Update README.md

fix 修改聊天记录知识库保存bug

.gitignore

@@ -324,10 +324,6 @@ ASALocalRun/
 # MSBuild Binary and Structured Log
 *.binlog
 
-# NVidia Nsight GPU debugger configuration file
-*.nvuser
-*.dll
-*.pdb
 # MFractors (Xamarin productivity tool) working folder 
 .mfractor/
 **/bin/

Dockerfile

@@ -22,4 +22,5 @@ WORKDIR /app
 COPY --from=build /app/publish .
 RUN ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime
 RUN echo 'Asia/Shanghai' >/etc/timezone
+RUN apt update && apt install -y libpugixml-dev libtbb-dev
 ENTRYPOINT ["dotnet", "AntSK.dll"]

Dockerfile-py

@@ -0,0 +1,29 @@
+# 1. Define the Python image to use for getting pip
+FROM pytorch/pytorch AS python-base
+
+# 2. Define the .NET SDK image to build your application
+FROM mcr.microsoft.com/dotnet/sdk:8.0 AS build
+WORKDIR /src
+COPY ["src/AntSK/AntSK.csproj", "AntSK/"]
+RUN dotnet restore "AntSK/AntSK.csproj"
+COPY src/ .
+WORKDIR "/src/AntSK"
+RUN dotnet build "AntSK.csproj" -c Release -o /app/build
+RUN dotnet publish "AntSK.csproj" -c Release -o /app/publish
+
+# 3. Define the final image that will contain both .NET runtime and Python
+FROM mcr.microsoft.com/dotnet/aspnet:8.0 AS final
+
+# Copy the Python/pip installation from the official Python image
+COPY --from=python-base /usr/local /usr/local
+COPY --from=python-base /opt/conda/ /opt/conda/
+WORKDIR /app
+COPY --from=build /app/publish .
+# Make sure the app and Python directories are in PATH
+ENV PATH="/app:/opt/conda/bin:/usr/local/bin:${PATH}"
+
+RUN ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime
+RUN echo 'Asia/Shanghai' >/etc/timezone
+RUN pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple
+RUN apt update && apt install -y libpugixml-dev libtbb-dev
+ENTRYPOINT ["dotnet", "AntSK.dll"]

LICENSE

@@ -186,7 +186,7 @@
       same "printed page" as the copyright notice for easier
       identification within third-party archives.
 
-   Copyright [yyyy] [name of copyright owner]
+   Copyright [2024] [许泽宇]
 
    Licensed under the Apache License, Version 2.0 (the "License");
    you may not use this file except in compliance with the License.

README.en.md

@@ -1,152 +1,89 @@
 [简体中文](./README.md) | English
 # AntSK
+## AI Knowledge Base/Intelligent Agent built on .Net8+AntBlazor+SemanticKernel
 
-## An AI knowledge base/intelligent agent built with .Net 8+AntBlazor+SemanticKernel
+## ⭐Core Features
 
+- **Semantic Kernel**: Utilizes advanced natural language processing technology to accurately understand, process, and respond to complex semantic queries, providing users with precise information retrieval and recommendation services.
 
+- **Kernel Memory**: Capable of continuous learning and storing knowledge points, AntSK has long-term memory function, accumulates experience, and provides a more personalized interaction experience.
 
-## Core Features
+- **Knowledge Base**: Import knowledge base through documents (Word, PDF, Excel, Txt, Markdown, Json, PPT) and perform knowledge base Q&A.
 
+- **GPT Generation**: This platform supports creating personalized GPT models, enabling users to build their own GPT models.
 
+- **API Interface Publishing**: Exposes internal functions in the form of APIs, enabling developers to integrate AntSK into other applications and enhance application intelligence.
 
-- **Semantic Kernel**: Utilizes advanced natural language processing technologies to accurately understand, process, and respond to complex semantic queries, providing users with precise information retrieval and recommendation services.
+- **API Plugin System**: Open API plugin system that allows third-party developers or service providers to easily integrate their services into AntSK, continuously enhancing application functionality.
 
+- **.Net Plugin System**: Open dll plugin system that allows third-party developers or service providers to easily integrate their business functions by generating dll in standard format code, continuously enhancing application functionality.
 
-- **Kernel Memory**: Capable of continuous learning and knowledge storage, AntSK has a long-term memory function, accumulating experience to offer more personalized interaction experiences.
+- **Online Search**: AntSK, real-time access to the latest information, ensuring users receive the most timely and relevant data.
 
