.Net: Add Azure OpenAI Agent Model Samples (#80)

* Improved Merge logic

* Add modularization for Model Samples and Azure OpenAI

* Address PR feedback

* Warning fix

* Address PR comments
This commit is contained in:
Roger Barreto
2025-06-18 13:00:38 +01:00
committed by GitHub
Unverified
parent e6bfc51367
commit 14f3811648
10 changed files with 235 additions and 100 deletions
+3
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@@ -5,6 +5,9 @@
<ManagePackageVersionsCentrally>true</ManagePackageVersionsCentrally>
</PropertyGroup>
<ItemGroup>
<!-- Azure.* -->
<PackageVersion Include="Azure.AI.OpenAI" Version="2.2.0-beta.4" />
<PackageVersion Include="Azure.Identity" Version="1.14.0" />
<!-- System.* -->
<PackageVersion Include="Microsoft.Extensions.Configuration" Version="9.0.6" />
<PackageVersion Include="Microsoft.Extensions.Configuration.Abstractions" Version="9.0.6" />
+31 -1
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@@ -1,5 +1,8 @@
// Copyright (c) Microsoft. All rights reserved.
using System.ClientModel;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Extensions.AI;
using Microsoft.Shared.Samples;
using OpenAI;
@@ -8,8 +11,35 @@ namespace GettingStarted;
public class AgentSample(ITestOutputHelper output) : BaseSample(output)
{
protected IChatClient GetOpenAIChatClient()
/// <summary>
/// Represents the available providers for <see cref="IChatClient"/> instances.
/// </summary>
public enum ChatClientProviders
{
OpenAI,
AzureOpenAI,
}
protected IChatClient GetChatClient(ChatClientProviders provider)
{
return provider switch
{
ChatClientProviders.OpenAI => GetOpenAIChatClient(),
ChatClientProviders.AzureOpenAI => GetAzureOpenAIChatClient(),
_ => throw new NotSupportedException($"Provider {provider} is not supported.")
};
}
private IChatClient GetOpenAIChatClient()
=> new OpenAIClient(TestConfiguration.OpenAI.ApiKey)
.GetChatClient(TestConfiguration.OpenAI.ChatModelId)
.AsIChatClient();
private IChatClient GetAzureOpenAIChatClient()
=> ((TestConfiguration.AzureOpenAI.ApiKey is null)
// Use Azure CLI credentials if API key is not provided.
? new AzureOpenAIClient(TestConfiguration.AzureOpenAI.Endpoint, new AzureCliCredential())
: new AzureOpenAIClient(TestConfiguration.AzureOpenAI.Endpoint, new ApiKeyCredential(TestConfiguration.AzureOpenAI.ApiKey)))
.GetChatClient(TestConfiguration.AzureOpenAI.DeploymentName)
.AsIChatClient();
}
@@ -15,6 +15,8 @@
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Azure.AI.OpenAI" />
<PackageReference Include="Azure.Identity" />
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
<PackageReference Include="Microsoft.Extensions.Configuration.Binder" />
<PackageReference Include="Microsoft.Extensions.Configuration.EnvironmentVariables" />
@@ -0,0 +1,56 @@
// Copyright (c) Microsoft. All rights reserved.
using System.ClientModel;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents;
using Microsoft.Extensions.AI;
using Microsoft.Shared.Samples;
namespace Providers;
/// <summary>
/// End-to-end sample showing how to use <see cref="ChatClientAgent"/> with Azure OpenAI Chat Completion.
/// </summary>
public sealed class ChatClientAgent_With_AzureOpenAIChatCompletion(ITestOutputHelper output) : AgentSample(output)
{
private const string JokerName = "Joker";
private const string JokerInstructions = "You are good at telling jokes.";
[Fact]
public async Task RunWithChatCompletion()
{
// Get the chat client to use for the agent.
using var chatClient = ((TestConfiguration.AzureOpenAI.ApiKey is null)
// Use Azure CLI credentials if API key is not provided.
