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Add .NET client for LLM Conversations support (#1382)
* Updated prototype Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added Dapr.AI project and unit test project to contain the conversational building block (and potentially future other projects) Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Changed default values Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Removed unnecessary method Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added a few unit tests Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added example project Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added missing copyright headers Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Changed type name -> DaprLlmInput to DaprConversationInput Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Returning read only list Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Update to use IReadOnlyDictionary Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added method to abstract class Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Striving for consistency in how properties are specified on the record Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Refactored enum extensions out to Dapr.Common since it will be used in AI project Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added JSON converter for System.Text.Json to handle enum serialization based on the enum member attributes Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added unit tests to prove out generic enum JSON converter using EnumMember attributes Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added JSON converter to new enum for Dapr Conversation role Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Set up role to map to the string used in grpc call to sidecar Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * No need for the JSON converter after all Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added missing package version to fix build error Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Removed duplicate using statement breaking build Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixed missing [Fact] annotation Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Updated proto types to reflect type name changes in dapr/dapr#8250 Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added support for service lifetime Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Building out documentation for Dapr AI Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Simplified registration Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Tweaked package version Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Using IConfiguration to source DaprClient values if provided in service provider Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Removed Models.* directories, flattened into Conversation namespace Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Swapped out to use IReadOnlyDictionary Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Added suggested optimization Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixed bad using statement Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Updates to use uniform method for standing up new Dapr clients Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Removed duplicate project reference Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixed build error Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixing build errors Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixed bad references Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixed several build errors Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixing more build errors Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Updated to fix several build errors Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixed bad refernce Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Fixing more build errors Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Role is required when submitting conversation input Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Removed impossible path since the role cannot be nullable Signed-off-by: Whit Waldo <whit.waldo@innovian.net> * Removed impossible path from logic now that role cannot be null Signed-off-by: Whit Waldo <whit.waldo@innovian.net> --------- Signed-off-by: Whit Waldo <whit.waldo@innovian.net>
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,83 @@ | ||
| _index.md | ||
|
|
||
| --- | ||
| type: docs | ||
| title: "Getting started with the Dapr AI .NET SDK client" | ||
| linkTitle: "AI" | ||
| weight: 10000 | ||
| description: How to get up and running with the Dapr AI .NET SDK | ||
| no_list: true | ||
| --- | ||
|
|
||
| The Dapr AI client package allows you to interact with the AI capabilities provided by the Dapr sidecar. | ||
|
|
||
| ## Installation | ||
|
|
||
| To get started with the Dapr AI .NET SDK client, install the following package from NuGet: | ||
| ```sh | ||
| dotnet add package Dapr.AI | ||
| ``` | ||
|
|
||
| A `DaprConversationClient` holes access to networking resources in the form of TCP sockets used to communicate with the Dapr sidecar. | ||
|
|
||
| ### Dependency Injection | ||
|
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| The `AddDaprAiConversation()` method will register the Dapr client ASP.NET Core dependency injection and is the recommended approach | ||
| for using this package. This method accepts an optional options delegate for configuring the `DaprConversationClient` and a | ||
| `ServiceLifetime` argument, allowing you to specify a different lifetime for the registered services instead of the default `Singleton` | ||
| value. | ||
|
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| The following example assumes all default values are acceptable and is sufficient to register the `DaprConversationClient`: | ||
|
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||
| ```csharp | ||
| services.AddDaprAiConversation(); | ||
| ``` | ||
|
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| The optional configuration delegate is used to configure the `DaprConversationClient` by specifying options on the | ||
| `DaprConversationClientBuilder` as in the following example: | ||
| ```csharp | ||
| services.AddSingleton<DefaultOptionsProvider>(); | ||
| services.AddDaprAiConversation((serviceProvider, clientBuilder) => { | ||
| //Inject a service to source a value from | ||
| var optionsProvider = serviceProvider.GetRequiredService<DefaultOptionsProvider>(); | ||
| var standardTimeout = optionsProvider.GetStandardTimeout(); | ||
|
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| //Configure the value on the client builder | ||
| clientBuilder.UseTimeout(standardTimeout); | ||
| }); | ||
| ``` | ||
|
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||
| ### Manual Instantiation | ||
