AzureScout

1.0.0

Modules/Public/InventoryModules/AI/MLPipelines.ps1

                                <#

.Synopsis

Inventory for Azure Machine Learning Pipelines

.DESCRIPTION

This script retrieves all pipeline jobs and pipeline components within Azure Machine

Learning workspaces via the ARM REST API.

Excel Sheet Name: ML Pipelines

.Link

https://github.com/thisismydemo/azure-scout/Modules/Public/InventoryModules/AI/MLPipelines.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)"

            # Pipeline jobs

            $pipelineUri = "$baseUri/jobs?api-version=$apiVersion&`$filter=jobType eq 'Pipeline'"

            try {

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

                if ($response.StatusCode -eq 200) {

                    $result   = $response.Content | ConvertFrom-Json

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

                    foreach ($1 in $pipelines) {

                        $ResUCount = 1

                        $jProp     = $1.properties

                        $obj = @{

                            'Workspace Name'     = $ws.NAME;

                            'Subscription'       = $sub1.Name;

                            'Resource Group'     = $ws.RESOURCEGROUP;

                            'Pipeline Name'      = $1.name;

                            'Pipeline ID'        = $1.id;

                            'Display Name'       = if ($jProp.displayName)          { $jProp.displayName }          else { 'N/A' };

                            'Status'             = if ($jProp.status)               { $jProp.status }               else { 'N/A' };

                            'Created Time'       = if ($jProp.creationContext.createdAt) { ([datetime]$jProp.creationContext.createdAt).ToString('yyyy-MM-dd HH:mm') } else { 'N/A' };

                            'Last Modified'      = if ($jProp.creationContext.lastModifiedAt) { ([datetime]$jProp.creationContext.lastModifiedAt).ToString('yyyy-MM-dd HH:mm') } else { 'N/A' };

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

                            'Experiment Name'    = if ($jProp.experimentName)       { $jProp.experimentName }       else { 'N/A' };

                            'Compute ID'         = if ($jProp.settings.defaultCompute) { $jProp.settings.defaultCompute } else { 'N/A' };

                            'Resource U'         = $ResUCount;

                            'Tag Name'           = '';

                            'Tag Value'          = '';

                        }

                        $obj

                    }

                }

            } catch {

                Write-Debug ("MLPipelines: Failed to retrieve pipelines for workspace $($ws.NAME): $_")

            }

        }

        $tmp

    }

}

Else

{

    if ($SmaResources) {

        $TableName = ('MLPipelinesTable_' + (($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('Pipeline Name')

        $Exc.Add('Pipeline ID')

        $Exc.Add('Display Name')

        $Exc.Add('Status')

        $Exc.Add('Created Time')

        $Exc.Add('Last Modified')

        $Exc.Add('Description')

        $Exc.Add('Experiment Name')

        $Exc.Add('Compute ID')

        $Exc.Add('Resource U')

        [PSCustomObject]$SmaResources |

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

        Export-Excel -Path $File `

            -WorksheetName 'ML Pipelines' `

            -AutoSize -MaxAutoSizeRows 100 `

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

    }

}