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[Bulk] Fix absolute links & tables & author warning
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articles/ai-services/openai/how-to/provisioned-get-started.md

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--sku-name Provisioned-Managed
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```
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REST, ARM template, Bicep and Terraform can also be used to create deployments. See the section on automating deployments in the [Managing Quota](https://learn.microsoft.com/azure/ai-services/openai/how-to/quota?tabs=rest#automate-deployment) how-to guide and replace the `sku.name` with "Provisioned-Managed" rather than "Standard."
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REST, ARM template, Bicep and Terraform can also be used to create deployments. See the section on automating deployments in the [Managing Quota](quota.md?tabs=rest#automate-deployment) how-to guide and replace the `sku.name` with "Provisioned-Managed" rather than "Standard."
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## Make your first calls
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The inferencing code for provisioned deployments is the same a standard deployment type. The following code snippet shows a chat completions call to a GPT-4 model. For your first time using these models programmatically, we recommend starting with our [quickstart start guide](../quickstart.md). Our recommendation is to use the OpenAI library with version 1.0 or greater since this includes retry logic within the library.
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## Next Steps
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* For more information on cloud application best practices, check out [Best practices in cloud applications](https://learn.microsoft.com/azure/architecture/best-practices/index-best-practices)
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* For more information on cloud application best practices, check out [Best practices in cloud applications](/azure/architecture/best-practices/index-best-practices)
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* For more information on provisioned deployments, check out [What is provisioned throughput?](../concepts/provisioned-throughput.md)
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* For more information on retry logic within each SDK, check out:
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* [Python reference documentation](https://github.com/openai/openai-python?tab=readme-ov-file#retries)
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* [.NET reference documentation](https://learn.microsoft.com/dotnet/api/azure.ai.openai.openaiclientoptions?view=azure-dotnet-preview)
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* [Java reference documentation](https://learn.microsoft.com/java/api/com.azure.ai.openai.openaiclientbuilder?view=azure-java-preview#com-azure-ai-openai-openaiclientbuilder-retryoptions(com-azure-core-http-policy-retryoptions))
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* [JavaScript reference documentation](https://learn.microsoft.com/javascript/api/@azure/openai/openaiclientoptions?view=azure-node-preview#@azure-openai-openaiclientoptions-retryoptions)
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* [GO reference documentation](https://pkg.go.dev/github.com/Azure/azure-sdk-for-go/sdk/ai/azopenai#ChatCompletionsOptions)
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* [.NET reference documentation](/dotnet/api/azure.ai.openai.openaiclientoptions?view=azure-dotnet-preview&preserve-view=true)
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* [Java reference documentation](/java/api/com.azure.ai.openai.openaiclientbuilder?view=azure-java-preview&preserve-view=true#com-azure-ai-openai-openaiclientbuilder-retryoptions(com-azure-core-http-policy-retryoptions))
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* [JavaScript reference documentation](/javascript/api/@azure/openai/openaiclientoptions?view=azure-node-preview&preserve-view=true#@azure-openai-openaiclientoptions-retryoptions)
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* [GO reference documentation](https://pkg.go.dev/github.com/Azure/azure-sdk-for-go/sdk/ai/azopenai#ChatCompletionsOptions)

articles/aks/gpu-cluster.md

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## Limitations
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* AKS does not support Windows GPU-enabled node pools.
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* If you're using an Azure Linux GPU-enabled node pool, automatic security patches aren't applied, and the default behavior for the cluster is *Unmanaged*. For more information, see [auto-upgrade](./auto-upgrade-node-image.md).
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* [NVadsA10](https://learn.microsoft.com/azure/virtual-machines/nva10v5-series) v5-series are not a recommended SKU for GPU VHD.
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* [NVadsA10](../virtual-machines/nva10v5-series.md) v5-series are not a recommended SKU for GPU VHD.
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## Before you begin
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articles/automation/runbook-input-parameters.md

