add pdf and image analysis
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c1687e8c45
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c5c7dc97d7
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@ -3,7 +3,7 @@ namespace BotSharp.Abstraction.Files;
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public interface IBotSharpFileService
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{
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string GetDirectory(string conversationId);
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IEnumerable<MessageFileModel> GetChatImages(string conversationId, string source, List<RoleDialogModel> conversations, int? offset = null);
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Task<IEnumerable<MessageFileModel>> GetChatImages(string conversationId, string source, IEnumerable<string> fileTypes, List<RoleDialogModel> conversations, int? offset = null);
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IEnumerable<MessageFileModel> GetMessageFiles(string conversationId, IEnumerable<string> messageIds, string source, bool imageOnly = false);
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string GetMessageFile(string conversationId, string messageId, string source, string index, string fileName);
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bool HasConversationUserFiles(string conversationId);
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@ -0,0 +1,10 @@
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namespace BotSharp.Abstraction.Files.Models;
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public class LlmFileContext
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{
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[JsonPropertyName("user_request")]
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public string UserRequest { get; set; }
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[JsonPropertyName("file_types")]
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public string FileTypes { get; set; }
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}
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@ -8,12 +8,13 @@ namespace BotSharp.Core.Files;
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public partial class BotSharpFileService
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{
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public IEnumerable<MessageFileModel> GetChatImages(string conversationId, string source, List<RoleDialogModel> conversations, int? offset = null)
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public async Task<IEnumerable<MessageFileModel>> GetChatImages(string conversationId, string source, IEnumerable<string> fileTypes,
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List<RoleDialogModel> conversations, int? offset = null)
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{
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var files = new List<MessageFileModel>();
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if (string.IsNullOrEmpty(conversationId) || conversations.IsNullOrEmpty())
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{
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return files;
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return new List<MessageFileModel>();
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}
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if (offset <= 0)
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@ -35,7 +36,98 @@ public partial class BotSharpFileService
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messageIds = conversations.Select(x => x.MessageId).Distinct().ToList();
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}
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files = GetMessageFiles(conversationId, messageIds, source, imageOnly: true).ToList();
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files = await GetMessageFiles(conversationId, messageIds, source, fileTypes);
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return files;
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}
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private async Task<List<MessageFileModel>> GetMessageFiles(string conversationId, IEnumerable<string> messageIds, string source, IEnumerable<string> fileTypes)
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{
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var files = new List<MessageFileModel>();
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if (string.IsNullOrEmpty(conversationId) || messageIds.IsNullOrEmpty() || fileTypes.IsNullOrEmpty()) return files;
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var isNeedScreenShot = fileTypes.Any(x => _allowScreenShotTypes.Contains(x));
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var onlyScreenShot = fileTypes.All(x => _allowScreenShotTypes.Contains(x));
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try
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{
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var contextId = string.Empty;
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var web = _services.GetRequiredService<IWebBrowser>();
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var preFixPath = Path.Combine(_baseDir, CONVERSATION_FOLDER, conversationId, FILE_FOLDER);
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if (isNeedScreenShot)
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{
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contextId = Guid.NewGuid().ToString();
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await web.LaunchBrowser(contextId, string.Empty);
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}
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foreach (var messageId in messageIds)
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{
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var dir = Path.Combine(preFixPath, messageId, source);
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if (!ExistDirectory(dir)) continue;
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foreach (var subDir in Directory.GetDirectories(dir))
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{
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var file = Directory.GetFiles(subDir).FirstOrDefault();
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if (file == null) continue;
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var index = subDir.Split(Path.DirectorySeparatorChar).Last();
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var contentType = GetFileContentType(file);
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if ((!isNeedScreenShot || (isNeedScreenShot && !onlyScreenShot)) && _allowedImageTypes.Contains(contentType))
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{
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var model = new MessageFileModel()
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{
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MessageId = messageId,
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FileStorageUrl = file,
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ContentType = contentType
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};
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files.Add(model);
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}
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else if ((isNeedScreenShot && !onlyScreenShot || onlyScreenShot) && !_allowedImageTypes.Contains(contentType))
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{
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var screenShotDir = Path.Combine(subDir, SCREENSHOT_FILE_FOLDER);
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if (ExistDirectory(screenShotDir) && Directory.GetFiles(screenShotDir).Any())
