Created
December 13, 2024 20:09
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PowerShell function to interact with OpenAI chat models via the REST API. Requires the API key stored in an Azure Keyvault.
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function Invoke-OpenAIChat { | |
<# | |
.SYNOPSIS | |
PowerShell function for OpenAI Chat API interaction via REST. | |
.DESCRIPTION | |
Provides a robust interface to OpenAI Chat API with features including: | |
- Conversation history management | |
- Token usage tracking | |
- Markdown rendering support | |
- Temperature control for response creativity | |
- Verbosity levels for response detail | |
- Browser-based markdown viewing option | |
.PARAMETER Prompt | |
The message to send to the OpenAI Chat API. | |
Mandatory: Yes | |
Pipeline: Accepts input | |
Position: 0 | |
.PARAMETER Endpoint | |
The OpenAI API endpoint URL. | |
Mandatory: No | |
Default: Standard endpoint URL | |
Validation: Must be HTTPS URL | |
.PARAMETER Model | |
The deployment name of the AI model. | |
Mandatory: No | |
Default: o1-mini | |
Valid values: You define the values that the parameter can accept. | |
.PARAMETER KeyVaultName | |
The name of your Azure Key Vault. | |
Mandatory: No | |
.PARAMETER SecretName | |
The name of the secret in your Azure Key Vault containing the OpenAI API key. | |
Mandatory: No | |
.PARAMETER MaxTokens | |
The maximum number of tokens to generate in the response. | |
Mandatory: No | |
Default: 16384 | |
Range: 1 - 16384 | |
.PARAMETER IncludeTokenUsage | |
Switch to include token usage statistics in response. | |
Mandatory: No | |
.PARAMETER Temperature | |
Controls response creativity and randomness. | |
Mandatory: No | |
Default: 0.2 | |
Range: 0.0 - 2.0 | |
.PARAMETER StartNewChat | |
Switch to start a new chat session / clear chat history. | |
Mandatory: No | |
.PARAMETER ModelContext | |
System context/prompt for AI behavior. | |
Mandatory: No | |
Default: PowerShell expert assistant context | |
.PARAMETER NoMarkdown | |
Switch to disable markdown rendering. | |
Mandatory: No | |
.PARAMETER UseBrowser | |
Switch to view markdown in browser. | |
Mandatory: No | |
.PARAMETER Verbosity | |
Controls response detail level. | |
Mandatory: No | |
Default: medium | |
Valid values: none, low, medium, high | |
.EXAMPLE | |
PS> Invoke-OpenAIChat "Write a function to get system info" | |
Returns AI-generated PowerShell code with explanations | |
.EXAMPLE | |
PS> "How to use arrays?" | Invoke-OpenAIChat -Temperature 0.8 -Verbosity high | |
Returns detailed array explanation with high creativity | |
.NOTES | |
Author: Trevor Jones | |
Version: 1.0 | |
Requires: Az.Accounts, Az.KeyVault modules | |
#> | |
[CmdletBinding()] | |
param ( | |
# Main prompt parameter | |
[Parameter(Mandatory = $true, | |
ValueFromPipeline = $true, | |
Position = 0)] | |
[ValidateNotNullOrEmpty()] | |
[string]$Prompt, | |
# OpenAI endpoint URL | |
[Parameter(Mandatory = $false)] | |
[ValidatePattern('^https:\/\/.*')] | |
[string]$Endpoint = "https://api.openai.com/v1/chat/completions", | |
# AI model selection | |
[Parameter(Mandatory = $false)] | |
[ValidateSet("o1-preview","o1-mini","gpt-4o","chatgpt-4o-latest","gpt-4o-mini")] | |
[string]$Model = "o1-mini", | |
# Azure Key Vault name | |
[Parameter(Mandatory = $false)] | |
[ValidateNotNullOrEmpty()] | |
[string]$KeyVaultName = "htsdesktopengkeyvault01", | |
# Azure Key Vault secret name | |
[Parameter(Mandatory = $false)] | |
[ValidateNotNullOrEmpty()] | |
[string]$SecretName = "OpenAI-API-Key", | |
# Maximum number of tokens to generate | |
[Parameter(Mandatory = $false)] | |
[ValidateRange(1, 16384)] | |
[int]$MaxTokens = 16384, | |
# Token usage tracking switch | |
[Parameter(Mandatory = $false)] | |
[switch]$IncludeTokenUsage, | |
# Response creativity control | |
[Parameter(Mandatory = $false)] | |
[ValidateRange(0.0, 2.0)] | |
[double]$Temperature = 0.2, | |
# New chat session control | |
[Parameter(Mandatory = $false)] | |
[switch]$StartNewChat, | |
# AI behavior context | |
[Parameter(Mandatory = $false)] | |
[ValidateNotNullOrEmpty()] | |
[string]$ModelContext = "You are a helpful and friendly assistant with expertise in PowerShell scripting and command line. Assume user is using the operating system 'Windows 11' unless otherwise specified. ", | |
# Output format controls | |
[Parameter(Mandatory = $false)] | |
[switch]$NoMarkdown, | |
[Parameter(Mandatory = $false)] | |
[switch]$UseBrowser, | |
# Response detail level | |
[Parameter(Mandatory = $false)] | |
[ValidateSet("none", "low", "medium", "high")] | |
[string]$Verbosity = "medium" | |
) | |
begin { | |
# Module dependency check | |
$requiredModules = @("Az.Accounts", "Az.KeyVault") | |
# Find modules that are not installed | |
$missingModules = $requiredModules | Where-Object { -not (Get-Module -Name $_ -ListAvailable) } | |
