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Added tool calling support (#731)
Co-authored-by: krut_ni <nils.kruthoff@dlr.de> Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
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@@ -5,13 +5,15 @@ using System.Text.Json;
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using AIStudio.Chat;
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using AIStudio.Provider.OpenAI;
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using AIStudio.Settings;
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using AIStudio.Tools.Rust;
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using AIStudio.Tools.ToolCallingSystem;
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using AIStudio.Tools.ToolCallingSystem.Harness;
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namespace AIStudio.Provider.Anthropic;
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public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, new Uri("https://api.anthropic.com/v1/"), ExternalHttpTrustPolicy.SYSTEM_TRUST_ONLY, LOGGER)
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{
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private static readonly ILogger<ProviderAnthropic> LOGGER = Program.LOGGER_FACTORY.CreateLogger<ProviderAnthropic>();
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#region Implementation of IProvider
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/// <inheritdoc />
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@@ -70,18 +72,59 @@ public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, n
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}
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}
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);
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//
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// Prepare the tools we want to use. When the model may call one, the conversation runs
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// through the harness instead of being streamed straight away: tool rounds are not
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// streamed, only the final answer is.
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//
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var toolRegistry = Program.SERVICE_PROVIDER.GetService<ToolRegistry>();
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var toolExecutor = Program.SERVICE_PROVIDER.GetService<ToolExecutor>();
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var currentAssistantContent = chatThread.Blocks.LastOrDefault(x => x.Role is ChatRole.AI)?.Content as ContentText;
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currentAssistantContent?.ToolInvocations.Clear();
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var providerSettings = this.CreateSettingsProvider(chatModel);
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var runnableTools = toolRegistry is null
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? []
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: await toolRegistry.GetRunnableToolsAsync(providerSettings, chatThread.RuntimeComponent, chatThread.RuntimeSelectedToolIds,
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this.Provider.GetConfidence(settingsManager).Level, chatThread.MayRunTools(settingsManager));
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var systemPrompt = chatThread.PrepareSystemPrompt(settingsManager, runnableTools.Select(x => x.Definition));
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if (toolExecutor is not null && runnableTools.Count > 0)
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{
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var adapter = new AnthropicToolCallingAdapter(chatModel, [..messages], systemPrompt, maxTokens, apiParameters, runnableTools,
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(requestDto, requestToken) => this.ExecuteMessagesRequest(requestDto, requestedSecret, requestToken));
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var loop = Program.SERVICE_PROVIDER.GetRequiredService<IToolCallingLoop>();
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var loopContext = new ToolCallingLoopContext
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{
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ChatThread = chatThread,
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RunnableTools = runnableTools,
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ToolExecutor = toolExecutor,
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Provider = this,
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CurrentAssistantContent = currentAssistantContent,
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ProviderInstanceName = this.InstanceName,
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ProviderType = this.Provider,
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ModelId = chatModel.Id,
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};
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await foreach (var content in loop.RunAsync(adapter, loopContext, token))
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yield return content;
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yield break;
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}
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// Prepare the Anthropic HTTP chat request:
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var chatRequest = JsonSerializer.Serialize(new ChatRequest
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{
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Model = chatModel.Id,
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// Build the messages:
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Messages = [..messages],
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System = chatThread.PrepareSystemPrompt(settingsManager),
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System = systemPrompt,
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MaxTokens = maxTokens,
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// Right now, we only support streaming completions:
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Stream = true,
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AdditionalApiParameters = apiParameters
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@@ -107,6 +150,33 @@ public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, n
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yield return content;
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}
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/// <summary>
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/// Runs one non-streamed messages request, as the tool rounds need it.
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/// </summary>
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/// <remarks>
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/// Tool rounds are not streamed: the whole answer has to be there before its tool calls can
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/// be executed. Only the final answer reaches the user through the streaming path.
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/// </remarks>
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/// <returns>The answer, or null when the request failed and the user was already told.</returns>
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private async Task<AnthropicResponse?> ExecuteMessagesRequest(ChatRequest requestDto, RequestedSecret requestedSecret, CancellationToken token)
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{
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using var request = new HttpRequestMessage(HttpMethod.Post, "messages");
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request.Headers.Add("x-api-key", await requestedSecret.Secret.Decrypt(Program.ENCRYPTION));
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request.Headers.Add("anthropic-version", "2023-06-01");
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request.Content = new StringContent(JsonSerializer.Serialize(requestDto, JSON_SERIALIZER_OPTIONS), Encoding.UTF8, "application/json");
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using var response = await this.HttpClient.SendAsync(request, token);
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if (!response.IsSuccessStatusCode)
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{
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var responseBody = await response.Content.ReadAsStringAsync(token);
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LOGGER.LogError("Tool calling messages request failed with status code {ResponseStatusCode} and body: '{ResponseBody}'.", response.StatusCode, responseBody);
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await ToolCallingMessages.SendToolCallingRequestFailedAsync((int)response.StatusCode);
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return null;
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}
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return await response.Content.ReadFromJsonAsync<AnthropicResponse>(JSON_SERIALIZER_OPTIONS, token);
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}
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#pragma warning disable CS1998 // Async method lacks 'await' operators and will run synchronously
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/// <inheritdoc />
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public override async IAsyncEnumerable<ImageURL> StreamImageCompletion(Model imageModel, string promptPositive, string promptNegative = FilterOperator.String.Empty, ImageURL referenceImageURL = default, [EnumeratorCancellation] CancellationToken token = default)
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@@ -140,7 +210,7 @@ public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, n
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new Model("claude-3-opus-latest", "Claude 3 Opus (Latest)"),
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};
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var result = await this.LoadModels(SecretStoreType.LLM_PROVIDER, token, apiKeyProvisional);
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var result = await this.LoadModels(SecretStoreType.LLM_PROVIDER, apiKeyProvisional, token);
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return result with
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{
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// The API is the authority: when it reports a model we also keep as a fallback above,
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@@ -166,16 +236,14 @@ public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, n
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{
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return Task.FromResult(ModelLoadResult.FromModels([]));
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}
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#endregion
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private Task<ModelLoadResult> LoadModels(SecretStoreType storeType, CancellationToken token, string? apiKeyProvisional = null)
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private Task<ModelLoadResult> LoadModels(SecretStoreType storeType, string? apiKeyProvisional, CancellationToken token)
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{
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return this.LoadModelsResponse<ModelsResponse>(
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storeType,
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"models?limit=100",
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modelResponse => modelResponse.Data,
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token,
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apiKeyProvisional,
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failureReasonSelector: (response, _) => response.StatusCode switch
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{
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@@ -189,6 +257,6 @@ public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, n
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request.Headers.Add("x-api-key", secretKey);
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request.Headers.Add("anthropic-version", "2023-06-01");
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},
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jsonSerializerOptions: JSON_SERIALIZER_OPTIONS);
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jsonSerializerOptions: JSON_SERIALIZER_OPTIONS, token: token);
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}
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}
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