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{
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file = Directory.GetFiles(screenShotDir).First();
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contentType = GetFileContentType(file);
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var model = new MessageFileModel()
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{
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MessageId = messageId,
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FileStorageUrl = file,
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ContentType = contentType
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};
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files.Add(model);
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}
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else
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{
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await web.GoToPage(contextId, file);
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var path = Path.Combine(subDir, SCREENSHOT_FILE_FOLDER, $"{Guid.NewGuid()}.png");
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await web.ScreenshotAsync(contextId, path);
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contentType = GetFileContentType(path);
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var model = new MessageFileModel()
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{
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MessageId = messageId,
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FileStorageUrl = path,
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ContentType = contentType
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};
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files.Add(model);
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}
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}
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}
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}
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if (isNeedScreenShot)
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{
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await web.CloseBrowser(contextId);
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}
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}
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catch (Exception ex)
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{
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_logger.LogWarning($"Error when reading conversation ({conversationId}) files: {ex.Message}");
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}
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return files;
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}
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@ -102,7 +194,7 @@ public partial class BotSharpFileService
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{
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if (string.IsNullOrEmpty(conversationId)) return false;
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var dir = Path.Combine(_baseDir, CONVERSATION_FOLDER, conversationId, FILE_FOLDER, USER_FILE_FOLDER);
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var dir = Path.Combine(_baseDir, CONVERSATION_FOLDER, conversationId, FILE_FOLDER);
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if (!ExistDirectory(dir)) return false;
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return Directory.GetDirectories(dir).Count() > 0;
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@ -13,11 +13,12 @@ public partial class BotSharpFileService : IBotSharpFileService
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private readonly ILogger<BotSharpFileService> _logger;
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private readonly string _baseDir;
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private readonly IEnumerable<string> _allowedImageTypes = new List<string> { "image/png", "image/jpeg" };
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private readonly IEnumerable<string> _allowScreenShotTypes = new List<string> { ".pdf" };
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private readonly IEnumerable<string> _allowScreenShotTypes = new List<string> { "pdf" };
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private const string CONVERSATION_FOLDER = "conversations";
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private const string FILE_FOLDER = "files";
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private const string USER_FILE_FOLDER = "user";
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private const string SCREENSHOT_FILE_FOLDER = "screenshot";
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private const string BOT_FILE_FOLDER = "bot";
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private const string USERS_FOLDER = "users";
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private const string USER_AVATAR_FOLDER = "avatar";
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@ -11,6 +11,7 @@ public class LoadAttachmentFn : IFunctionCallback
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private readonly IServiceProvider _services;
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private readonly ILogger<LoadAttachmentFn> _logger;
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private const string AIAssistant = "01fcc3e5-9af7-49e6-ad7a-a760bd12dc4a";
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private readonly IEnumerable<string> _imageTypes = new List<string> { "image", "images", "png", "jpg", "jpeg" };
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public LoadAttachmentFn(
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IServiceProvider services,
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@ -22,17 +23,19 @@ public class LoadAttachmentFn : IFunctionCallback
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public async Task<bool> Execute(RoleDialogModel message)
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{
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var args = JsonSerializer.Deserialize<LlmFileContext>(message.FunctionArgs);
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var conv = _services.GetRequiredService<IConversationService>();
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var agentService = _services.GetRequiredService<IAgentService>();
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var wholeDialogs = conv.GetDialogHistory();
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var dialogs = AssembleFiles(conv.ConversationId, wholeDialogs);
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var fileTypes = args?.FileTypes?.Split(",")?.ToList() ?? new List<string>();
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var dialogs = await AssembleFiles(conv.ConversationId, wholeDialogs, fileTypes);
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var agent = await agentService.LoadAgent(AIAssistant);
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var fileAgent = new Agent
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{
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Id = agent.Id,
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Name = agent.Name,
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Instruction = "Please describe the images.",
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Instruction = !string.IsNullOrWhiteSpace(args?.UserRequest) ? args.UserRequest : "Please describe the files.",
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TemplateDict = new Dictionary<string, object>()
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};