+- **Model Management**: Adapts and manages integration of different models from different manufacturers, including gguf types supported by **llama.cpp** and models offline running supported by **llamafactory**.
 
-- **Knowledge base**: Import knowledge into the database through documents (Word, PDF, Excel, Txt, Markdown, Json, PPT) and manage knowledge base documents.
-
-
-- **GPTs Generation**：The platform supports the creation of personalized GPT models, try building your own GPT model.
-
-
-- **API Interface Release**: Internal functions are provided as APIs for developers to integrate AntSK into other applications, enhancing application intelligence.
-
-
-- **API Plugin System**: An open API plugin system allows third-party developers or service providers to easily integrate their services into AntSK, continuously enhancing application functions.
-
-
-- **.Net Plugin System**: An open dll plugin system allows third-party developers or service providers to integrate their business functions into AntSK by generating dlls with the standard format codes, continuously enhancing application functions.
-
-
-- **Internet Search**: AntSK can retrieve the latest information in real-time, ensuring that the information users receive is always timely and relevant.
-
-
-- **Model management**: Adapts and manages different models from various manufacturers. It also supports offline running of models in 'gguf' format supported by llama.cpp.
-
-
-- **National Information Creation**: AntSK supports domestic models and databases, and can operate under information creation conditions.
-
-
-
-## Application scenarios
+- **Domestic Innovation**: AntSK supports domestic models and databases and can run under domestic innovation conditions.
 
+- **Model Fine-Tuning**: Planned based on llamafactory for model fine-tuning.
 
+## ⛪Application Scenarios
 
 AntSK is suitable for various business scenarios, such as:
-
-- Corporate knowledge management systems
-
-- Automated customer service and chatbots
-
-- Enterprise Search Engine
-
+- Enterprise knowledge management system
+- Automatic customer service and chatbots
+- Enterprise search engine
 - Personalized recommendation system
+- Intelligent writing assistance
+- Education and online learning platforms
+- Other interesting AI Apps
 
