Aspire.Azure.AI.OpenAI
9.0.0-preview.5.24551.3
Prefix Reserved
dotnet add package Aspire.Azure.AI.OpenAI --version 9.0.0-preview.5.24551.3
NuGet\Install-Package Aspire.Azure.AI.OpenAI -Version 9.0.0-preview.5.24551.3
<PackageReference Include="Aspire.Azure.AI.OpenAI" Version="9.0.0-preview.5.24551.3" />
paket add Aspire.Azure.AI.OpenAI --version 9.0.0-preview.5.24551.3
#r "nuget: Aspire.Azure.AI.OpenAI, 9.0.0-preview.5.24551.3"
// Install Aspire.Azure.AI.OpenAI as a Cake Addin #addin nuget:?package=Aspire.Azure.AI.OpenAI&version=9.0.0-preview.5.24551.3&prerelease // Install Aspire.Azure.AI.OpenAI as a Cake Tool #tool nuget:?package=Aspire.Azure.AI.OpenAI&version=9.0.0-preview.5.24551.3&prerelease
Aspire.Azure.AI.OpenAI library
Registers OpenAIClient as a singleton in the DI container for connecting to Azure OpenAI or OpenAI. Enables corresponding metrics, logging and telemetry.
Getting started
Prerequisites
- Azure subscription - create one for free
- Azure OpenAI or OpenAI account - create an Azure OpenAI Service resource
Install the package
Install the .NET Aspire Azure OpenAI library with NuGet:
dotnet add package Aspire.Azure.AI.OpenAI
Usage example
In the Program.cs file of your project, call the AddAzureOpenAIClient
extension method to register an OpenAIClient
for use via the dependency injection container. The method takes a connection name parameter.
builder.AddAzureOpenAIClient("openaiConnectionName");
You can then retrieve the AzureOpenAIClient
instance using dependency injection. For example, to retrieve the client from a Web API controller:
private readonly AzureOpenAIClient _client;
public CognitiveController(AzureOpenAIClient client)
{
_client = client;
}
See the Azure OpenAI Service quickstarts for examples on using the AzureOpenAIClient
.
Azure-agnostic client resolution
You can retrieve the AzureOpenAIClient
object using the base OpenAIClient
service type. This allows for code that is not dependent on Azure OpenAI-specific features to not depend directly on Azure types.
Additionally this package provides the AddOpenAIClientFromConfiguration
extension method to register an OpenAIClient
instance based on the connection string that is provided. This allows your application
to register the best implementation for the OpenAI Rest API it connects. The following rules are followed:
- If the
Endpoint
attribute is empty or missing, the OpenAI service is used and anOpenAIClient
instance is registered, e.g.,Key={key};
. - If the attribute
IsAzure
is provided andtrue
thenAzureOpenAIClient
is registered,OpenAIClient
otherwise, e.g.,Endpoint={azure_endpoint};Key={key};IsAzure=true
would register anAzureOpenAIClient
, whileEndpoint=https://localhost:18889;Key={key}
would register anOpenAIClient
. - If the
Endpoint
attribute contains".azure."
thenAzureOpenAIClient
is registered,OpenAIClient
otherwise, e.g.,Endpoint=https://{account}.azure.com;Key={key};
.
In any case a valid connection string must contain at least either an Endpoint
or a Key
.
Configuration
The .NET Aspire Azure OpenAI library provides multiple options to configure the Azure OpenAI Service based on the requirements and conventions of your project. Note that either an Endpoint
or a ConnectionString
is required to be supplied.
Use a connection string
A connection can be constructed from the Keys and Endpoint tab with the format Endpoint={endpoint};Key={key};
. You can provide the name of the connection string when calling builder.AddAzureOpenAIClient()
:
builder.AddAzureOpenAIClient("openaiConnectionName");
And then the connection string will be retrieved from the ConnectionStrings
configuration section. Two connection formats are supported:
Account Endpoint
The recommended approach is to use an Endpoint, which works with the AzureOpenAISettings.Credential
property to establish a connection. If no credential is configured, the DefaultAzureCredential is used.
{
"ConnectionStrings": {
"openaiConnectionName": "https://{account_name}.openai.azure.com/"
}
}
Connection string
Alternatively, a custom connection string can be used.
{
"ConnectionStrings": {
"openaiConnectionName": "Endpoint=https://{account_name}.openai.azure.com/;Key={account_key};"
}
}
In order to connect to the non-Azure OpenAI service, drop the Endpoint property and only set the Key property to set the API key (https://platform.openai.com/account/api-keys).