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| PowerShell | - String <br>- Security.SecureString <br>- INT32 <br>- Boolean <br>- DateTime <br>- Array <br>- Collections.Hashtable <br>- Management.Automation.SwitchParameter |
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| PowerShell Workflow | - String <br>- Security.SecureString <br>- INT32 <br>- Boolean <br>- DateTime <br>- Array <br>- Collections.Hashtable <br>- Management.Automation.SwitchParameter |
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| Graphical PowerShell| - String <br>- INT32 <br>- INT64 <br>- Boolean <br>- Decimal <br>- DateTime <br>- Object |
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| Python | - String | |
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| Python | - String |
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## Configure input parameters in PowerShell runbooks
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articles/automation/whats-new.md

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**Type: Retirement**
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On **31 August 2024**, Azure Automation will retire [Automation Update management](https://learn.microsoft.com/answers/questions/1459053/retirement-announcement-azure-automation-update-ma) and [Change Tracking using Log Analytics](https://learn.microsoft.com/answers/questions/1459059/retirement-announcement-azure-automation-change-tr). You must migrate to [Azure Update Manager](../update-manager/overview.md) and [Change tracking and inventory using Azure Monitoring Agent](change-tracking/overview-monitoring-agent.md) respectively before the deprecation date.
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On **31 August 2024**, Azure Automation will retire [Automation Update management](/answers/questions/1459053/retirement-announcement-azure-automation-update-ma) and [Change Tracking using Log Analytics](/answers/questions/1459059/retirement-announcement-azure-automation-change-tr). You must migrate to [Azure Update Manager](../update-manager/overview.md) and [Change tracking and inventory using Azure Monitoring Agent](change-tracking/overview-monitoring-agent.md) respectively before the deprecation date.
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## November 2023
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articles/azure-arc/servers/run-command.md

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|Operation |Description |
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|---------|---------|
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|[Create](https://review.learn.microsoft.com/en-us/rest/api/hybridcompute/machine-run-commands/create-or-update?view=rest-hybridcompute-2023-10-03-preview&branch=main&tabs=HTTP) |The operation to create a run command. This runs the run command. |
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|[Delete](/rest/api/hybridcompute/machine-run-commands/delete?view=rest-hybridcompute-2023-10-03-preview&tabs=HTTP) |The operation to delete a run command. If it's running, delete will also stop the run command. |
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|[Get](/rest/api/hybridcompute/machine-run-commands/get?view=rest-hybridcompute-2023-10-03-preview&tabs=HTTP) |The operation to get a run command. |
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|[List](/rest/api/hybridcompute/machine-run-commands/list?view=rest-hybridcompute-2023-10-03-preview&tabs=HTTP) |The operation to get all the run commands of an Azure Arc-enabled server. |
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|[Update](/rest/api/hybridcompute/machine-run-commands/update?view=rest-hybridcompute-2023-10-03-preview&tabs=HTTP) |The operation to update the run command. This stops the previous run command. |
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|[Create](/rest/api/hybridcompute/machine-run-commands/create-or-update?tabs=HTTP) |The operation to create a run command. This runs the run command. |
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|[Delete](/rest/api/hybridcompute/machine-run-commands/delete?tabs=HTTP) |The operation to delete a run command. If it's running, delete will also stop the run command. |
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|[Get](/rest/api/hybridcompute/machine-run-commands/get?tabs=HTTP) |The operation to get a run command. |
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|[List](/rest/api/hybridcompute/machine-run-commands/list?tabs=HTTP) |The operation to get all the run commands of an Azure Arc-enabled server. |
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|[Update](/rest/api/hybridcompute/machine-run-commands/update?tabs=HTTP) |The operation to update the run command. This stops the previous run command. |
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> [!NOTE]
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> Output and error blobs are overwritten each time the run command script executes.