-- Intelligent assisted writing
-
-- Education and online learning platform
-
-- Other interesting AI applications
-
-
-
-## Function example
-
-
-
-First, you need to create a knowledge base
-
-![Knowledge base](https://github.com/xuzeyu91/AntSK/blob/main/images/%E7%9F%A5%E8%AF%86%E5%BA%93.png)
-
-
-
-In the knowledge base, you can use documents or urls to import
-
-![Knowledge base details](https://github.com/xuzeyu91/AntSK/blob/main/images/%E7%9F%A5%E8%AF%86%E5%BA%93%E8%AF%A6%E6%83%85.png)
-
-
-
-Click View to view the document slicing of the knowledge base
-
-![Document Slice](https://github.com/xuzeyu91/AntSK/blob/main/images/%E6%96%87%E6%A1%A3%E5%88%87%E7%89%87.png)
-
-
-
-Then we need to create applications, which can create dialog applications and knowledge bases.
-
-![Application](https://github.com/xuzeyu91/AntSK/blob/main/images/%E5%BA%94%E7%94%A8.png)
-
-
-
-The application of knowledge base needs to select the existing knowledge base, which can be multiple
-
-![Application Configuration](https://github.com/xuzeyu91/AntSK/blob/main/images/%E5%BA%94%E7%94%A8%E9%85%8D%E7%BD%AE.png)
-
-
-
-Then you can ask questions about the knowledge base documents in the dialogue
-
-![Q&A](https://github.com/xuzeyu91/AntSK/blob/main/images/%E9%97%AE%E7%AD%94.png)
-
-
-
-In addition, we can also create dialogue applications, and configure prompt word templates in corresponding applications
-
-![Conversation application](https://github.com/xuzeyu91/AntSK/blob/main/images/%E7%AE%80%E5%8D%95%E5%AF%B9%E8%AF%9D.png)
-
-
-
-Let's see the effect
-
-![Conversation effect](https://github.com/xuzeyu91/AntSK/blob/main/images/%E5%AF%B9%E8%AF%9D%E6%95%88%E6%9E%9C.png)
-
-
-
-## How do I get started?
-
-Here I am using Postgres as a data and vector store, because the Semantic Kernel and Kernel Memory both support it, though you can switch to others.
-
-The model by default supports local models in 'gguf' format from openai, azure openai, and llama. If you need to use other models, you can integrate them using the one-api.
-
-The login configuration in the configuration file is the default account and password.
-
-The following configuration files are needed:
-
-## Using Docker Compose
-A appsettings.json for the pg version and a simplified version (Sqlite+disk) docker-compose.simple.yml are provided.
-
-Download docker-compose.yml from the project root directory, then place the configuration file appsettings.json in the same directory,
-
-The pg image has already been prepared. You can modify the default account and password in the docker-compose.yml, and then your appsettings.json database connection needs to be consistent.
-
-Then you can enter the directory and execute
+## ✏️Function Examples
+### Online Demo
 ```
-docker compose up - d
+https://antsk.ai-dotnet.com/
 ```
-to start AntSK.
-
-How to mount local models and model download directories in docker
-
 ```
-# Non-host version, does not use local proxy
+Default account: test
+
+Default password: test
+
+Due to the low configuration of the cloud server, the local model cannot be run, so the system settings permissions have been closed. You can simply view the interface. If you want to use the local model, please download and use it on your own.
+```
+
+### Other Function Examples
+[Video Demonstration](https://www.bilibili.com/video/BV1zH4y1h7Y9/)
+
+## ❓How to get started?
+
+Here I am using Postgres as the data and vector storage because Semantic Kernel and Kernel Memory support it, but you can also use other options.
+
+The model by default supports the local model of openai, azure openai, and llama. If you need to use other models, you can integrate them using one-api.
+
+The Login configuration in the configuration file is the default login account and password.
+
+The following configuration file needs to be configured
+
+## 1️⃣Using docker-compose
+
+Provided the pg version **appsettings.json** and simplified version (Sqlite+disk) **docker-compose.simple.yml**
+
+Download **docker-compose.yml** from the project root directory and place the configuration file **appsettings.json** in the same directory.
+
+The pg image has already been prepared. You can modify the default username and password in docker-compose.yml, and then the database connection in your **appsettings.json** needs to be consistent.
+
+Then you can execute the following command in the directory to start AntSK
+```
+docker-compose up -d
+```
+
+## 2️⃣How to mount local models and model download directory in docker
+```
+# Non-host version, do not use local proxy
 version: '3.8'
 services:
   antsk:
     container_name: antsk
-    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.2.1
-    ports:
+    image: registry.cn-hangzhou.aliyuncs.com/AIDotNet/antsk:v0.1.5ports:
       - 5000:5000
     networks:
       - antsk
@@ -156,48 +93,30 @@ services:
     environment:
       - ASPNETCORE_URLS=http://*:5000
     volumes:
-      - ./appsettings.json:/app/appsettings.json # local configuration file must be placed in the same directory
+      - ./appsettings.json:/app/appsettings.json # Local configuration file needs to be placed in the same directory
       - D://model:/app/model
 networks:
   antsk:
-
 ```
-Using this as an example, the meaning is to mount the local folder D://model from Windows into the container /app/model. If so, your appsettings.json model directory should be configured as
-
+Taking this as an example, it means mounting the local D://model folder of Windows into the container /app/model. If so, the model address in your appsettings.json should be configured as
 ```
 model/xxx.gguf
 ```
-Some meanings of the configuration file
-// (The rest of the information is omitted as it's unnecessary for the translation example context.)
 
