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Added support for images (#609)
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@@ -1,4 +1,6 @@
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using AIStudio.Provider;
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using AIStudio.Provider.OpenAI;
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using AIStudio.Settings;
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namespace AIStudio.Chat;
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@@ -8,19 +10,171 @@ public static class ListContentBlockExtensions
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/// Processes a list of content blocks by transforming them into a collection of message results asynchronously.
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/// </summary>
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/// <param name="blocks">The list of content blocks to process.</param>
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/// <param name="transformer">A function that transforms each content block into a message result asynchronously.</param>
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/// <param name="roleTransformer">A function that transforms each content block into a message result asynchronously.</param>
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/// <param name="selectedProvider">The selected LLM provider.</param>
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/// <param name="selectedModel">The selected model.</param>
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/// <param name="textSubContentFactory">A factory function to create text sub-content.</param>
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/// <param name="imageSubContentFactory">A factory function to create image sub-content.</param>
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/// <returns>An asynchronous task that resolves to a list of transformed results.</returns>
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public static async Task<IList<IMessageBase>> BuildMessages(this List<ContentBlock> blocks, Func<ContentBlock, Task<IMessageBase>> transformer)
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public static async Task<IList<IMessageBase>> BuildMessagesAsync(
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this List<ContentBlock> blocks,
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LLMProviders selectedProvider,
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Model selectedModel,
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Func<ChatRole, string> roleTransformer,
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Func<string, ISubContent> textSubContentFactory,
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Func<FileAttachmentImage, Task<ISubContent>> imageSubContentFactory)
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{
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var messages = blocks
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.Where(n => n.ContentType is ContentType.TEXT && !string.IsNullOrWhiteSpace((n.Content as ContentText)?.Text))
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.Select(transformer)
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.ToList();
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var capabilities = selectedProvider.GetModelCapabilities(selectedModel);
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var canProcessImages = capabilities.Contains(Capability.MULTIPLE_IMAGE_INPUT) ||
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capabilities.Contains(Capability.SINGLE_IMAGE_INPUT);
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// Await all messages:
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await Task.WhenAll(messages);
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var messageTaskList = new List<Task<IMessageBase>>(blocks.Count);
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foreach (var block in blocks)
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{
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switch (block.Content)
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{
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// The prompt may or may not contain image(s), but the provider/model cannot process images.
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// Thus, we treat it as a regular text message.
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case ContentText text when block.ContentType is ContentType.TEXT && !string.IsNullOrWhiteSpace(text.Text) && !canProcessImages:
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messageTaskList.Add(CreateTextMessageAsync(block, text));
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break;
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// The regular case for text content without images:
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case ContentText text when block.ContentType is ContentType.TEXT && !string.IsNullOrWhiteSpace(text.Text) && !text.FileAttachments.ContainsImages():
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messageTaskList.Add(CreateTextMessageAsync(block, text));
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break;
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// Text prompt with images as attachments, and the provider/model can process images:
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case ContentText text when block.ContentType is ContentType.TEXT && !string.IsNullOrWhiteSpace(text.Text) && text.FileAttachments.ContainsImages():
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messageTaskList.Add(CreateMultimodalMessageAsync(block, text, textSubContentFactory, imageSubContentFactory));
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break;
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}
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}
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// Await all messages:
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await Task.WhenAll(messageTaskList);
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// Select all results:
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return messages.Select(n => n.Result).ToList();
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return messageTaskList.Select(n => n.Result).ToList();
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// Local function to create a text message asynchronously.
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Task<IMessageBase> CreateTextMessageAsync(ContentBlock block, ContentText text)
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{
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return Task.Run(async () => new TextMessage
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{
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Role = roleTransformer(block.Role),
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Content = await text.PrepareTextContentForAI(),
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} as IMessageBase);
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}
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// Local function to create a multimodal message asynchronously.
