A会场-仇华-BotSharp开源应用框架——连接LLMs到您的DotNET应用.pdf

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1、BotSharp?LLMs?.NET?SciSharp STACK?A.NET based Open Source Ecosystem for Data Science,Machine Learning and AI.SciSharp SciSharp STACKSciSharp STACK?NLP SupportNLP Support.NET ML Framework.NET ML FrameworkComputation SDKsComputation SDKsSupporting ToolsSupporting ToolsBotSharpBotSharpTensorFlow.NETTen

2、sorFlow.NETNumSharpNumSharpSharpCVLLamaSharpSciSharp.ModelsPandas.NETKeras.NETPlot.NETTorch.NETBigtree.AlgorithmSciSharp STACK?BotSharpBotSharp?LLM baseLLM base20222022BotSharpBotSharp?NLP base,NLP base,Slot FillingSlot Filling20182018BotSharpBotSharpV0.20V0.20?2023.122023.12?CAAPCAAP?20162016BotSha

3、rp?BotSharp?Agent?创?创?CaaPCaaP?BotSharp AI BOT?.NET?CaaP?AI?.NET?FunctionToken&?/?BotSharp?创?LLM?RAG?Retrieval-Augmented Generation?LLM?ChatGPT 3.5/4.0,PaLM 2,LLaMA 2,HuggingFace?创?LLM创?SvelteKit?Web?Facebook Messenger?Slack?Telegram?RESTful?API?WebSocket?BotSharp?01010303050507070909111102020404060

4、608081010Plugin Loader?Hooking?Hook&Event?Authentication?Agent Profile?Conversation&State?Routing&Planning?Templating?File Repository?Caching?Rich Content?LLM Provider?BotSharp?BotSharp.Core.RepositoryBotSharp.Plugin.MongoStorageLLMsLLMsBotSharp.Plugin.AzureOpenAIBotSharp.Plugin.GoogleAIBotSharp.Plu

5、gin.MetaAIBotSharp.Plugin.HuggingFaceBotSharp.Plugin.LLamaSharpBotSharp.Plugin.SemanticKernel?/?BotSharp.OpenAPIBotSharp.Plugin.ChatHubBotSharp.Plugin.MetaMessengerBotSharp.Plugin.TwilioBotSharp.Plugin.TelegramBotsBotSharp.Plugin.WeChatRAGsRAGsBotSharp.Plugin.KnowledgeBaseBotSharp.Plugin.Qdrant?BotSharp.Plugin.PaddleSharpUIsUIsBotSharp.Plugin.ChatbotUI?BotSharp.Plugin.RoutingSpeederBotSharp.Plugin.PizzaBotUpdating?Updating?Planner(?)?NaviePlannerHFPlanner?AgentBotSharp?Planning?NaviePlanner?HFPlanner?Tree Of Thought?routing-redirectionrouting-reasoningAgent?Routing?Ev