-Solving the missing style issue:
-Execute under AntSK/src/AntSK:
+## 3️⃣Some meanings of configuration file
 ```
-dotnet clean
-dotnet build
-dotnet publish "AntSK.csproj"
-```
-Then go to AntSK/src/AntSK/bin/Release/net8.0/publish
-```
-dotnet AntSK.dll
-```
-
-```
-
 {
   "DBConnection": {
-    "DbType": "Sqlite", 
+    "DbType": "Sqlite",
     "ConnectionStrings": "Data Source=AntSK.db;"
   },
   "KernelMemory": {
-    "VectorDb": "Disk", 
+    "VectorDb": "Disk",
     "ConnectionString": "Host=;Port=;Database=antsk;Username=;Password=",
     "TableNamePrefix": "km-"
   },
   "LLamaSharp": {
-    "RunType": "GPU", 
-    "Chat": "D:\\Code\\AI\\AntBlazor\\model\\qwen1_5-1_8b-chat-q8_0.gguf",
-    "Embedding": "D:\\Code\\AI\\AntBlazor\\model\\qwen1_5-1_8b-chat-q8_0.gguf",
+    "RunType": "GPU",
     "FileDirectory": "D:\\Code\\AI\\AntBlazor\\model\\"
   },
   "Login": {
@@ -210,44 +129,86 @@ dotnet AntSK.dll
     }
   }
 }
-
 ```
-
 ```
-//Supports multiple databases, including SqlSugar, MySql, SqlServer, Sqlite, Oracle, PostgreSQL, Dm, Kdbndp, Oscar, MySqlConnector, Access, OpenGaussian, QuestDB, HG, ClickHouse, GBase, Odbc, OceanBaseForOracle, TDengine, GaussDB, OceanBase, Tidb, Vastbase, PolarDB, Custom
-DBConnection DbType
-//Connection string, corresponding strings need to be used according to different DB types
-DBConnection ConnectionStrings
-//The type of vector storage supports Postgres Disk Memory, where Postgres requires the configuration of ConnectionString
-KernelMemory VectorDb
-//The running mode used by the local model is GUP CPU. If using an online API, you can freely use one
-LLamaSharp RunType
-//The model path of the local session model should pay attention to distinguishing between Linux and Windows drive letters
-LLamaSharp Chat
-//The model path of the local vector model should pay attention to distinguishing between Linux and Windows drive letters
-LLamaSharp Embedding
-//Default administrator account password
+// Supports various databases, you can check SqlSugar, MySql, SqlServer, Sqlite, Oracle, PostgreSQL, Dm, Kdbndp, Oscar, MySqlConnector, Access, OpenGauss, QuestDB, HG, ClickHouse, GBase, Odbc, OceanBaseForOracle, TDengine, GaussDB, OceanBase, Tidb, Vastbase, PolarDB, Custom
+DBConnection.DbType
+
+// Connection string, need to use the corresponding string according to the different DB types
+DBConnection.ConnectionStrings
+
+//The type of vector storage, supporting Postgres, Disk, Memory, Qdrant, Redis, AzureAISearch
+//Postgres and Redis require ConnectionString configuration
+//The ConnectionString of Qdrant and AzureAISearch uses Endpoint | APIKey
+KernelMemory.VectorDb
+
+//Local model execution options: GPU and CPU. When using the online API, any option can be used.
+LLamaSharp.RunType
+
+//Local model path, used for quick selection of models under llama, as well as saving downloaded models.
+LLamaSharp.FileDirectory
+
+//Default admin account password
 Login
-//The number of threads for importing asynchronous processing can be higher when using online APIs. Local models suggest 1, otherwise memory overflow and crash may occur
-BackgroundTaskBroker ImportKMSTask WorkerCount
+
+//Import asynchronous processing thread count. A higher count can be used for online API, but for local models, 1 is recommended to avoid memory overflow issues.
+BackgroundTaskBroker.ImportKMSTask.WorkerCount
 
 ```
 
+## ⚠️Fixing Style Issues:
+Run the following in AntSK/src/AntSK:
+```
+dotnet clean
+dotnet build
+dotnet publish "AntSK.csproj"
+```
+Then navigate to AntSK/src/AntSK/bin/Release/net8.0/publish and run:
+```
+dotnet AntSK.dll
+```
+The styles should now be applied after starting.
 
-To learn more or start using**AntSK**, you can follow my public account and join the exchange group.
+I'm using CodeFirst mode for the database, so as long as the database connection is properly configured, the table structure will be created automatically.
+
+## ✔️Using llamafactory
+```
+1. First, ensure that Python and pip are installed in your environment. This step is not necessary if using an image, such as version v0.2.3.2, which already includes the complete Python environment.
+2. Go to the model add page and select llamafactory.
+3. Click "Initialize" to check whether the 'pip install' environment setup is complete.
+4. Choose a model that you like.
+5. Click "Start" to begin downloading the model from the tower. This may involve a somewhat lengthy wait.
+6. After the model has finished downloading, enter http://localhost:8000/ in the request address. The default port is 8000.
+7. Click "Save" and start chatting.
+8. Many people ask about the difference between LLamaSharp and llamafactory. In fact, LLamaSharp is a .NET implementation of llama.cpp, but only supports local gguf models, while llamafactory supports a wider variety of models and uses Python implementation. The main difference lies here. Additionally, llamafactory has the ability to fine-tune models, which is an area we will focus on integrating in the future.
+```
+
+## 🤝 Contributing
+
+[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](https://github.com/AIDotNet/AntSK/pulls)
+
+If you would like to contribute, feel free to create a [Pull Request](https://github.com/AIDotNet/AntSK/pulls), or give us [Bug Report](https://github.com/AIDotNet/AntSK/issues/new).
 
 
+## 💕 Contributors
 
-## Contact me
+This project exists thanks to all the people who contribute.
 