| Rather than using dependency injection, a `DaprConversationClient` can also be built using the static client builder. | ||
|
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| For best performance, create a single long-lived instance of `DaprConversationClient` and provide access to that shared instance throughout | ||
| your application. `DaprConversationClient` instances are thread-safe and intended to be shared. | ||
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| Avoid creating a `DaprConversationClient` per-operation. | ||
|
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| A `DaprConversationClient` can be configured by invoking methods on the `DaprConversationClientBuilder` class before calling `.Build()` | ||
| to create the client. The settings for each `DaprConversationClient` are separate and cannot be changed after calling `.Build()`. | ||
|
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||
| ```csharp | ||
| var daprConversationClient = new DaprConversationClientBuilder() | ||
| .UseJsonSerializerSettings( ... ) //Configure JSON serializer | ||
| .Build(); | ||
| ``` | ||
|
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||
| See the .NET [documentation here]({{< ref dotnet-client >}}) for more information about the options available when configuring the Dapr client via the builder. | ||
|
|
||
| ## Try it out | ||
| Put the Dapr AI .NET SDK to the test. Walk through the samples to see Dapr in action: | ||
|
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||
| | SDK Samples | Description | | ||
| | ----------- | ----------- | | ||
| | [SDK samples](https://github.com/dapr/dotnet-sdk/tree/master/examples) | Clone the SDK repo to try out some examples and get started. | | ||
|
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| ## Building Blocks | ||
|
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| This part of the .NET SDK allows you to interface with the Conversations API to send and receive messages from | ||
| large language models. | ||
|
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||
| ### Send messages | ||
|
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|
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daprdocs/content/en/dotnet-sdk-docs/dotnet-ai/dotnet-ai-usage.md
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| --- | ||
| type: docs | ||
| title: "Best practices with the Dapr AI .NET SDK client" | ||
| linkTitle: "Best Practices" | ||
| weight: 100000 | ||
| description: How to get up and running with the Dapr .NET SDK | ||
| --- |
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| <Project Sdk="Microsoft.NET.Sdk.Web"> | ||
|
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| <PropertyGroup> | ||
| <TargetFramework>net8.0</TargetFramework> | ||
| <ImplicitUsings>enable</ImplicitUsings> | ||
| <Nullable>enable</Nullable> | ||
| </PropertyGroup> | ||
|
|
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| <ItemGroup> | ||
| <ProjectReference Include="..\..\..\src\Dapr.AI\Dapr.AI.csproj" /> | ||
| </ItemGroup> | ||
|
|
||
| </Project> |
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| using Dapr.AI.Conversation; | ||
| using Dapr.AI.Conversation.Extensions; | ||
|
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| var builder = WebApplication.CreateBuilder(args); | ||
|
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| builder.Services.AddDaprAiConversation(); | ||
|
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| var app = builder.Build(); | ||
|
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| var conversationClient = app.Services.GetRequiredService<DaprConversationClient>(); | ||
| var response = await conversationClient.ConverseAsync("conversation", | ||
| new List<DaprConversationInput> | ||
| { | ||
| new DaprConversationInput( | ||
| "Please write a witty haiku about the Dapr distributed programming framework at dapr.io", | ||
| DaprConversationRole.Generic) | ||
| }); | ||
|
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| Console.WriteLine("Received the following from the LLM:"); | ||
| foreach (var resp in response.Outputs) | ||
| { | ||
| Console.WriteLine($"\t{resp.Result}"); | ||
| } |
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| using System.Runtime.CompilerServices; | ||
|
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||
| [assembly: InternalsVisibleTo("Dapr.AI.Test, PublicKey=0024000004800000940000000602000000240000525341310004000001000100b1f597635c44597fcecb493e2b1327033b29b1a98ac956a1a538664b68f87d45fbaada0438a15a6265e62864947cc067d8da3a7d93c5eb2fcbb850e396c8684dba74ea477d82a1bbb18932c0efb30b64ff1677f85ae833818707ac8b49ad8062ca01d2c89d8ab1843ae73e8ba9649cd28666b539444dcdee3639f95e2a099bb2")] | ||
|
|
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| // ------------------------------------------------------------------------ | ||
| // Copyright 2024 The Dapr Authors | ||
| // Licensed under the Apache License, Version 2.0 (the "License"); | ||
| // you may not use this file except in compliance with the License. | ||
| // You may obtain a copy of the License at | ||
| // http://www.apache.org/licenses/LICENSE-2.0 | ||
| // Unless required by applicable law or agreed to in writing, software | ||
| // distributed under the License is distributed on an "AS IS" BASIS, | ||
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| // See the License for the specific language governing permissions and | ||
| // limitations under the License. | ||
| // ------------------------------------------------------------------------ | ||
|
|
||
| using Google.Protobuf.WellKnownTypes; | ||
|
|
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| namespace Dapr.AI.Conversation; | ||
|
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| /// <summary> | ||
| /// Options used to configure the conversation operation. | ||
| /// </summary> | ||
| /// <param name="ConversationId">The identifier of the conversation this is a continuation of.</param> | ||
| public sealed record ConversationOptions(string? ConversationId = null) | ||
| { | ||
| /// <summary> | ||
| /// Temperature for the LLM to optimize for creativity or predictability. | ||
| /// </summary> | ||
| public double Temperature { get; init; } = default; | ||
| /// <summary> | ||
| /// Flag that indicates whether data that comes back from the LLM should be scrubbed of PII data. | ||
| /// </summary> | ||
| public bool ScrubPII { get; init; } = default; | ||
| /// <summary> | ||
| /// The metadata passing to the conversation components. | ||
| /// </summary> | ||
| public IReadOnlyDictionary<string, string> Metadata { get; init; } = new Dictionary<string, string>(); | ||
| /// <summary> | ||
| /// Parameters for all custom fields. | ||
| /// </summary> | ||
| public IReadOnlyDictionary<string, Any> Parameters { get; init; } = new Dictionary<string, Any>(); | ||
| } |
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