Use configuration providers
The .NET Aspire Azure OpenAI library supports Microsoft.Extensions.Configuration. It loads the AzureOpenAISettings
and AzureOpenAIClientOptions
from configuration by using the Aspire:Azure:AI:OpenAI
key. Example appsettings.json
that configures some of the options:
{
"Aspire": {
"Azure": {
"AI": {
"OpenAI": {
"DisableTracing": false,
"ClientOptions": {
"UserAgentApplicationId": "myapp"
}
}
}
}
}
}
Use inline delegates
You can also pass the Action<AzureOpenAISettings> configureSettings
delegate to set up some or all the options inline, for example to disable tracing from code:
builder.AddAzureOpenAIClient("openaiConnectionName", settings => settings.DisableTracing = true);
You can also setup the AzureOpenAIClientOptions using the optional Action<IAzureClientBuilder<AzureOpenAIClient, AzureOpenAIClientOptions>> configureClientBuilder
parameter of the AddAzureOpenAIClient
method. For example, to set the client ID for this client:
builder.AddAzureOpenAIClient("openaiConnectionName", configureClientBuilder: configureClientBuilder: builder => builder.ConfigureOptions(options => options.NetworkTimeout = TimeSpan.FromSeconds(2)));
AppHost extensions
In your AppHost project, install the Aspire Azure Cognitive Services Hosting library with NuGet:
dotnet add package Aspire.Hosting.Azure.CognitiveServices
Then, in the Program.cs file of AppHost
, add an Azure OpenAI service and consume the connection using the following methods:
var openai = builder.ExecutionContext.IsPublishMode
? builder.AddAzureOpenAI("openai")
: builder.AddConnectionString("openai");
var myService = builder.AddProject<Projects.MyService>()
.WithReference(openai);
The AddAzureOpenAI
method adds an Azure OpenAI resource to the builder. Or AddConnectionString
can be used to read connection information from the AppHost's configuration (for example, from "user secrets") under the ConnectionStrings:openai
config key. The WithReference
method passes that connection information into a connection string named openai
in the MyService
project. In the Program.cs file of MyService
, the connection can be consumed using:
builder.AddAzureOpenAIClient("openai");
Experimental Telemetry
Azure AI OpenAI telemetry support is experimental, the shape of traces may change in the future without notice. It can be enabled by invoking
AppContext.SetSwitch("OpenAI.Experimental.EnableOpenTelemetry", true);
or by setting the "OPENAI_EXPERIMENTAL_ENABLE_OPEN_TELEMETRY" environment variable to "true".
Additional documentation
- https://learn.microsoft.com/dotnet/api/overview/azure/ai.openai-readme
- https://github.com/dotnet/aspire/tree/main/src/Components/README.md
Feedback & contributing
Product | Versions Compatible and additional computed target framework versions. |
---|---|
.NET | net8.0 is compatible. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. |
-
net8.0
- Aspire.OpenAI (>= 9.0.0-preview.5.24551.3)
- Azure.AI.OpenAI (>= 2.0.0)
- Azure.Core (>= 1.44.1)
- Azure.Identity (>= 1.13.1)
- Microsoft.Extensions.Azure (>= 1.7.6)
- Microsoft.Extensions.Configuration.Abstractions (>= 8.0.0)
- Microsoft.Extensions.Configuration.Binder (>= 8.0.2)
- Microsoft.Extensions.DependencyInjection.Abstractions (>= 8.0.2)
- Microsoft.Extensions.Diagnostics.HealthChecks (>= 8.0.11)
- Microsoft.Extensions.Hosting.Abstractions (>= 8.0.1)
- Microsoft.Extensions.Logging.Abstractions (>= 8.0.2)
- Microsoft.Extensions.Options (>= 8.0.2)
- Microsoft.Extensions.Primitives (>= 8.0.0)
- OpenAI (>= 2.0.0)
- OpenTelemetry.Extensions.Hosting (>= 1.9.0)
- System.Text.Json (>= 8.0.5)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories (3)
Showing the top 3 popular GitHub repositories that depend on Aspire.Azure.AI.OpenAI:
Repository | Stars |
---|---|
dotnet/eShop
A reference .NET application implementing an eCommerce site
|
|
thangchung/practical-dotnet-aspire
The practical .NET Aspire builds on the coffeeshop app business domain
|
|
Azure-Samples/eShopOnAzure
A variant of https://github.com/dotnet/eShop that uses Azure services
|
Version | Downloads | Last updated |
---|---|---|
9.0.0-preview.5.24551.3 | 2,362 | 11/12/2024 |
9.0.0-preview.4.24511.1 | 3,295 | 10/15/2024 |
8.2.2-preview.1.24521.5 | 123 | 10/24/2024 |
8.2.1-preview.1.24473.4 | 398 | 9/26/2024 |
8.2.0-preview.1.24428.5 | 1,039 | 8/29/2024 |
8.1.0-preview.1.24373.2 | 3,583 | 7/23/2024 |
8.0.2-preview.1.24326.4 | 1,088 | 6/28/2024 |
8.0.1-preview.8.24267.1 | 5,380 | 5/21/2024 |
8.0.0-preview.8.24258.2 | 27,619 | 5/21/2024 |
8.0.0-preview.7.24251.11 | 5,450 | 5/7/2024 |
8.0.0-preview.6.24214.1 | 3,155 | 4/23/2024 |
8.0.0-preview.5.24201.12 | 3,187 | 4/9/2024 |
8.0.0-preview.4.24156.9 | 3,524 | 3/12/2024 |
8.0.0-preview.3.24105.21 | 4,533 | 2/13/2024 |