Add sample IChatClient and IEmbeddingGenerator implementations #46482
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Rageking8
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May 30, 2025
Co-authored-by: Rageking8 <[email protected]>
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Pull Request Overview
This PR adds real-world OllamaApiClient examples and dedicated sample implementations for IChatClient and IEmbeddingGenerator.
- Swapped out
SampleChatClientandSampleEmbeddingGeneratorin most snippets forOllamaApiClientand added theOllamaSharppackage reference. - Introduced a new
sample-implementations.mdarticle with concrete IChatClient and IEmbeddingGenerator examples underdocs/ai/advanced. - Updated the main Microsoft.Extensions.AI docs to link to the new advanced sample implementations.
Reviewed Changes
Copilot reviewed 24 out of 24 changed files in this pull request and generated no comments.
Show a summary per file
| File | Description |
|---|---|
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.UseTelemetry/ConsoleAI.UseTelemetry.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.GetStreamingResponseAsync/Program.cs | Replaced SampleChatClient with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.GetStreamingResponseAsync/ConsoleAI.GetStreamingResponseAsync.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.GetResponseAsyncArgs/Program.cs | Replaced SampleChatClient with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.GetResponseAsyncArgs/ConsoleAI.GetResponseAsyncArgs.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.CustomEmbeddingsMiddle/Program.cs | Replaced SampleEmbeddingGenerator with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.CustomEmbeddingsMiddle/ConsoleAI.CustomEmbeddingsMiddle.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.CreateEmbeddings/Program.cs | Replaced SampleEmbeddingGenerator with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.CreateEmbeddings/ConsoleAI.CreateEmbeddings.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.ConsumeRateLimitingEmbedding/Program.cs | Replaced SampleEmbeddingGenerator with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.ConsumeRateLimitingEmbedding/ConsoleAI.ConsumeRateLimitingEmbedding.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.ConsumeClientMiddleware/Program.cs | Replaced builder sample with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.ConsumeClientMiddleware/ConsoleAI.ConsumeClientMiddleware.csproj | Added OllamaSharp package reference |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.AddMessages/Program.cs | Replaced SampleChatClient with OllamaApiClient; added using OllamaSharp |
| docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.AddMessages/ConsoleAI.AddMessages.csproj | Added OllamaSharp package reference |
| docs/ai/microsoft-extensions-ai.md | Updated links to point at the new advanced sample-implementations article |
| docs/ai/advanced/snippets/sample-implementations/SampleEmbeddingGenerator.cs | Modified return expression to use C# collection syntax |
| docs/ai/advanced/snippets/sample-implementations/SampleChatClient.cs | Reformatted constructor signature and property initializer |
| docs/ai/advanced/snippets/sample-implementations/Implementations.csproj | Added new project file for sample implementations |
| docs/ai/advanced/sample-implementations.md | Added new article with sample IChatClient and IEmbeddingGenerator code |
Comments suppressed due to low confidence (2)
docs/ai/snippets/microsoft-extensions-ai/ConsoleAI.AddMessages/Program.cs:8
- Assigning an empty array literal
[]to a List will not compile. Initialize the list explicitly usingnew List<ChatMessage>()or use a collection expression that returns a List, e.g.:var history = new List<ChatMessage>();
List<ChatMessage> history = [];
docs/ai/advanced/snippets/sample-implementations/SampleEmbeddingGenerator.cs:19
- The return statement uses a C# collection expression instead of instantiating the GeneratedEmbeddings<Embedding> object. This will not compile since the method signature expects a GeneratedEmbeddings<Embedding>. You should wrap the array in the constructor, e.g.:
return new GeneratedEmbeddings<Embedding<float>>(values.Select(v => new Embedding<float>(Enumerable.Range(0,384).Select(_ => Random.Shared.NextSingle()).ToArray())));
return [.. from value in values
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Contributes to #46047.
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