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@ -42,15 +45,16 @@ public class LoadAttachmentFn : IFunctionCallback
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return true;
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}
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private List<RoleDialogModel> AssembleFiles(string conversationId, List<RoleDialogModel> dialogs)
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private async Task<List<RoleDialogModel>> AssembleFiles(string conversationId, List<RoleDialogModel> dialogs, List<string> fileTypes)
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{
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if (dialogs.IsNullOrEmpty())
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{
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return new List<RoleDialogModel>();
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}
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var parsedTypes = ParseFileTypes(fileTypes);
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var fileService = _services.GetRequiredService<IBotSharpFileService>();
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var files = fileService.GetChatImages(conversationId, FileSourceType.User, dialogs);
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var files = await fileService.GetChatImages(conversationId, FileSourceType.User, parsedTypes, dialogs);
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foreach (var dialog in dialogs)
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{
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@ -59,7 +63,6 @@ public class LoadAttachmentFn : IFunctionCallback
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dialog.Files = found.Select(x => new BotSharpFile
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{
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FileName = x.FileName,
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ContentType = x.ContentType,
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FileStorageUrl = x.FileStorageUrl
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}).ToList();
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@ -68,6 +71,38 @@ public class LoadAttachmentFn : IFunctionCallback
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return dialogs;
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}
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private IEnumerable<string> ParseFileTypes(IEnumerable<string> fileTypes)
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{
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var imageType = "image";
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var pdfType = "pdf";
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var parsed = new List<string>();
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if (fileTypes.IsNullOrEmpty())
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{
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return new List<string> { imageType };
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}
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foreach (var fileType in fileTypes)
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{
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var type = fileType?.Trim();
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if (string.IsNullOrWhiteSpace(type) || _imageTypes.Any(x => type.IsEqualTo(x)))
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{
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parsed.Add(imageType);
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}
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else if (type.IsEqualTo("pdf"))
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{
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parsed.Add(pdfType);
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}
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}
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if (parsed.IsNullOrEmpty())
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{
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parsed.Add(imageType);
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}
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return parsed.Distinct();
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}
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private async Task<string> GetChatCompletion(Agent agent, List<RoleDialogModel> dialogs)
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{
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try
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@ -24,27 +24,33 @@ public class AttachmentProcessingHook : AgentHookBase
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{
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var json = JsonSerializer.Serialize(new
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{
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user_question = new
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user_request = new
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{
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type = "string",
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description = $"The question asked by user, which is related to analyzing images or other files."
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description = "The request posted by user, which is related to analyzing requested files. User can request for multiple files to process at one time."
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},
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file_types = new
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{
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type = "string",
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description = "The file types requested by user to analyze, such as image, png, jpeg, and pdf. There can be multiple file types in a single request. An example output is, 'image,pdf'"
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}
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});
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functions.Add(new FunctionDef
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{
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Name = "load_attachment",
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Description = $"If the user's request is related to analyzing files, you can call this function to analyze files.",
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Description = "If the user's request is related to analyzing files and/or images, you can call this function to analyze files and images.",
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Parameters =
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{
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Properties = JsonSerializer.Deserialize<JsonDocument>(json),
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Required = new List<string>
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{
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"user_question"
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"user_request",
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"file_types"
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}
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}
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});
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}
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return true;
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return base.OnFunctionsLoaded(functions); ;
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}
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}
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