-
Notifications
You must be signed in to change notification settings - Fork 874
Support for ChatOptions.ResponseFormat in AWSSDK.Extensions.Bedrock.MEAI #4113
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
base: development
Are you sure you want to change the base?
Changes from all commits
0c1e771
58e17cd
cf26be9
062070c
549170e
b7bd419
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
| Original file line number | Diff line number | Diff line change |
|---|---|---|
|
|
@@ -18,8 +18,11 @@ | |
| using Amazon.Runtime.Internal.Util; | ||
| using Microsoft.Extensions.AI; | ||
| using System; | ||
| using System.Buffers; | ||
| using System.Collections.Generic; | ||
| using System.Diagnostics; | ||
| using System.Globalization; | ||
| using System.IO; | ||
| using System.Linq; | ||
| using System.Runtime.CompilerServices; | ||
| using System.Text; | ||
|
|
@@ -35,6 +38,11 @@ internal sealed partial class BedrockChatClient : IChatClient | |
| /// <summary>A default logger to use.</summary> | ||
| private static readonly ILogger DefaultLogger = Logger.GetLogger(typeof(BedrockChatClient)); | ||
|
|
||
| /// <summary>The name used for the synthetic tool that enforces response format.</summary> | ||
| private const string ResponseFormatToolName = "generate_response"; | ||
| /// <summary>The description used for the synthetic tool that enforces response format.</summary> | ||
| private const string ResponseFormatToolDescription = "Generate response in specified format"; | ||
|
|
||
| /// <summary>The wrapped <see cref="IAmazonBedrockRuntime"/> instance.</summary> | ||
| private readonly IAmazonBedrockRuntime _runtime; | ||
| /// <summary>Default model ID to use when no model is specified in the request.</summary> | ||
|
|
@@ -63,6 +71,12 @@ public void Dispose() | |
| } | ||
|
|
||
| /// <inheritdoc /> | ||
| /// <remarks> | ||
| /// When <see cref="ChatOptions.ResponseFormat"/> is specified, the model must support | ||
| /// the ToolChoice feature. Models without this support will throw <see cref="NotSupportedException"/>. | ||
| /// If the model fails to return the expected structured output, <see cref="InvalidOperationException"/> | ||
| /// is thrown. | ||
| /// </remarks> | ||
| public async Task<ChatResponse> GetResponseAsync( | ||
| IEnumerable<ChatMessage> messages, ChatOptions? options = null, CancellationToken cancellationToken = default) | ||
| { | ||
|
|
@@ -79,7 +93,29 @@ public async Task<ChatResponse> GetResponseAsync( | |
| request.InferenceConfig = CreateInferenceConfiguration(request.InferenceConfig, options); | ||
| request.AdditionalModelRequestFields = CreateAdditionalModelRequestFields(request.AdditionalModelRequestFields, options); | ||
|
|
||
| var response = await _runtime.ConverseAsync(request, cancellationToken).ConfigureAwait(false); | ||
| ConverseResponse response; | ||
| try | ||
| { | ||
| response = await _runtime.ConverseAsync(request, cancellationToken).ConfigureAwait(false); | ||
| } | ||
| // Transforms ValidationException to NotSupportedException when error message indicates model lacks tool use support (required for ResponseFormat). | ||
| // This detection relies on error message text which may change in future Bedrock API versions. | ||
| catch (AmazonBedrockRuntimeException ex) when (options?.ResponseFormat is ChatResponseFormatJson) | ||
| { | ||
| // Detect unsupported model: ValidationException with specific tool support error messages | ||
| if (ex.ErrorCode == "ValidationException" && | ||
| (ex.Message.IndexOf("toolChoice is not supported by this model", StringComparison.OrdinalIgnoreCase) >= 0 || | ||
| ex.Message.IndexOf("This model doesn't support tool use", StringComparison.OrdinalIgnoreCase) >= 0)) | ||
| { | ||
| throw new NotSupportedException( | ||
| $"The model '{request.ModelId}' does not support ResponseFormat. " + | ||
| $"ResponseFormat requires ToolChoice support, which is only available in Claude 3+ and Mistral Large models. " + | ||
| $"See: https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference-supported-models-features.html", | ||
| ex); | ||
| } | ||
|
|
||
| throw; | ||