articles/azure-arc/system-center-virtual-machine-manager/agent-overview-scvmm.md

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# Overview of Azure Connected Machine agent to manage Windows and Linux machines
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When you [enable guest management](https://learn.microsoft.com/azure/azure-arc/system-center-virtual-machine-manager/enable-guest-management-at-scale) on SCVMM VMs, Azure arc agent is installed on the VMs. The Azure Connected Machine agent enables you to manage your Windows and Linux machines hosted outside of Azure on your corporate network or other cloud providers. This article provides an architectural overview of Azure connected machine agent.
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When you [enable guest management](enable-guest-management-at-scale.md) on SCVMM VMs, Azure arc agent is installed on the VMs. The Azure Connected Machine agent enables you to manage your Windows and Linux machines hosted outside of Azure on your corporate network or other cloud providers. This article provides an architectural overview of Azure connected machine agent.
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## Agent components
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- [Connect your SCVMM server to Azure Arc](/azure/azure-arc/system-center-virtual-machine-manager/quickstart-connect-system-center-virtual-machine-manager-to-arc).
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- [Install Arc agent at scale for your SCVMM VMs](/azure/azure-arc/system-center-virtual-machine-manager/enable-guest-management-at-scale).
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- [Install Arc agent using a script for SCVMM VMs](/azure/azure-arc/system-center-virtual-machine-manager/install-arc-agents-using-script).
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- [Install Arc agent using a script for SCVMM VMs](/azure/azure-arc/system-center-virtual-machine-manager/install-arc-agents-using-script).

articles/azure-arc/system-center-virtual-machine-manager/deliver-esus-for-system-center-virtual-machine-manager-vms.md

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# Deliver ESUs for SCVMM VMs through Arc
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Azure Arc-enabled System Center Virtual Machine Manager (SCVMM) allows you to enroll all the Windows Server 2012/2012 R2 VMs managed by your SCVMM server in [Extended Security Updates](https://learn.microsoft.com/windows-server/get-started/extended-security-updates-overview) (ESUs) at scale.
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Azure Arc-enabled System Center Virtual Machine Manager (SCVMM) allows you to enroll all the Windows Server 2012/2012 R2 VMs managed by your SCVMM server in [Extended Security Updates](/windows-server/get-started/extended-security-updates-overview) (ESUs) at scale.
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ESUs allow you to leverage cost flexibility in the form of pay-as-you-go Azure billing and enhanced delivery experience in the form of built-in inventory and keyless delivery. In addition, ESUs enabled by Azure Arc give you access to Azure management services such as [Azure Update Manager](https://learn.microsoft.com/azure/update-manager/overview?tabs=azure-vms), [Azure Automation Change Tracking and Inventory](https://learn.microsoft.com/azure/automation/change-tracking/overview?tabs=python-2), and [Azure Policy Guest Configuration](https://learn.microsoft.com/azure/cloud-adoption-framework/manage/azure-server-management/guest-configuration-policy) at no additional cost.
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ESUs allow you to leverage cost flexibility in the form of pay-as-you-go Azure billing and enhanced delivery experience in the form of built-in inventory and keyless delivery. In addition, ESUs enabled by Azure Arc give you access to Azure management services such as [Azure Update Manager](/azure/update-manager/overview?tabs=azure-vms), [Azure Automation Change Tracking and Inventory](/azure/automation/change-tracking/overview?tabs=python-2), and [Azure Policy Guest Configuration](/azure/cloud-adoption-framework/manage/azure-server-management/guest-configuration-policy) at no additional cost.
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This article provides the steps to procure and deliver ESUs to WS 2012 and 2012 R2 SCVMM VMs onboarded to Azure Arc-enabled SCVMM.
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You can select one or more Arc-enabled SCVMM VMs to link to an ESU license. Once you've linked a VM to an activated ESU license, the VM is eligible to receive Windows Server 2012 and 2012 R2 ESUs.
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>[!Note]
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> You have the flexibility to configure your patching solution of choice to receive these updates – whether it's [Azure Update Manager](https://learn.microsoft.com/azure/update-center/overview), [Windows Server Update Services](https://learn.microsoft.com/windows-server/administration/windows-server-update-services/get-started/windows-server-update-services-wsus), Microsoft Updates, [Microsoft Endpoint Configuration Manager](https://learn.microsoft.com/mem/configmgr/core/understand/introduction), or a third-party patch management solution.
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> You have the flexibility to configure your patching solution of choice to receive these updates – whether it's [Azure Update Manager](/azure/update-center/overview), [Windows Server Update Services](/windows-server/administration/windows-server-update-services/get-started/windows-server-update-services-wsus), Microsoft Updates, [Microsoft Endpoint Configuration Manager](/mem/configmgr/core/understand/introduction), or a third-party patch management solution.
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articles/azure-arc/system-center-virtual-machine-manager/enable-guest-management-at-scale.md

