AzureResourceInventory

3.5.10

Modules/Scripts/Analytics/MachineLearning.ps1

                                <#

.Synopsis

Inventory for Azure Machine Learning

.DESCRIPTION

This script consolidates information for all 'microsoft.machinelearningservices/workspaces' resource provider in $Resources variable. 

Excel Sheet Name: Machine Learning

.Link

https://github.com/microsoft/ARI/Modules/Analytics/MachineLearning.ps1

.COMPONENT

    This powershell Module is part of Azure Resource Inventory (ARI)

.NOTES

Version: 3.5.9

First Release Date: 19th November, 2020

Authors: Claudio Merola and Renato Gregio 

#>

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

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

If ($Task -eq 'Processing') {

    $AzureML = $Resources | Where-Object { $_.TYPE -eq 'microsoft.machinelearningservices/workspaces' }

    if($AzureML)

        {

            $tmp = @()

            foreach ($1 in $AzureML) {

                $ResUCount = 1

                $sub1 = $SUB | Where-Object { $_.id -eq $1.subscriptionId }

                $data = $1.PROPERTIES

                $sku = $1.SKU

                $timecreated = $data.creationTime

                $timecreated = [datetime]$timecreated

                $timecreated = $timecreated.ToString("yyyy-MM-dd HH:mm")

                $Retired = $Retirements | Where-Object { $_.id -eq $1.id }

                if ($Retired) 

                    {

                        $RetiredFeature = foreach ($Retire in $Retired)

                            {

                                $RetiredServiceID = $Unsupported | Where-Object {$_.Id -eq $Retired.ServiceID}

                                $tmp0 = [pscustomobject]@{

                                        'RetiredFeature'            = $RetiredServiceID.RetiringFeature

                                        'RetiredDate'               = $RetiredServiceID.RetirementDate 

                                    }

                                $tmp0

                            }

                        $RetiringFeature = if ($RetiredFeature.RetiredFeature.count -gt 1) { $RetiredFeature.RetiredFeature | ForEach-Object { $_ + ' ,' } }else { $RetiredFeature.RetiredFeature}

                        $RetiringFeature = [string]$RetiringFeature

                        $RetiringFeature = if ($RetiringFeature -like '* ,*') { $RetiringFeature -replace ".$" }else { $RetiringFeature }

                        $RetiringDate = if ($RetiredFeature.RetiredDate.count -gt 1) { $RetiredFeature.RetiredDate | ForEach-Object { $_ + ' ,' } }else { $RetiredFeature.RetiredDate}

                        $RetiringDate = [string]$RetiringDate

                        $RetiringDate = if ($RetiringDate -like '* ,*') { $RetiringDate -replace ".$" }else { $RetiringDate }

                    }

                else 

                    {

                        $RetiringFeature = $null

                        $RetiringDate = $null

                    }

                $StorageAcc = $data.storageAccount.split('/')[8]

                $KeyVault = $data.keyVault.split('/')[8]

                $Insight = $data.applicationInsights.split('/')[8]

                $containerRegistry = $data.containerRegistry.split('/')[8]

                $Tags = if(![string]::IsNullOrEmpty($1.tags.psobject.properties)){$1.tags.psobject.properties}else{'0'}

                    foreach ($Tag in $Tags) {

                        $obj = @{

                            'ID'                        = $1.id;

                            'Subscription'              = $sub1.Name;

                            'Resource Group'            = $1.RESOURCEGROUP;

                            'Name'                      = $1.NAME;

                            'Location'                  = $1.LOCATION;

                            'SKU'                       = $sku.name;

                            'Retiring Feature'          = $RetiringFeature;

                            'Retiring Date'             = $RetiringDate;

                            'Friendly Name'             = $data.friendlyName;

                            'Description'               = $data.description;

                            'HBI Workspace'             = $data.hbiWorkspace;

                            'Container Registry'        = $containerRegistry;

                            'Storage HNS Enabled'       = $data.storageHnsEnabled;

                            'Private Link Count'        = $data.privateLinkCount;

                            'Public Access Behind Vnet' = $data.allowPublicAccessWhenBehindVnet;

                            'Discovery Url'             = $data.discoveryUrl;

                            'ML Flow Tracking Uri'      = $data.mlFlowTrackingUri;

                            'Storage Account'           = $StorageAcc;

                            'Key Vault'                 = $KeyVault;

                            'Created Time'              = $timecreated;

                            'Application Insight'       = $Insight;

                            'Resource U'                = $ResUCount;

                            'Tag Name'                  = [string]$Tag.Name;

                            'Tag Value'                 = [string]$Tag.Value

                        }

                        $tmp += $obj

                        if ($ResUCount -eq 1) { $ResUCount = 0 } 

                    }                

            }

            $tmp

        }

}

<######## Resource Excel Reporting Begins Here ########>

Else {

    <######## $SmaResources.(RESOURCE FILE NAME) ##########>

    if ($SmaResources.AzureML) {

        $TableName = ('AzureMLTable_'+($SmaResources.AzureML.id | Select-Object -Unique).count)

        $Style = New-ExcelStyle -HorizontalAlignment Center -AutoSize -NumberFormat 0

        $condtxt = @()

        #Retirement

        $condtxt += New-ConditionalText -Range F2:F100 -ConditionalType ContainsText

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

        $Exc.Add('Subscription')

        $Exc.Add('Resource Group')

        $Exc.Add('Name')

        $Exc.Add('Location')

        $Exc.Add('SKU')

        $Exc.Add('Retiring Feature')

        $Exc.Add('Retiring Date')

        $Exc.Add('Friendly Name')

        $Exc.Add('Description')

        $Exc.Add('HBI Workspace')

        $Exc.Add('Container Registry')

        $Exc.Add('Storage HNS Enabled')

        $Exc.Add('Private Link Count')

        $Exc.Add('Public Access Behind Vnet')

        $Exc.Add('Discovery Url')

        $Exc.Add('ML Flow Tracking Uri')

        $Exc.Add('Storage Account')

        $Exc.Add('Key Vault')

        $Exc.Add('Application Insight')

        $Exc.Add('Created Time')  

        if($InTag)

            {

                $Exc.Add('Tag Name')

                $Exc.Add('Tag Value') 

            }

        $ExcelVar = $SmaResources.AzureML

        $ExcelVar | 

        ForEach-Object { [PSCustomObject]$_ } | Select-Object -Unique $Exc | 

        Export-Excel -Path $File -WorksheetName 'Machine Learning' -AutoSize -MaxAutoSizeRows 100 -TableName $TableName -TableStyle $tableStyle -ConditionalText $condtxt -Style $Style

    }

}