-If you have any questions or suggestions, please follow my public account through the following ways, and send a message to me. We also have an exchange group, which can send messages such as joining the group, and then I will bring you into the exchange group
+<a href="https://github.com/AIDotNet/AntSK/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=AIDotNet/AntSK&max=1000&columns=15&anon=1" />
+</a>
 
-![Official account](https://github.com/xuzeyu91/Avalonia-Assistant/blob/main/img/gzh.jpg)
+## 🚨 Code of Conduct
 
+This project has adopted the code of conduct defined by the Contributor Covenant to clarify expected behavior in our community.
+For more information see the [.NET Foundation Code of Conduct](https://dotnetfoundation.org/code-of-conduct).
 
+To learn more or get started with **AntSK**, follow my official WeChat account and join the discussion group.
+
+## ☎️Contact Me
+If you have any questions or suggestions, please contact me through my official WeChat account. We also have a discussion group where you can send a message to join, and then I will add you to the group.
+![Official WeChat Account](https://github.com/AIDotNet/Avalonia-Assistant/blob/main/img/gzh.jpg)
 
 ---
 
-
-
-We appreciate your interest in**AntSK**and look forward to working with you to create an intelligent future!
+We appreciate your interest in **AntSK** and look forward to collaborating with you to create an intelligent future!

README.md

@@ -1,14 +1,16 @@
-中文|[English](https://github.com/xuzeyu91/AntSK/blob/main/README.en.md)
+中文|[English](https://github.com/AIDotNet/AntSK/blob/main/README.en.md)
 # AntSK
-## 基于.Net8+AntBlazor+SemanticKernel 打造的AI知识库/智能体
+## 使用.Net8+Blazor+SemanticKernel 打造的AI知识库/智能体
 
-## 核心功能
+## ⭐核心功能
 
 - **语义内核 (Semantic Kernel)**：采用领先的自然语言处理技术，准确理解、处理和响应复杂的语义查询，为用户提供精确的信息检索和推荐服务。
 
 - **内存内核 (Kernel Memory)**：具备持续学习和存储知识点的能力，AntSK 拥有长期记忆功能，累积经验，提供更个性化的交互体验。
 
-- **知识库**：通过文档（Word、PDF、Excel、Txt、Markdown、Json、PPT）等形式导入知识库，可以进行知识库文档。
+- **知识库**：通过文档（Word、PDF、Excel、Txt、Markdown、Json、PPT）等形式导入知识库，可以进行知识库问答，支持本地bge-embedding 向量模型 ，以及bge-rerank 重排模型。
+
+- **文生图**：集成**StableDiffusion** 本地模型，可以进行文生图。
 
 - **GPTs 生成**：此平台支持创建个性化的GPT模型，尝试构建您自己的GPT模型。
 
@@ -20,11 +22,14 @@
 
 - **联网搜索**：AntSK，实时获取最新信息，确保用户接受到的资料总是最及时、最相关的。
 
-- **模型管理**：适配和管理集成不同厂商的不同模型。并且支持llama.cpp所支持的gguf类型，以及llamafactory所支持的模型离线运行
+- **模型管理**：适配和管理集成不同厂商的不同模型。并且支持**llama.cpp**所支持的gguf类型，以及**llamafactory**所支持的模型离线运行
 
 - **国产信创**：AntSK支持国产模型，和国产数据库，可以在信创条件下运行
 
-## 应用场景
+- **模型微调**：规划中，基于llamafactory进行模型微调
+  
+
+## ⛪应用场景
 
 AntSK 适用于多种业务场景，例如：
 - 企业级知识管理系统
@@ -35,57 +40,41 @@ AntSK 适用于多种业务场景，例如：
 - 教育与在线学习平台
 - 其他有意思的AI App
 
-## 功能示例
-
+## ✏️功能示例
 ### 在线演示
-```
-https://antsk.ai-dotnet.com/
-```
-默认账号：admin
 
-默认密码：xuzeyu
+[文档地址](http://antsk.cn/)
 
+[体验地址](https://antsk.ai-dotnet.com/)
+
+```
+默认账号：test
+
+默认密码：test
+
+由于云服务器配置较低，无法运行本地模型，所以把系统设置权限关闭了，大家看看界面即可，要使用本地模型，请下载自行使用
+
+请勿在演示站点上传敏感信息
+```
 
 ### 其他功能示例
 [视频示例](https://www.bilibili.com/video/BV1zH4y1h7Y9/)
 
-首先需要创建知识库
-![知识库](https://github.com/xuzeyu91/AntSK/blob/main/images/%E7%9F%A5%E8%AF%86%E5%BA%93.png)
+[在线文档：http://antsk.cn](http://antsk.cn)
 
