Public/Request-Embeddings.ps1
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function Request-Embeddings { [CmdletBinding()] [OutputType([pscustomobject])] param ( <# In OpenAI's API, this corresponds to the "Input" parameter name. But avoid using the variable name $Input for variable name, because it is used as an automatic variable in PowerShell. #> [Parameter(Mandatory, Position = 0, ValueFromPipeline)] [ValidateNotNullOrEmpty()] [Alias('Input')] [string[]]$Text, [Parameter()] [Completions('text-embedding-ada-002', 'text-embedding-3-small', 'text-embedding-3-large')] [string]$Model = 'text-embedding-ada-002', [Parameter()] [Alias('encoding_format')] [ValidateSet('float', 'base64')] [string]$Format = 'float', [Parameter()] [ValidateRange(1, 2147483647)] [int]$Dimensions, [Parameter()] [string]$User, [Parameter()] [switch]$AsBatch, [Parameter()] [string]$CustomBatchId, [Parameter()] [int]$TimeoutSec = 0, [Parameter()] [ValidateRange(0, 100)] [int]$MaxRetryCount = 0, [Parameter()] [OpenAIApiType]$ApiType = [OpenAIApiType]::OpenAI, [Parameter()] [System.Uri]$ApiBase, [Parameter(DontShow)] [string]$ApiVersion, [Parameter()] [ValidateSet('openai', 'azure', 'azure_ad')] [string]$AuthType = 'openai', [Parameter()] [securestring][SecureStringTransformation()]$ApiKey, [Parameter()] [Alias('OrgId')] [string]$Organization, [Parameter()] [System.Collections.IDictionary]$AdditionalQuery, [Parameter()] [System.Collections.IDictionary]$AdditionalHeaders, [Parameter()] [object]$AdditionalBody ) begin { # Get API context $OpenAIParameter = Get-OpenAIAPIParameter -EndpointName 'Embeddings' -Parameters $PSBoundParameters -Engine $Model -ErrorAction Stop } process { # Text is required if ($null -eq $Text -or $Text.Count -eq 0) { Write-Error -Exception ([System.ArgumentException]::new('"Text" property is required.')) return } #region Construct parameters for API request $PostBody = [System.Collections.Specialized.OrderedDictionary]::new() if ($OpenAIParameter.ApiType -eq [OpenAIApiType]::OpenAI) { $PostBody.model = $Model } if ($Text.Count -eq 1) { $PostBody.input = [string](@($Text)[0]) } else { $PostBody.input = $Text } if ($PSBoundParameters.ContainsKey('User')) { $PostBody.user = $User } if ($PSBoundParameters.ContainsKey('Format')) { $PostBody.encoding_format = $Format } if ($PSBoundParameters.ContainsKey('Dimensions')) { $PostBody.dimensions = $Dimensions } #endregion # As Batch if ($AsBatch) { if ([string]::IsNullOrEmpty($CustomBatchId)) { $CustomBatchId = 'request-{0:x4}' -f (Get-Random -Maximum 65535) } $batchInputObject = [pscustomobject]@{ 'custom_id' = $CustomBatchId 'method' = 'POST' 'url' = $OpenAIParameter.BatchEndpoint 'body' = [pscustomobject]$PostBody } $batchInputObject.PSObject.TypeNames.Insert(0, 'PSOpenAI.Batch.Input') return $batchInputObject } #region Send API Request $splat = @{ Method = $OpenAIParameter.Method Uri = $OpenAIParameter.Uri ContentType = $OpenAIParameter.ContentType TimeoutSec = $OpenAIParameter.TimeoutSec MaxRetryCount = $OpenAIParameter.MaxRetryCount ApiKey = $OpenAIParameter.ApiKey AuthType = $OpenAIParameter.AuthType Organization = $OpenAIParameter.Organization Body = $PostBody AdditionalQuery = $AdditionalQuery AdditionalHeaders = $AdditionalHeaders AdditionalBody = $AdditionalBody } $Response = Invoke-OpenAIAPIRequest @splat # error check if ($null -eq $Response) { return } #endregion #region Parse response object try { $Response = $Response | ConvertFrom-Json -ErrorAction Stop } catch { Write-Error -Exception $_.Exception } #endregion #region Output if ($null -ne $Response) { for ($i = 0; $i -lt @($Response.data).Count; $i++) { if ($Format -eq 'float') { # Convert [Object[]] to [float[]] @($Response.data)[$i].embedding = [float[]]@($Response.data)[$i].embedding } # Add custom properties to output object. @($Response.data)[$i] | Add-Member -MemberType NoteProperty -Name 'Text' -Value @($Text)[$i] } Write-Output $Response } #endregion } end { } } |