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Task<IMessageBase> CreateMultimodalMessageAsync(
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ContentBlock block,
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ContentText text,
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Func<string, ISubContent> innerTextSubContentFactory,
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Func<FileAttachmentImage, Task<ISubContent>> innerImageSubContentFactory)
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{
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return Task.Run(async () =>
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{
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var imagesTasks = text.FileAttachments
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.Where(x => x is { IsImage: true, Exists: true })
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.Cast<FileAttachmentImage>()
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.Select(innerImageSubContentFactory)
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.ToList();
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Task.WaitAll(imagesTasks);
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var images = imagesTasks.Select(t => t.Result).ToList();
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return new MultimodalMessage
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{
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Role = roleTransformer(block.Role),
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Content =
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[
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innerTextSubContentFactory(await text.PrepareTextContentForAI()),
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..images,
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]
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} as IMessageBase;
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});
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}
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}
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/// <summary>
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/// Processes a list of content blocks using direct image URL format to create message results asynchronously.
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/// </summary>
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/// <param name="blocks">The list of content blocks to process.</param>
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/// <param name="selectedProvider">The selected LLM provider.</param>
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/// <param name="selectedModel">The selected model.</param>
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/// <returns>An asynchronous task that resolves to a list of transformed message results.</returns>
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/// <remarks>
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/// Uses direct image URL format where the image data is placed directly in the image_url field:
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/// <code>
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/// { "type": "image_url", "image_url": "data:image/jpeg;base64,..." }
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/// </code>
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/// This format is used by OpenAI, Mistral, and Ollama.
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/// </remarks>
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public static async Task<IList<IMessageBase>> BuildMessagesUsingDirectImageUrlAsync(
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this List<ContentBlock> blocks,
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LLMProviders selectedProvider,
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Model selectedModel) => await blocks.BuildMessagesAsync(
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selectedProvider,
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selectedModel,
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StandardRoleTransformer,
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StandardTextSubContentFactory,
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DirectImageSubContentFactory);
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/// <summary>
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/// Processes a list of content blocks using nested image URL format to create message results asynchronously.
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/// </summary>
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/// <param name="blocks">The list of content blocks to process.</param>
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/// <param name="selectedProvider">The selected LLM provider.</param>
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/// <param name="selectedModel">The selected model.</param>
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/// <returns>An asynchronous task that resolves to a list of transformed message results.</returns>
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/// <remarks>
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/// Uses nested image URL format where the image data is wrapped in an object:
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/// <code>
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/// { "type": "image_url", "image_url": { "url": "data:image/jpeg;base64,..." } }
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/// </code>
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/// This format is used by LM Studio, VLLM, llama.cpp, and other OpenAI-compatible providers.
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/// </remarks>
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public static async Task<IList<IMessageBase>> BuildMessagesUsingNestedImageUrlAsync(
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this List<ContentBlock> blocks,
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LLMProviders selectedProvider,
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Model selectedModel) => await blocks.BuildMessagesAsync(
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selectedProvider,
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selectedModel,
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StandardRoleTransformer,
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StandardTextSubContentFactory,
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NestedImageSubContentFactory);
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private static ISubContent StandardTextSubContentFactory(string text) => new SubContentText
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{
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Text = text,
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};
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private static async Task<ISubContent> DirectImageSubContentFactory(FileAttachmentImage attachment) => new SubContentImageUrl
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{
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ImageUrl = await attachment.TryAsBase64() is (true, var base64Content)
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? $"data:{attachment.DetermineMimeType()};base64,{base64Content}"
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: string.Empty,
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};
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private static async Task<ISubContent> NestedImageSubContentFactory(FileAttachmentImage attachment) => new SubContentImageUrlNested
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{
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ImageUrl = new SubContentImageUrlData
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{
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Url = await attachment.TryAsBase64() is (true, var base64Content)
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? $"data:{attachment.DetermineMimeType()};base64,{base64Content}"
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: string.Empty,
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},
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};
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private static string StandardRoleTransformer(ChatRole role) => role switch
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{
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ChatRole.USER => "user",
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ChatRole.AI => "assistant",
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ChatRole.AGENT => "assistant",
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ChatRole.SYSTEM => "system",
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_ => "user",
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};
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}
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