceDefinition` (CRD), refer to the [*API Reference*](asciidocalypse://docs/cloud-on-k8s/docs/reference/k8s-api-reference.md) or view the CRD files in the [project repository](https://github.com/elastic/cloud-on-k8s/tree/2.16/config/crds). You can also retrieve information about a CRD from the cluster. For example, describe the {{es}} CRD specification with [`describe`](https://kubernetes.io/docs/reference/kubectl/generated/kubectl_describe/):
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For a full description of each `CustomResourceDefinition` (CRD), refer to the [*API Reference*](cloud-on-k8s://reference/api-docs.md) or view the CRD files in the [project repository](https://github.com/elastic/cloud-on-k8s/tree/2.16/config/crds). You can also retrieve information about a CRD from the cluster. For example, describe the {{es}} CRD specification with [`describe`](https://kubernetes.io/docs/reference/kubectl/generated/kubectl_describe/):
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kubectl describe crd elasticsearch

deploy-manage/deploy/cloud-on-k8s/k8s-service-mesh-linkerd.md

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Any Elasticsearch, Kibana, or APM Server resources deployed to a namespace with the above annotation will automatically join the mesh.
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Alternatively, if you only want specific resources to join the mesh, add the `linkerd.io/inject: enabled` annotation to the `podTemplate` (check [API documentation](asciidocalypse://docs/cloud-on-k8s/docs/reference/k8s-api-reference.md)) of the resource as follows:
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Alternatively, if you only want specific resources to join the mesh, add the `linkerd.io/inject: enabled` annotation to the `podTemplate` (check [API documentation](cloud-on-k8s://reference/api-docs.md)) of the resource as follows:
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```yaml
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deploy-manage/deploy/cloud-on-k8s/kibana-instance-quickstart.md

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For a full description of each `CustomResourceDefinition` (CRD), refer to the [*API Reference*](cloud-on-k8s://reference/api-docs.md) or view the CRD files in the [project repository](https://github.com/elastic/cloud-on-k8s/tree/2.16/config/crds). You can also retrieve information about a CRD from the instance. For example, describe the {{kib}} CRD specification with [`describe`](https://kubernetes.io/docs/reference/kubectl/generated/kubectl_describe/):
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deploy-manage/deploy/deployment-comparison.md

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| [Security configurations](/deploy-manage/security.md) | Full control | Limited control | Limited control |
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| [Authentication realms](/deploy-manage/users-roles.md) | Available | Available | Available, through Elastic Cloud only |
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| [Custom roles](/deploy-manage/users-roles.md) | Available | Available | Available |
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| [Audit logging](/deploy-manage/monitor/logging-configuration/configuring-audit-logs.md) | Available | Available | No |
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| [Audit logging](/deploy-manage/security/logging-configuration/security-event-audit-logging.md) | Available | Available | No |
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## Infrastructure and cluster management
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deploy-manage/deploy/elastic-cloud/add-plugins-extensions.md

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* Analysis plugins, to provide analyzers targeted at languages other than English.
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Plugins can come from different sources: the official ones created or at least maintained by Elastic, community-sourced plugins from other users, and plugins that you provide. Some of the official plugins are always provided with our service, and can be [enabled per deployment](elasticsearch://reference/elasticsearch-plugins/cloud/ec-adding-elastic-plugins.md).
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Plugins can come from different sources: the official ones created or at least maintained by Elastic, community-sourced plugins from other users, and plugins that you provide. Some of the official plugins are always provided with our service, and can be [enabled per deployment](elasticsearch://reference/elasticsearch-plugins/plugin-management.md).
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* [Enable one of the official plugins already available in {{ecloud}}](elasticsearch://reference/elasticsearch-plugins/plugin-management.md).
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Custom plugins can include the official {{es}} plugins not provided with {{ecloud}}, any of the community-sourced plugins, or [plugins that you write yourself](elasticsearch://extend/index.md). Uploading custom plugins is available only to Gold, Platinum, and Enterprise subscriptions. For more information, check [Upload custom plugins and bundles](upload-custom-plugins-bundles.md).

deploy-manage/deploy/elastic-cloud/regions.md

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Elastic Cloud Serverless handles all hosting details for you. You are unable to change the region after you create a project.
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Currently, a limited number of Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP) regions are available. More regions for AWS, Azure, and GCP, will be added in the future.
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deploy-manage/monitor/stack-monitoring/collecting-log-data-with-filebeat.md

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The {{filebeat}} {{es}} module can handle [audit logs](../../security/logging-configuration/logfile-audit-output.md), [deprecation logs](../logging-configuration/elasticsearch-log4j-configuration-self-managed.md#deprecation-logging), [gc logs](elasticsearch://reference/elasticsearch/jvm-settings.md#gc-logging), [server logs](../logging-configuration/elasticsearch-log4j-configuration-self-managed.md), and [slow logs](elasticsearch://reference/elasticsearch/index-settings/slow-log.md). For more information about the location of your {{es}} logs, see the [path.logs](../../deploy/self-managed/important-settings-configuration.md#path-settings) setting.
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deploy-manage/monitor/stack-monitoring/ece-stack-monitoring.md

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* [Audit logging](../../security/logging-configuration/enabling-audit-logs.md) - logs security-related events on your deployment
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* [Audit logging](../../security/logging-configuration/enabling-audit-logs.md) - logs security-related events on your deployment
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