156 lines
5.8 KiB
C#
156 lines
5.8 KiB
C#
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using BotSharp.Abstraction.Templating;
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using System.IO;
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namespace BotSharp.Plugin.FileHandler.Functions;
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public class EditImageFn : IFunctionCallback
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{
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public string Name => "edit_image";
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public string Indication => "Editing image";
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private readonly IServiceProvider _services;
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private readonly ILogger<EditImageFn> _logger;
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private string _conversationId;
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private string _messageId;
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public EditImageFn(
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IServiceProvider services,
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ILogger<EditImageFn> logger)
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{
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_services = services;
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_logger = logger;
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}
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public async Task<bool> Execute(RoleDialogModel message)
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{
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var args = JsonSerializer.Deserialize<LlmContextIn>(message.FunctionArgs);
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var descrpition = args?.UserRequest ?? string.Empty;
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Init(message);
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SetImageOptions();
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var image = await SelectConversationImage();
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var response = await GetImageEditGeneration(message, descrpition, image);
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message.Content = response;
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return true;
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}
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private void Init(RoleDialogModel message)
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{
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var convService = _services.GetRequiredService<IConversationService>();
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_conversationId = convService.ConversationId;
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_messageId = message.MessageId;
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}
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private void SetImageOptions()
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{
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var state = _services.GetRequiredService<IConversationStateService>();
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state.SetState("image_format", "bytes");
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state.SetState("image_count", "1");
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}
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private async Task<MessageFileModel?> SelectConversationImage()
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{
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var convService = _services.GetRequiredService<IConversationService>();
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var fileService = _services.GetRequiredService<IBotSharpFileService>();
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var dialogs = convService.GetDialogHistory(fromBreakpoint: false);
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var messageIds = dialogs.Select(x => x.MessageId).Distinct().ToList();
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var images = fileService.GetMessageFiles(_conversationId, messageIds, FileSourceType.User, imageOnly: true);
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return await SelectImage(images, dialogs);
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}
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private async Task<MessageFileModel?> SelectImage(IEnumerable<MessageFileModel> images, List<RoleDialogModel> dialogs)
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{
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if (images.IsNullOrEmpty()) return null;
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var llmProviderService = _services.GetRequiredService<ILlmProviderService>();
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var render = _services.GetRequiredService<ITemplateRender>();
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var db = _services.GetRequiredService<IBotSharpRepository>();
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try
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{
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var promptImages = images.Where(x => x.ContentType == MediaTypeNames.Image.Png).Select((x, idx) =>
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{
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return $"id: {idx + 1}, image_name: {x.FileName}.{x.FileType}";
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}).ToList();
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if (promptImages.IsNullOrEmpty()) return null;
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var prompt = db.GetAgentTemplate(BuiltInAgentId.UtilityAssistant, "select_edit_image_prompt");
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prompt = render.Render(prompt, new Dictionary<string, object>
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{
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{ "image_list", promptImages }
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});
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var agent = new Agent
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{
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Id = BuiltInAgentId.UtilityAssistant,
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Name = "Utility Assistant",
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Instruction = prompt
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};
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var provider = llmProviderService.GetProviders().FirstOrDefault(x => x == "openai");
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var model = llmProviderService.GetProviderModel(provider: provider, id: "gpt-4");
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var completion = CompletionProvider.GetChatCompletion(_services, provider: provider, model: model.Name);
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var response = await completion.GetChatCompletions(agent, dialogs);
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var content = response?.Content ?? string.Empty;
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var fid = JsonSerializer.Deserialize<int?>(content);
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return images.Where((x, idx) => idx == fid - 1).FirstOrDefault();
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}
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catch (Exception ex)
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{
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_logger.LogWarning($"Error when getting the image edit response. {ex.Message}\r\n{ex.InnerException}");
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return null;
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}
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}
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private async Task<string> GetImageEditGeneration(RoleDialogModel message, string description, MessageFileModel? image)
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{
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if (image == null)
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{
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return "Failed to find an image. Please provide an image.";
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}
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try
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{
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var completion = CompletionProvider.GetImageCompletion(_services, provider: "openai", model: "dall-e-2");
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var text = !string.IsNullOrWhiteSpace(description) ? description : message.Content;
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var dialog = RoleDialogModel.From(message, AgentRole.User, text);
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var agent = new Agent
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{
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Id = BuiltInAgentId.UtilityAssistant,
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Name = "Utility Assistant"
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};
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using var stream = File.OpenRead(image.FileStorageUrl);
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var result = await completion.GetImageEdits(agent, dialog, stream, image.FileName ?? string.Empty);
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stream.Close();
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SaveGeneratedImage(result?.GeneratedImages?.FirstOrDefault());
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return !string.IsNullOrWhiteSpace(result?.Content) ? result.Content : "Image edit is completed.";
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}
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catch (Exception ex)
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{
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var error = $"Error when getting image edit response. {ex.Message}";
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_logger.LogWarning($"{error}\r\n{ex.InnerException}");
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return error;
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}
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}
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private void SaveGeneratedImage(ImageGeneration? image)
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{
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if (image == null) return;
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var files = new List<BotSharpFile>()
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{
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new BotSharpFile
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{
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FileName = $"{Guid.NewGuid()}.png",
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FileData = $"data:{MediaTypeNames.Image.Png};base64,{image.ImageData}"
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}
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};
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var fileService = _services.GetRequiredService<IBotSharpFileService>();
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fileService.SaveMessageFiles(_conversationId, _messageId, FileSourceType.Bot, files);
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}
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}
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