AzureScout

1.0.0

Modules/Public/InventoryModules/AI/MLEndpoints.ps1

                                <#

.Synopsis

Inventory for Azure Machine Learning Online Endpoints

.DESCRIPTION

This script retrieves all online and batch endpoints within Azure Machine Learning

workspaces via the ARM REST API.

Excel Sheet Name: ML Endpoints

.Link

https://github.com/thisismydemo/azure-scout/Modules/Public/InventoryModules/AI/MLEndpoints.ps1

.COMPONENT

    This PowerShell Module is part of Azure Scout (AZSC).

.CATEGORY AI

.NOTES

Version: 1.0.0

First Release Date: February 24, 2026

Authors: AzureScout Contributors

#>

<######## Default Parameters. Don't modify this ########>

param($SCPath, $Sub, $Intag, $Resources, $Retirements, $Task, $File, $SmaResources, $TableStyle, $Unsupported)

If ($Task -eq 'Processing')

{

    $mlWorkspaces = $Resources | Where-Object {

        $_.TYPE -eq 'microsoft.machinelearningservices/workspaces' -and

        $_.KIND -notin @('Hub', 'Project')

    }

    if ($mlWorkspaces) {

        $tmp = foreach ($ws in $mlWorkspaces) {

            $sub1 = $SUB | Where-Object { $_.Id -eq $ws.subscriptionId }

            $apiVersion = '2023-04-01'

            $baseUri    = "/subscriptions/$($ws.subscriptionId)/resourceGroups/$($ws.RESOURCEGROUP)/providers/Microsoft.MachineLearningServices/workspaces/$($ws.NAME)"

            foreach ($endpointType in @('onlineEndpoints', 'batchEndpoints')) {

                $uri = "$baseUri/$endpointType`?api-version=$apiVersion"

                try {

                    $response = Invoke-AzRestMethod -Path $uri -Method GET -ErrorAction SilentlyContinue

                    if ($response.StatusCode -eq 200) {

                        $result    = $response.Content | ConvertFrom-Json

                        $endpoints = if ($result.value) { $result.value } else { @() }

                        foreach ($1 in $endpoints) {

                            $ResUCount = 1

                            $eProp = $1.properties

                            # Count deployments

                            $deplUri = "$baseUri/$endpointType/$($1.name)/deployments?api-version=$apiVersion"

                            $deplCount = 0

                            try {

                                $deplResp = Invoke-AzRestMethod -Path $deplUri -Method GET -ErrorAction SilentlyContinue

                                if ($deplResp.StatusCode -eq 200) {

                                    $deplResult = $deplResp.Content | ConvertFrom-Json

                                    $deplCount  = if ($deplResult.value) { @($deplResult.value).Count } else { 0 }

                                }

                            } catch {}

                            $obj = @{

                                'Workspace Name'    = $ws.NAME;

                                'Subscription'      = $sub1.Name;

                                'Resource Group'    = $ws.RESOURCEGROUP;

                                'Endpoint Name'     = $1.name;

                                'Endpoint Type'     = if ($endpointType -eq 'onlineEndpoints') { 'Online' } else { 'Batch' };

                                'Auth Mode'         = if ($eProp.authMode)            { $eProp.authMode }            else { 'N/A' };

                                'Scoring URI'       = if ($eProp.scoringUri)          { $eProp.scoringUri }          else { 'N/A' };

                                'Deployments Count' = $deplCount;

                                'Provisioning State'= if ($eProp.provisioningState)   { $eProp.provisioningState }   else { 'N/A' };

                                'Description'       = if ($eProp.description)         { $eProp.description }         else { 'N/A' };

                                'Resource U'        = $ResUCount;

                                'Tag Name'          = '';

                                'Tag Value'         = '';

                            }

                            $obj

                        }

                    }

                } catch {

                    Write-Debug ("MLEndpoints: Failed $endpointType for $($ws.NAME): $_")

                }

            }

        }

        $tmp

    }

}

Else

{

    if ($SmaResources) {

        $TableName = ('MLEndpointsTable_' + (($SmaResources.'Resource U' | Measure-Object -Sum).Sum))

        $Style = New-ExcelStyle -HorizontalAlignment Left -AutoSize -NumberFormat '0'

        $Exc = New-Object System.Collections.Generic.List[System.Object]

        $Exc.Add('Workspace Name')

        $Exc.Add('Subscription')

        $Exc.Add('Resource Group')

        $Exc.Add('Endpoint Name')

        $Exc.Add('Endpoint Type')

        $Exc.Add('Auth Mode')

        $Exc.Add('Scoring URI')

        $Exc.Add('Deployments Count')

        $Exc.Add('Provisioning State')

        $Exc.Add('Description')

        $Exc.Add('Resource U')

        [PSCustomObject]$SmaResources |

        ForEach-Object { $_ } | Select-Object $Exc |

        Export-Excel -Path $File `

            -WorksheetName 'ML Endpoints' `

            -AutoSize -MaxAutoSizeRows 100 `

            -TableName $TableName -TableStyle $TableStyle -Style $Style

    }

}