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>- SCVMM 2022 UR1 or later
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>For other SCVMM versions, Linux VMs or Windows VMs running WS 2012 or earlier, [install Arc agents through the script](https://learn.microsoft.com/azure/azure-arc/system-center-virtual-machine-manager/install-arc-agents-using-script).
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>For other SCVMM versions, Linux VMs or Windows VMs running WS 2012 or earlier, [install Arc agents through the script](install-arc-agents-using-script.md).
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- Running a [supported operating system](/azure/azure-arc/servers/prerequisites#supported-operating-systems).
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- Able to connect through the firewall to communicate over the internet and [these URLs](/azure/azure-arc/servers/network-requirements?tabs=azure-cloud#urls) aren't blocked.
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- Running a [supported operating system](../servers/prerequisites.md#supported-operating-systems).
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- Able to connect through the firewall to communicate over the internet and [these URLs](../servers/network-requirements.md?tabs=azure-cloud#urls) aren't blocked.
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1. Navigate to the **SCVMM management servers** blade on [Azure Arc Center](https://ms.portal.azure.com/#view/Microsoft_Azure_HybridCompute/AzureArcCenterBlade/~/overview), and select the SCVMM management server resource.
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1. Navigate to the **SCVMM management servers** blade on [Azure Arc Center](https://portal.azure.com/#view/Microsoft_Azure_HybridCompute/AzureArcCenterBlade/~/overview), and select the SCVMM management server resource.
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[Manage VM extensions to use Azure management services for your SCVMM VMs](../servers/manage-vm-extensions.md).

articles/azure-arc/system-center-virtual-machine-manager/install-arc-agents-using-script.md

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- Is powered on and the resource bridge has network connectivity to the host running the VM.
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- Has Azure CLI [installed](https://learn.microsoft.com/cli/azure/install-azure-cli).
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- Has Azure CLI [installed](/cli/azure/install-azure-cli).
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- Has the Arc agent installation script downloaded from [here](https://download.microsoft.com/download/7/1/6/7164490e-6d8c-450c-8511-f8191f6ec110/arcscvmm-enable-guest-management.ps1) for a Windows VM or from [here](https://download.microsoft.com/download/0/9/b/09bd9ef4-a7af-49e5-ad5f-9e8f85fae75b/arcscvmm-enable-guest-management.sh) for a Linux VM.
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[Manage VM extensions to use Azure management services for your SCVMM VMs](../servers/manage-vm-extensions.md).

articles/azure-arc/system-center-virtual-machine-manager/overview.md

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- Perform various VM lifecycle operations such as start, stop, pause, and delete VMs on SCVMM managed VMs directly from Azure.
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- Empower developers and application teams to self-serve VM operations on demand using [Azure role-based access control (RBAC)](https://learn.microsoft.com/azure/role-based-access-control/overview).
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- Empower developers and application teams to self-serve VM operations on demand using [Azure role-based access control (RBAC)](/azure/role-based-access-control/overview).
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- Browse your VMM resources (VMs, templates, VM networks, and storage) in Azure, providing you with a single pane view for your infrastructure across both environments.
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- Install the Arc-connected machine agents at scale on SCVMM VMs to [govern, protect, configure, and monitor them](../servers/overview.md#supported-cloud-operations).

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