| } | ||
|
|
||
| ChatMessage result = new() | ||
| { | ||
|
|
@@ -89,6 +125,42 @@ public async Task<ChatResponse> GetResponseAsync( | |
| MessageId = Guid.NewGuid().ToString("N"), | ||
| }; | ||
|
|
||
| // Check if ResponseFormat was used and extract structured content | ||
| bool usingResponseFormat = options?.ResponseFormat is ChatResponseFormatJson; | ||
| if (usingResponseFormat) | ||
| { | ||
| var structuredContent = ExtractResponseFormatContent(response.Output?.Message); | ||
| if (structuredContent is not null) | ||
| { | ||
| // Replace the content with the extracted JSON as a TextContent | ||
| result.Contents.Add(new TextContent(structuredContent) { RawRepresentation = response.Output?.Message }); | ||
|
|
||
| // Skip normal content processing since we've extracted the structured response | ||
| if (DocumentToDictionary(response.AdditionalModelResponseFields) is { } responseFieldsDict) | ||
| { | ||
| result.AdditionalProperties = new(responseFieldsDict); | ||
| } | ||
|
|
||
| return new(result) | ||
| { | ||
| CreatedAt = result.CreatedAt, | ||
| FinishReason = response.StopReason is not null ? GetChatFinishReason(response.StopReason) : null, | ||
| Usage = response.Usage is TokenUsage tokenUsage ? CreateUsageDetails(tokenUsage) : null, | ||
| RawRepresentation = response, | ||
| }; | ||
| } | ||
| else | ||
| { | ||
| // Model succeeded but did not return expected structured output | ||
| throw new InvalidOperationException( | ||
| $"Model '{request.ModelId}' did not return structured output as requested. " + | ||
| $"This may indicate the model refused to follow the tool use instruction, " + | ||
| $"the schema was too complex, or the prompt conflicted with the requirement. " + | ||
| $"StopReason: {response.StopReason?.Value ?? "unknown"}."); | ||
| } | ||
| } | ||
|
|
||
| // Normal content processing when not using ResponseFormat or extraction failed | ||
| if (response.Output?.Message?.Content is { } contents) | ||
| { | ||
| foreach (var content in contents) | ||
|
|
@@ -182,6 +254,14 @@ public async IAsyncEnumerable<ChatResponseUpdate> GetStreamingResponseAsync( | |
| throw new ArgumentNullException(nameof(messages)); | ||
| } | ||
|
|
||
| // Check if ResponseFormat is set - not supported for streaming yet | ||
| if (options?.ResponseFormat is ChatResponseFormatJson) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. just wondering why this is |
||
| { | ||
| throw new NotSupportedException( | ||
| "ResponseFormat is not yet supported for streaming responses with Amazon Bedrock. " + | ||
| "Please use GetResponseAsync for structured output."); | ||
| } | ||
|
|
||
| ConverseStreamRequest request = options?.RawRepresentationFactory?.Invoke(this) as ConverseStreamRequest ?? new(); | ||
| request.ModelId ??= options?.ModelId ?? _modelId; | ||
| request.Messages = CreateMessages(request.Messages, messages); | ||
|
|
@@ -794,7 +874,11 @@ private static Document ToDocument(JsonElement json) | |
| } | ||
| } | ||
|
|
||
| /// <summary>Creates an <see cref="ToolConfiguration"/> from the specified options.</summary> | ||
| /// <summary>Creates a <see cref="ToolConfiguration"/> from the specified options.</summary> | ||
| /// <remarks> | ||
| /// When ResponseFormat is specified, creates a synthetic tool to enforce structured output. | ||
| /// This conflicts with user-provided tools as Bedrock only supports a single ToolChoice value. | ||
| /// </remarks> | ||
| private static ToolConfiguration? CreateToolConfig(ToolConfiguration? toolConfig, ChatOptions? options) | ||
| { | ||
| if (options?.Tools is { Count: > 0 } tools) | ||
|
|
@@ -857,6 +941,56 @@ private static Document ToDocument(JsonElement json) | |
| } | ||
| } | ||
|
|
||
| // Handle ResponseFormat by creating a synthetic tool | ||
| if (options?.ResponseFormat is ChatResponseFormatJson jsonFormat) | ||
| { | ||
| // Check for conflict with user-provided tools | ||
| if (toolConfig?.Tools?.Count > 0) | ||
| { | ||
| throw new ArgumentException( | ||
| "ResponseFormat cannot be used with Tools in Amazon Bedrock. " + | ||
| "ResponseFormat uses Bedrock's tool mechanism for structured output, " + | ||