# Install missing modules if any | |
if ($missingModules) { | |
try { | |
Install-Module -Name $missingModules -Force -AllowClobber -Scope CurrentUser -Repository PSGallery -ErrorAction Stop | |
} | |
catch { | |
throw "Failed to install module(s) '$($missingModules -join ', ')': $_" | |
} | |
} | |
Import-Module Az.Accounts -ErrorAction Stop | |
Import-Module Az.KeyVault -ErrorAction Stop | |
# Retrieve secret from Azure Key Vault | |
try | |
{ | |
$secureSecretValue = Get-AzKeyVaultSecret -VaultName $KeyVaultName -Name $SecretName -ErrorAction Stop | |
} | |
catch | |
{ | |
try | |
{ | |
Connect-AzAccount -AuthScope KeyVault -WarningAction SilentlyContinue -ErrorAction Stop | |
$secureSecretValue = Get-AzKeyVaultSecret -VaultName $KeyVaultName -Name $SecretName -ErrorAction Stop | |
} | |
catch | |
{ | |
Write-Error "An error occurred while retrieving the secret from Azure KeyVault: $_" | |
return $null | |
} | |
} | |
# Convert the secure string secret to plain text | |
if ($PSVersionTable.PSVersion -ge [Version]"7.0") { | |
$secretValue = $secureSecretValue.SecretValue | ConvertFrom-SecureString -AsPlainText | |
} | |
else { | |
$secretValue = [PSCredential]::new('dummy', $secureSecretValue.SecretValue).GetNetworkCredential().Password | |
} | |
# Set verbosity level text | |
$verbosityText = switch ($Verbosity) { | |
"none" { "Just provide the code and do not provide any explanation of it." } | |
"low" { "Please keep the response concise and to the point. Focus on providing code, and just explain it very briefly." } | |
"medium" { "Please keep the response concise. Provide a reasonable level of explanation for the code, adding some inline comments." } | |
"high" { "Provide a detailed explanation of the code and add inline comments to it." } | |
} | |
$ModelContext += $verbosityText | |
# Initialize chat history | |
if ($StartNewChat -or -not (Get-Variable -Name openaichatmessages -ErrorAction SilentlyContinue)) { | |
# o1 models require a temperature of 1 atm | |
if ($Model -in ("o1-preview", "o1-mini")) { | |
$role = "assistant" | |
} | |
else { | |
$role = "system" | |
} | |
$global:openaichatmessages = @(@{ | |
role = $role | |
content = $ModelContext | |
}) | |
} | |
} | |
process { | |
try { | |
# Add user prompt to chat history | |
$global:openaichatmessages += @{ | |
role = "user" | |
content = $Prompt | |
} | |
# Create the headers for the request | |
$headers = @{ | |
"Authorization" = "Bearer $secretValue" | |
"content-type" = "application/json" | |
} | |
# o1 models require a temperature of 1 atm | |
if ($Model -in ("o1-preview", "o1-mini")) { | |
$Temperature = 1 | |
} | |
# Create the body of the request | |
$body = @{ | |
"model" = $Model | |
"max_completion_tokens" = $MaxTokens | |
"temperature" = $Temperature | |
"messages" = @($global:openaichatmessages) | |
} | ConvertTo-Json | |
# Make API request with comprehensive error handling | |
try { | |
$response = Invoke-RestMethod -Uri $Endpoint -Method Post -Headers $headers -Body $body -ErrorAction Stop | |
} | |
catch [System.Net.WebException] { | |
$statusCode = [int]$_.Exception.Response.StatusCode | |
$errorMessage = switch ($statusCode) { | |
401 { "Unauthorized: Please check your authentication token" } | |
403 { "Forbidden: Access denied to the API endpoint" } | |
404 { "Not Found: Invalid endpoint or model deployment" } | |
429 { "Rate Limited: Too many requests, please try again later" } | |
500 { "Internal Server Error: Azure OpenAI service error" } | |
503 { "Service Unavailable: Azure OpenAI service is temporarily unavailable" } | |
default { | |
$reader = New-Object System.IO.StreamReader($_.Exception.Response.GetResponseStream()) | |
$reader.ReadToEnd() | |
} | |
} | |
throw "API Request Failed ($statusCode): $errorMessage" | |
} | |
catch { | |
throw "Unexpected error during API request: $_" | |
} | |
# Update chat history with response | |
$global:openaichatmessages += @{ | |
role = 'assistant' | |
content = $response.choices[0].message.content | |
} | |
# Format response | |
$content = $response.choices[0].message.content | |
if ($IncludeTokenUsage) { | |
$content += "`n`nCompletion tokens: $($response.usage.completion_tokens) | " | |
$content += "Prompt tokens: $($response.usage.prompt_tokens) | " | |
$content += "Total tokens: $($response.usage.total_tokens)" | |
} | |
# Handle markdown rendering based on PowerShell version and preferences | |
if ($PSVersionTable.PSVersion -ge [Version]"6.1" -and -not $NoMarkdown) { | |
if ($UseBrowser) { | |
return $content | Show-Markdown -UseBrowser | |
} | |
return $content | Show-Markdown | |
} | |
return $content | |
} | |
catch { | |
Write-Error "Unexpected error: $_" | |
return $null | |
} | |
} | |
} |
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