? new AzureOpenAIClient(TestConfiguration.AzureOpenAI.Endpoint, new AzureCliCredential())
: new AzureOpenAIClient(TestConfiguration.AzureOpenAI.Endpoint, new ApiKeyCredential(TestConfiguration.AzureOpenAI.ApiKey)))
.GetChatClient(TestConfiguration.AzureOpenAI.DeploymentName)
.AsIChatClient();
// Define the agent
ChatClientAgent agent =
new(chatClient, new()
{
Name = JokerName,
Instructions = JokerInstructions,
});
// Start a new thread for the agent conversation.
AgentThread thread = agent.GetNewThread();
// Respond to user input
await RunAgentAsync("Tell me a joke about a pirate.");
await RunAgentAsync("Now add some emojis to the joke.");
// Local function to invoke agent and display the conversation messages for the thread.
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
var response = await agent.RunAsync(input, thread);
this.WriteResponseOutput(response);
}
}
}
@@ -10,7 +10,7 @@ using OpenAI;
namespace Providers;
/// <summary>
/// Shows how to use <see cref="ChatClientAgent"/> with Open AI Assistants.
/// End-to-end sample showing how to use <see cref="ChatClientAgent"/> with OpenAI Assistants.
/// </summary>
public sealed class ChatClientAgent_With_OpenAIAssistant(ITestOutputHelper output) : AgentSample(output)
{
@@ -45,11 +45,11 @@ public sealed class ChatClientAgent_With_OpenAIAssistant(ITestOutputHelper outpu
AgentThread thread = agent.GetNewThread();
// Respond to user input
await InvokeAgentAsync("Tell me a joke about a pirate.");
await InvokeAgentAsync("Now add some emojis to the joke.");
await RunAgentAsync("Tell me a joke about a pirate.");
await RunAgentAsync("Now add some emojis to the joke.");
// Local function to invoke agent and display the conversation messages for the thread.
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
@@ -8,7 +8,7 @@ using OpenAI;
namespace Providers;
/// <summary>
/// Shows how to use <see cref="ChatClientAgent"/> with Open AI Chat Completion.
/// End-to-end sample showing how to use <see cref="ChatClientAgent"/> with OpenAI Chat Completion.
/// </summary>
public sealed class ChatClientAgent_With_OpenAIChatCompletion(ITestOutputHelper output) : AgentSample(output)
{
@@ -16,7 +16,7 @@ public sealed class ChatClientAgent_With_OpenAIChatCompletion(ITestOutputHelper
private const string JokerInstructions = "You are good at telling jokes.";
[Fact]
public async Task RunWithOpenAIAssistant()
public async Task RunWithChatCompletion()
{
// Get the chat client to use for the agent.
using var chatClient = new OpenAIClient(TestConfiguration.OpenAI.ApiKey)
@@ -35,11 +35,11 @@ public sealed class ChatClientAgent_With_OpenAIChatCompletion(ITestOutputHelper
AgentThread thread = agent.GetNewThread();
// Respond to user input
await InvokeAgentAsync("Tell me a joke about a pirate.");
await InvokeAgentAsync("Now add some emojis to the joke.");
await RunAgentAsync("Tell me a joke about a pirate.");
await RunAgentAsync("Now add some emojis to the joke.");
// Local function to invoke agent and display the conversation messages for the thread.
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
@@ -22,11 +22,13 @@ public sealed class Step01_Running(ITestOutputHelper output) : AgentSample(outpu
/// Demonstrate the usage of <see cref="ChatClientAgent"/> where each invocation is
/// a unique interaction with no conversation history between them.
/// </summary>
[Fact]
public async Task RunWithoutThread()
[Theory]
[InlineData(ChatClientProviders.OpenAI)]
[InlineData(ChatClientProviders.AzureOpenAI)]
public async Task RunWithoutThread(ChatClientProviders provider)
{
// Get the chat client to use for the agent.
using var chatClient = base.GetOpenAIChatClient();
using var chatClient = base.GetChatClient(provider);
// Define the agent
ChatClientAgent agent =
@@ -37,12 +39,12 @@ public sealed class Step01_Running(ITestOutputHelper output) : AgentSample(outpu
});
// Respond to user input
await InvokeAgentAsync("Fortune favors the bold.");
await InvokeAgentAsync("I came, I saw, I conquered.");
await InvokeAgentAsync("Practice makes perfect.");
await RunAgentAsync("Fortune favors the bold.");
await RunAgentAsync("I came, I saw, I conquered.");
await RunAgentAsync("Practice makes perfect.");
// Local function to invoke agent and display the conversation messages.