| "which conflicts with user-provided tools."); | ||
| } | ||
|
|
||
| // Create the synthetic tool with the schema from ResponseFormat | ||
| toolConfig ??= new(); | ||
| toolConfig.Tools ??= []; | ||
|
|
||
| // Parse the schema if provided, otherwise create an empty object schema | ||
| Document schemaDoc; | ||
| if (jsonFormat.Schema.HasValue) | ||
| { | ||
| // Schema is already a JsonElement (parsed JSON), convert directly to Document | ||
| schemaDoc = ToDocument(jsonFormat.Schema.Value); | ||
| } | ||
| else | ||
| { | ||
| // For JSON mode without schema, create a generic object schema | ||
| schemaDoc = new Document(new Dictionary<string, Document> | ||
| { | ||
| ["type"] = new Document("object"), | ||
| ["additionalProperties"] = new Document(true) | ||
| }); | ||
| } | ||
|
|
||
| toolConfig.Tools.Add(new Tool | ||
| { | ||
| ToolSpec = new ToolSpecification | ||
| { | ||
| Name = ResponseFormatToolName, | ||
| Description = jsonFormat.SchemaDescription ?? ResponseFormatToolDescription, | ||
| InputSchema = new ToolInputSchema | ||
| { | ||
| Json = schemaDoc | ||
| } | ||
| } | ||
| }); | ||
|
|
||
| // Force the model to use the synthetic tool | ||
| toolConfig.ToolChoice = new ToolChoice { Tool = new() { Name = ResponseFormatToolName } }; | ||
| } | ||
|
|
||
| if (toolConfig?.Tools is { Count: > 0 } && toolConfig.ToolChoice is null) | ||
| { | ||
| switch (options!.ToolMode) | ||
|
|
@@ -872,6 +1006,43 @@ private static Document ToDocument(JsonElement json) | |
| return toolConfig; | ||
| } | ||
|
|
||
| /// <summary>Extracts JSON content from the synthetic ResponseFormat tool use, if present.</summary> | ||
| private static string? ExtractResponseFormatContent(Message? message) | ||
| { | ||
| if (message?.Content is null) | ||
| { | ||
| return null; | ||
| } | ||
|
|
||
| foreach (var content in message.Content) | ||
| { | ||
| if (content.ToolUse is ToolUseBlock toolUse && | ||
| toolUse.Name == ResponseFormatToolName && | ||
| toolUse.Input != default) | ||
| { | ||
| // Convert the Document back to JSON string | ||
| return DocumentToJsonString(toolUse.Input); | ||
| } | ||
| } | ||
|
|
||
| return null; | ||
| } | ||
|
|
||
| /// <summary> | ||
| /// Converts a <see cref="Document"/> to a JSON string using the SDK's standard DocumentMarshaller. | ||
| /// Note: Document is a struct (value type), so circular references are structurally impossible. | ||
| /// </summary> | ||
| private static string DocumentToJsonString(Document document) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. all of this stuff i would be surprised if it doesnt exist already in a jsonutils or utils file. either way it shouldnt be in this class
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Agree with garret, it should live in a utils class at the least
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I haven't looked at the entire PR, but we've had requests in the past to make the It's something we should do, but we have to be aware the document type is meant to be agnostic (the service could start returning CBOR tomorrow for example). See this comment from Norm: #3915 (comment) It'd probably make more sense to include this functionality in Core, but now I'm even wondering if it's better to do that first (and separately) from this PR. |
||
| { | ||
| using var stream = new MemoryStream(); | ||
| using (var writer = new Utf8JsonWriter(stream, new JsonWriterOptions { Indented = false })) | ||
| { | ||
| Amazon.Runtime.Documents.Internal.Transform.DocumentMarshaller.Instance.Write(writer, document); | ||
| } | ||
| return Encoding.UTF8.GetString(stream.ToArray()); | ||
| } | ||
|
|
||
|
|
||
| /// <summary>Creates an <see cref="InferenceConfiguration"/> from the specified options.</summary> | ||
| private static InferenceConfiguration CreateInferenceConfiguration(InferenceConfiguration config, ChatOptions? options) | ||
| { | ||
|
|
||
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
why are we checking bedrockruntimeexception here but down below i see we are throwing InvalidOperationException when it fails?