Add the runtime libraries bits for MEAI

docs/ai/ai-extensions.md

@@ -1,7 +1,7 @@
 ---
 title:  Unified AI building blocks for .NET
 description: Learn how to develop with unified AI building blocks for .NET using Microsoft.Extensions.AI and Microsoft.Extensions.AI.Abstractions libraries
-ms.date: 11/04/2024
+ms.date: 12/16/2024
 ms.topic: quickstart
 ms.custom: devx-track-dotnet, devx-track-dotnet-ai
 author: alexwolfmsft
@@ -16,11 +16,13 @@ The .NET ecosystem provides abstractions for integrating AI services into .NET a
 - How to work with AI abstractions in your apps and the benefits they offer.
 - Essential AI middleware concepts.
 
+For more information, see [Introduction to Microsoft.Extensions.AI](../core/extensions/artificial-intelligence.md).
+
 ## What is the Microsoft.Extensions.AI library?
 
 `Microsoft.Extensions.AI` is a set of core .NET libraries created in collaboration with developers across the .NET ecosystem, including Semantic Kernel. These libraries provide a unified layer of C# abstractions for interacting with AI services, such as small and large language models (SLMs and LLMs), embeddings, and middleware.
 
-:::image type="content" source="media/ai-extensions/meai-architecture-diagram.png" alt-text="An architectural diagram of the AI extensions libraries.":::
+:::image type="content" source="media/ai-extensions/meai-architecture-diagram.png" lightbox="media/ai-extensions/meai-architecture-diagram.png" alt-text="An architectural diagram of the AI extensions libraries.":::
 
 `Microsoft.Extensions.AI` provides abstractions that can be implemented by various services, all adhering to the same core concepts. This library is not intended to provide APIs tailored to any specific provider's services. The goal of `Microsoft.Extensions.AI` is to act as a unifying layer within the .NET ecosystem, enabling developers to choose their preferred frameworks and libraries while ensuring seamless integration and collaboration across the ecosystem.
 

docs/core/extensions/http-ratelimiter.md

@@ -3,7 +3,7 @@ title: Rate limiting an HTTP handler in .NET
 description: Learn how to create a client-side HTTP handler that limits the number of requests, with the inbuilt rate limiter API from .NET.
 author: IEvangelist
 ms.author: dapine
-ms.date: 03/13/2023
+ms.date: 12/16/2024
 ---
 
 # Rate limit an HTTP handler in .NET
@@ -161,12 +161,12 @@ You'll notice that the first logged entries are always the immediately returned
 
 Note also that each URL's query string is unique: examine the `iteration` parameter to see that it's incremented by one for each request. This parameter helps to illustrate that the 429 responses aren't from the first requests, but rather from the requests that are made after the rate limit is reached. The 200 responses arrive later but these requests were made earlier—before the limit was reached.
 
-To have a better understanding of the various rate-limiting algorithms, try rewriting this code to accept a different `RateLimiter` implementation. In addition to the `TokenBucketRateLimiter` you could try:
+To have a better understanding of the various rate-limiting algorithms, try rewriting this code to accept a different <xref:System.Threading.RateLimiting.RateLimiter> implementation. In addition to the <xref:System.Threading.RateLimiting.TokenBucketRateLimiter> you could try:
 
-- `ConcurrencyLimiter`
-- `FixedWindowRateLimiter`
-- `PartitionedRateLimiter`
-- `SlidingWindowRateLimiter`
+- <xref:System.Threading.RateLimiting.ConcurrencyLimiter>
+- <xref:System.Threading.RateLimiting.FixedWindowRateLimiter>
+- <xref:System.Threading.RateLimiting.PartitionedRateLimiter>
+- <xref:System.Threading.RateLimiting.SlidingWindowRateLimiter>
 