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
@@ -54,11 +56,13 @@ public sealed class Step01_Running(ITestOutputHelper output) : AgentSample(outpu
/// <summary>
/// Demonstrate the usage of <see cref="ChatClientAgent"/> where a conversation history is maintained.
/// </summary>
[Fact]
public async Task RunWithConversationThread()
[Theory]
[InlineData(ChatClientProviders.OpenAI)]
[InlineData(ChatClientProviders.AzureOpenAI)]
public async Task RunWithConversationThread(ChatClientProviders provider)
{
// Get the chat client to use for the agent.
using var chatClient = base.GetOpenAIChatClient();
using var chatClient = base.GetChatClient(provider);
// Define the agent
ChatClientAgent agent =
@@ -72,11 +76,11 @@ public sealed class Step01_Running(ITestOutputHelper output) : AgentSample(outpu
AgentThread thread = agent.GetNewThread();
// Respond to user input
await InvokeAgentAsync("Tell me a joke about a pirate.");
await InvokeAgentAsync("Now add some emojis to the joke.");
await RunAgentAsync("Tell me a joke about a pirate.");
await RunAgentAsync("Now add some emojis to the joke.");
// Local function to invoke agent and display the conversation messages for the thread.
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
@@ -90,11 +94,13 @@ public sealed class Step01_Running(ITestOutputHelper output) : AgentSample(outpu
/// Demonstrate the usage of <see cref="ChatClientAgent"/> in streaming mode,
/// where a conversation is maintained by the <see cref="AgentThread"/>.
/// </summary>
[Fact]
public async Task StreamingRunWithConversationThread()
[Theory]
[InlineData(ChatClientProviders.OpenAI)]
[InlineData(ChatClientProviders.AzureOpenAI)]
public async Task StreamingRunWithConversationThread(ChatClientProviders provider)
{
// Get the chat client to use for the agent.
using var chatClient = base.GetOpenAIChatClient();
using var chatClient = base.GetChatClient(provider);
// Define the agent
ChatClientAgent agent =
@@ -108,11 +114,11 @@ public sealed class Step01_Running(ITestOutputHelper output) : AgentSample(outpu
AgentThread thread = agent.GetNewThread();
// Respond to user input
await InvokeAgentAsync("Tell me a joke about a pirate.");
await InvokeAgentAsync("Now add some emojis to the joke.");
await RunAgentAsync("Tell me a joke about a pirate.");
await RunAgentAsync("Now add some emojis to the joke.");
// Local function to invoke agent and display the conversation messages.
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
@@ -8,11 +8,13 @@ namespace Steps;
public sealed class Step02_UsingTools(ITestOutputHelper output) : AgentSample(output)
{
[Fact]
public async Task RunningWithTools()
[Theory]
[InlineData(ChatClientProviders.OpenAI)]
[InlineData(ChatClientProviders.AzureOpenAI)]
public async Task RunningWithTools(ChatClientProviders provider)
{
// Get the chat client to use for the agent.
using var chatClient = base.GetOpenAIChatClient();
using var chatClient = base.GetChatClient(provider);
// Define the agent
var menuTools = new MenuTools();
@@ -35,12 +37,12 @@ public sealed class Step02_UsingTools(ITestOutputHelper output) : AgentSample(ou
var thread = agent.GetNewThread();
// Respond to user input, invoking functions where appropriate.
await InvokeAgentAsync("Hello");
await InvokeAgentAsync("What is the special soup and its price?");
await InvokeAgentAsync("What is the special drink and its price?");
await InvokeAgentAsync("Thank you");
await RunAgentAsync("Hello");
await RunAgentAsync("What is the special soup and its price?");
await RunAgentAsync("What is the special drink and its price?");
await RunAgentAsync("Thank you");
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
var response = await agent.RunAsync(input, thread);
@@ -48,11 +50,13 @@ public sealed class Step02_UsingTools(ITestOutputHelper output) : AgentSample(ou
}
}
[Fact]
public async Task StreamingRunWithTools()
[Theory]
[InlineData(ChatClientProviders.OpenAI)]
[InlineData(ChatClientProviders.AzureOpenAI)]
public async Task StreamingRunWithTools(ChatClientProviders provider)
{
// Get the chat client to use for the agent.
using var chatClient = base.GetOpenAIChatClient();
using var chatClient = base.GetChatClient(provider);
// Define the agent
var menuTools = new MenuTools();
@@ -75,12 +79,12 @@ public sealed class Step02_UsingTools(ITestOutputHelper output) : AgentSample(ou
var thread = agent.GetNewThread();
// Respond to user input, invoking functions where appropriate.
await InvokeAgentAsync("Hello");
await InvokeAgentAsync("What is the special soup and its price?");
await InvokeAgentAsync("What is the special drink and its price?");
await InvokeAgentAsync("Thank you");
await RunAgentAsync("Hello");
await RunAgentAsync("What is the special soup and its price?");
await RunAgentAsync("What is the special drink and its price?");
await RunAgentAsync("Thank you");
async Task InvokeAgentAsync(string input)
async Task RunAgentAsync(string input)
{
this.WriteUserMessage(input);
await foreach (var update in agent.RunStreamingAsync(input, thread))
@@ -117,10 +117,10 @@ public sealed class ChatClientAgent : Agent
AgentRunOptions? options = null,
[EnumeratorCancellation] CancellationToken cancellationToken = default)
{
Throw.IfNull(messages);
var inputMessages = Throw.IfNull(messages);
(ChatClientAgentThread chatClientThread, ChatOptions? chatOptions, List<ChatMessage> threadMessages) =
await this.PrepareThreadAndMessagesAsync(thread, messages, options, cancellationToken).ConfigureAwait(false);
await this.PrepareThreadAndMessagesAsync(thread, inputMessages, options, cancellationToken).ConfigureAwait(false);
int messageCount = threadMessages.Count;
var agentName = this.GetAgentName();
@@ -158,7 +158,7 @@ public sealed class ChatClientAgent : Agent
this.UpdateThreadWithTypeAndConversationId(chatClientThread, chatResponse.ConversationId);
// To avoid inconsistent state we only notify the thread of the input messages if no error occurs after the initial request.
await this.NotifyThreadOfNewMessagesAsync(chatClientThread, messages, cancellationToken).ConfigureAwait(false);
await this.NotifyThreadOfNewMessagesAsync(chatClientThread, inputMessages, cancellationToken).ConfigureAwait(false);
await this.NotifyThreadOfNewMessagesAsync(chatClientThread, chatResponseMessages, cancellationToken).ConfigureAwait(false);
if (options?.OnIntermediateMessages is not null)
@@ -198,28 +198,33 @@ public sealed class ChatClientAgent : Agent
}
// If both are present, we need to merge them.
// The merge strategy will prioritize the request options over the agent options,
// and will fill the blanks with agent options where the request options were not set.
// Merge only the additional properties from the agent if they are not already set in the request options.
if (requestChatOptions.AdditionalProperties is not null && this._agentOptions.ChatOptions.AdditionalProperties is not null)
{
foreach (var property in this._agentOptions.ChatOptions.AdditionalProperties.Keys)
{
requestChatOptions.AdditionalProperties.TryAdd(property, this._agentOptions.ChatOptions.AdditionalProperties[property]);
}
}
else
{
requestChatOptions.AdditionalProperties ??= this._agentOptions.ChatOptions.AdditionalProperties;
}
requestChatOptions.AllowMultipleToolCalls ??= this._agentOptions.ChatOptions.AllowMultipleToolCalls;
requestChatOptions.ConversationId ??= this._agentOptions.ChatOptions.ConversationId;
requestChatOptions.FrequencyPenalty ??= this._agentOptions.ChatOptions.FrequencyPenalty;
requestChatOptions.MaxOutputTokens ??= this._agentOptions.ChatOptions.MaxOutputTokens;
requestChatOptions.ModelId ??= this._agentOptions.ChatOptions.ModelId;
requestChatOptions.PresencePenalty ??= this._agentOptions.ChatOptions.PresencePenalty;
requestChatOptions.ResponseFormat ??= this._agentOptions.ChatOptions.ResponseFormat;
requestChatOptions.Seed ??= this._agentOptions.ChatOptions.Seed;
requestChatOptions.Temperature ??= this._agentOptions.ChatOptions.Temperature;
requestChatOptions.TopP ??= this._agentOptions.ChatOptions.TopP;
requestChatOptions.TopK ??= this._agentOptions.ChatOptions.TopK;
requestChatOptions.ToolMode ??= this._agentOptions.ChatOptions.ToolMode;
// Merge only the additional properties from the agent if they are not already set in the request options.