 ## Summary
 

docs/core/extensions/snippets/ai/ConsoleAI/ConsoleAI.csproj

@@ -0,0 +1,14 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <OutputType>Exe</OutputType>
+    <TargetFramework>net9.0</TargetFramework>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <PackageReference Include="Microsoft.Extensions.AI" Version="9.0.1-preview.1.24570.5" />
+  </ItemGroup>
+
+</Project>

docs/core/extensions/snippets/ai/ConsoleAI/Program.cs

@@ -0,0 +1,8 @@
+using Microsoft.Extensions.AI;
+
+IChatClient client = new SampleChatClient(
+    new Uri("http://coolsite.ai"), "my-custom-model");
+
+var response = await client.CompleteAsync("What is AI?");
+
+Console.WriteLine(response.Message);

docs/core/extensions/snippets/ai/ConsoleAI/SampleChatClient.cs

@@ -0,0 +1,58 @@
+using System.Runtime.CompilerServices;
+using Microsoft.Extensions.AI;
+
+public sealed class SampleChatClient(Uri endpoint, string modelId) : IChatClient
+{
+    public ChatClientMetadata Metadata { get; } = new(nameof(SampleChatClient), endpoint, modelId);
+
+    public async Task<ChatCompletion> CompleteAsync(
+        IList<ChatMessage> chatMessages,
+        ChatOptions? options = null,
+        CancellationToken cancellationToken = default)
+    {
+        // Simulate some operation.
+        await Task.Delay(300, cancellationToken);
+
+        // Return a sample chat completion response randomly.
+        string[] responses =
+        [
+            "This is the first sample response.",
+            "Here is another example of a response message.",
+            "This is yet another response message."
+        ];
+
+        return new([new ChatMessage()
+        {
+            Role = ChatRole.Assistant,
+            Text = responses[Random.Shared.Next(responses.Length)],
+        }]);
+    }
+
+    public async IAsyncEnumerable<StreamingChatCompletionUpdate> CompleteStreamingAsync(
+        IList<ChatMessage> chatMessages,
+        ChatOptions? options = null,
+        [EnumeratorCancellation] CancellationToken cancellationToken = default)
+    {
+        // Simulate streaming by yielding messages one by one.
+        string[] words = ["This ", "is ", "the ", "response ", "for ", "the ", "request."];
+        foreach (string word in words)
+        {
+            // Simulate some operation.
+            await Task.Delay(100, cancellationToken);
+
+            // Yield the next message in the response.
+            yield return new StreamingChatCompletionUpdate
+            {
+                Role = ChatRole.Assistant,
+                Text = word,
+            };
+        }
+    }
+
+    public object? GetService(Type serviceType, object? serviceKey) => this;
+
+    public TService? GetService<TService>(object? key = null)
+        where TService : class => this as TService;
+
+    void IDisposable.Dispose() { }
+}

docs/core/extensions/snippets/ai/ConsoleAI/SampleEmbeddingGenerator.cs

@@ -0,0 +1,35 @@
+using Microsoft.Extensions.AI;
+
+public sealed class SampleEmbeddingGenerator(
+    Uri endpoint, string modelId)
+        : IEmbeddingGenerator<string, Embedding<float>>
+{
+    public EmbeddingGeneratorMetadata Metadata { get; } =
+        new(nameof(SampleEmbeddingGenerator), endpoint, modelId);
+
+    public async Task<GeneratedEmbeddings<Embedding<float>>> GenerateAsync(
+        IEnumerable<string> values,
+        EmbeddingGenerationOptions? options = null,
+        CancellationToken cancellationToken = default)
+    {
+        // Simulate some async operation
+        await Task.Delay(100, cancellationToken);
+
+        // Create random embeddings
+        return
+        [
+            .. from value in values
+            select new Embedding<float>(
+                Enumerable.Range(0, 384)
+                          .Select(_ => Random.Shared.NextSingle())
+                          .ToArray())
+        ];
+    }
+
+    public object? GetService(Type serviceType, object? serviceKey) => this;
+
+    public TService? GetService<TService>(object? key = null)
+        where TService : class => this as TService;
+
+    void IDisposable.Dispose() { }
+}

docs/fundamentals/toc.yml

@@ -998,6 +998,9 @@ items:
             href: runtime-libraries/system-console.md
       - name: The System.Random class
         href: runtime-libraries/system-random.md
+      - name: Artificial Intelligence (AI)
+        displayName: microsoft.extensions.ai,ollama,ai,openai,azure inference,ichatclient
+        href: ../core/extensions/artificial-intelligence.md
       - name: Dependency injection
         items:
           - name: Overview