if (requestChatOptions.AdditionalProperties is not null && this._agentOptions.ChatOptions.AdditionalProperties is not null)
{
foreach (var propertyKey in this._agentOptions.ChatOptions.AdditionalProperties.Keys)
{
requestChatOptions.AdditionalProperties.TryAdd(propertyKey, this._agentOptions.ChatOptions.AdditionalProperties[propertyKey]);
}
}
else
{
requestChatOptions.AdditionalProperties ??= this._agentOptions.ChatOptions.AdditionalProperties?.Clone();
}
// Chain the raw representation factory from the request options with the agent's factory if available.
if (this._agentOptions.ChatOptions.RawRepresentationFactory is { } agentFactory)
@@ -229,41 +234,52 @@ public sealed class ChatClientAgent : Agent
: agentFactory;
}
requestChatOptions.ResponseFormat ??= this._agentOptions.ChatOptions.ResponseFormat;
requestChatOptions.Seed ??= this._agentOptions.ChatOptions.Seed;
// We concatenate the request stop sequences with the agent's stop sequences when available.
if (this._agentOptions.ChatOptions.StopSequences is { Count: not 0 })
{
if (requestChatOptions.StopSequences is null || requestChatOptions.StopSequences.Count == 0)
{
// If the request stop sequences are not set or empty, we use the agent's stop sequences directly.
requestChatOptions.StopSequences = this._agentOptions.ChatOptions.StopSequences.ToArray();
requestChatOptions.StopSequences = [.. this._agentOptions.ChatOptions.StopSequences];
}
else if (requestChatOptions.StopSequences is List<string> requestStopSequences)
{
// If the request stop sequences are set, we concatenate them with the agent's stop sequences.
requestStopSequences.AddRange(this._agentOptions.ChatOptions.StopSequences);
}
else
{
// If both agent's and request's stop sequences are set, we concatenate them.
requestChatOptions.StopSequences = [.. requestChatOptions.StopSequences, .. this._agentOptions.ChatOptions.StopSequences];
foreach (string stopSequence in this._agentOptions.ChatOptions.StopSequences)
{
requestChatOptions.StopSequences.Add(stopSequence);
}
}
}
requestChatOptions.Temperature ??= this._agentOptions.ChatOptions.Temperature;
requestChatOptions.TopP ??= this._agentOptions.ChatOptions.TopP;
requestChatOptions.TopK ??= this._agentOptions.ChatOptions.TopK;
requestChatOptions.ToolMode ??= this._agentOptions.ChatOptions.ToolMode;
// We concatenate the request tools with the agent's tools when available.
if (this._agentOptions.ChatOptions.Tools is { Count: not 0 })
{
if (requestChatOptions.Tools is not { Count: > 0 })
{
// If the request tools are not set or empty, we use the agent's tools directly.
requestChatOptions.Tools = this._agentOptions.ChatOptions.Tools;
// If the request tools are not set or empty, we use the agent's tools.
requestChatOptions.Tools = [.. this._agentOptions.ChatOptions.Tools];
}
else
{
// If the both agent's and request's tools are set, we concatenate all tools.
requestChatOptions.Tools = [.. requestChatOptions.Tools, .. this._agentOptions.ChatOptions.Tools];
if (requestChatOptions.Tools is List<AITool> requestTools)
{
// If the request tools are set, we concatenate them with the agent's tools.
requestTools.AddRange(this._agentOptions.ChatOptions.Tools);
}
else
{
// If the both agent's and request's tools are set, we concatenate all tools.
foreach (var tool in this._agentOptions.ChatOptions.Tools)
{
requestChatOptions.Tools.Add(tool);
}
}
}
}
+42 -24
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@@ -5,17 +5,42 @@ using Microsoft.Extensions.Configuration;
namespace Microsoft.Shared.Samples;
#pragma warning disable CS8618 // Non-nullable field must contain a non-null value when exiting constructor. Consider adding the 'required' modifier or declaring as nullable.
/// <summary>
/// Provides a centralized configuration management system for accessing application settings.
/// Provides access to application configuration settings.
/// </summary>
public sealed class TestConfiguration
{
private readonly IConfigurationRoot _configRoot;
private static TestConfiguration? s_instance;
/// <summary>Gets the configuration settings for the OpenAI integration.</summary>
public static OpenAIConfig OpenAI => LoadSection<OpenAIConfig>();
private TestConfiguration(IConfigurationRoot configRoot)
/// <summary>Gets the configuration settings for the Azure OpenAI integration.</summary>
public static AzureOpenAIConfig AzureOpenAI => LoadSection<AzureOpenAIConfig>();
/// <summary>Represents the configuration settings required to interact with the OpenAI service.</summary>
public class OpenAIConfig
{
this._configRoot = configRoot;
/// <summary>Gets or sets the identifier for the chat completion model used in the application.</summary>
public string ChatModelId { get; set; }
/// <summary>Gets or sets the API key used for authentication with the OpenAI service.</summary>
public string ApiKey { get; set; }
}
/// <summary>
/// Represents the configuration settings required to interact with the Azure OpenAI service.
/// </summary>
public class AzureOpenAIConfig
{
/// <summary>Gets the URI endpoint used to connect to the service.</summary>
public Uri Endpoint { get; set; }
/// <summary>Gets or sets the name of the deployment.</summary>
public string DeploymentName { get; set; }
/// <summary>Gets or sets the API key used for authentication with the OpenAI service.</summary>
public string? ApiKey { get; set; }
}
/// <summary>
@@ -27,15 +52,19 @@ public sealed class TestConfiguration
s_instance = new TestConfiguration(configRoot);
}
#region Private Members
private readonly IConfigurationRoot _configRoot;
private static TestConfiguration? s_instance;
private TestConfiguration(IConfigurationRoot configRoot)
{
this._configRoot = configRoot;
}
/// <summary>
/// Provides access to the configuration root for the application.
/// </summary>
public static IConfigurationRoot? ConfigurationRoot => s_instance?._configRoot;
/// <summary>
/// Gets the configuration settings for the OpenAI integration.
/// </summary>
public static OpenAIConfig OpenAI => LoadSection<OpenAIConfig>();
private static IConfigurationRoot? ConfigurationRoot => s_instance?._configRoot;
/// <summary>
/// Retrieves a configuration section based on the specified key.
@@ -43,7 +72,7 @@ public sealed class TestConfiguration
/// <param name="caller">The key identifying the configuration section to retrieve. Cannot be null or empty.</param>
/// <returns>The <see cref="IConfigurationSection"/> corresponding to the specified key.</returns>
/// <exception cref="InvalidOperationException">Thrown if the configuration root is not initialized or the specified key does not correspond to a valid section.</exception>
public static IConfigurationSection GetSection(string caller)
private static IConfigurationSection GetSection(string caller)
{
return s_instance?._configRoot.GetSection(caller) ??
throw new InvalidOperationException(caller);
@@ -66,16 +95,5 @@ public sealed class TestConfiguration
throw new InvalidOperationException(caller);
}
/// <summary>Represents the configuration settings required to interact with the OpenAI service.</summary>
public class OpenAIConfig
{
/// <summary>Gets or sets the identifier for the chat completion model used in the application.</summary>
public string? ChatModelId { get; set; }
/// <summary>Gets or sets the identifier for the embedding model used in the application.</summary>
public string? EmbeddingModelId { get; set; }
/// <summary>Gets or sets the API key used for authentication with the OpenAI service.</summary>
public string? ApiKey { get; set; }
}
#endregion
}