-在知识库里可以使用文档或者url进行导入
-![知识库详情](https://github.com/xuzeyu91/AntSK/blob/main/images/%E7%9F%A5%E8%AF%86%E5%BA%93%E8%AF%A6%E6%83%85.png)
-
-点击查看可以查看知识库的文档切片情况
-![文档切片](https://github.com/xuzeyu91/AntSK/blob/main/images/%E6%96%87%E6%A1%A3%E5%88%87%E7%89%87.png)
-
-然后我们需要创建应用，可以创建对话应用和知识库。
-![应用](https://github.com/xuzeyu91/AntSK/blob/main/images/%E5%BA%94%E7%94%A8.png)
-
-知识库应用需要选择已有的知识库，可以选多个
-![应用配置](https://github.com/xuzeyu91/AntSK/blob/main/images/%E5%BA%94%E7%94%A8%E9%85%8D%E7%BD%AE.png)
-
-然后再对话中可以对知识库的文档进行提问
-![问答](https://github.com/xuzeyu91/AntSK/blob/main/images/%E9%97%AE%E7%AD%94.png)
-
-另外我们也可以创建对话应用，可以在对应应用中配置提示词模板
-![对话应用](https://github.com/xuzeyu91/AntSK/blob/main/images/%E7%AE%80%E5%8D%95%E5%AF%B9%E8%AF%9D.png)
-
-下面来看看效果吧
-![对话效果](https://github.com/xuzeyu91/AntSK/blob/main/images/%E5%AF%B9%E8%AF%9D%E6%95%88%E6%9E%9C.png)
-
-## 如何开始？
+## ❓如何开始？
 
 在这里我使用的是Postgres 作为数据存储和向量存储，因为Semantic Kernel和Kernel Memory都支持他，当然你也可以换成其他的。
 
-模型默认支持openai、azure openai 和llama支持的gguf本地模型,如果需要使用其他模型，可以使用one-api进行集成。
+模型默认支持openai、azure openai、讯飞星火、阿里云积、 和llama支持的gguf本地模型 以及llamafactory的本地模型,如果需要使用其他模型，可以使用one-api进行集成。
 
-配置文件中的Login配置是默认的登陆账号和密码
+配置文件中的Login配置是默认的登录账号和密码
 
 需要配置如下的配置文件
 
-## 使用docker-compose 
+## 1️⃣使用docker-compose 
 
-提供了pg版本 **appsettings.json** 和 简化版本（Sqlite+disk） **docker-compose.simple.yml**
+提供了pg版本 **appsettings.json** 和 简化版本（**Sqlite+disk**） **docker-compose.simple.yml**
 
 从项目根目录下载**docker-compose.yml**,然后把配置文件**appsettings.json**和它放在统一目录，
 
@@ -97,14 +86,14 @@ docker-compose up -d
 ```
 来启动AntSK
 
-## 如何在docker中挂载本地模型，和模型下载的目录
+## 2️⃣如何在docker中挂载本地模型，和模型下载的目录
 ```
 # 非 host 版本, 不使用本机代理
 version: '3.8'
 services:
   antsk:
     container_name: antsk
-    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.1.5
+    image: registry.cn-hangzhou.aliyuncs.com/AIDotNet/antsk:v0.3.1
     ports:
       - 5000:5000
     networks:
@@ -117,6 +106,7 @@ services:
     volumes:
       - ./appsettings.json:/app/appsettings.json # 本地配置文件 需要放在同级目录
       - D://model:/app/model
+      - D://model:/root/.cache/modelscope/hub/AI-ModelScope #使用Llamafactory时需要挂载 否则初始化的环境重启后会丢失
 networks:
   antsk:
 ```
@@ -125,7 +115,7 @@ networks:
 model/xxx.gguf
 ```
 
-## 配置文件的一些含义
+## 3️⃣配置文件的一些含义
 ```
 {
   "DBConnection": {
@@ -139,8 +129,6 @@ model/xxx.gguf
   },
   "LLamaSharp": {
     "RunType": "GPU", 
-    "Chat": "D:\\Code\\AI\\AntBlazor\\model\\qwen1_5-1_8b-chat-q8_0.gguf",
-    "Embedding": "D:\\Code\\AI\\AntBlazor\\model\\qwen1_5-1_8b-chat-q8_0.gguf",
     "FileDirectory": "D:\\Code\\AI\\AntBlazor\\model\\"
   },
   "Login": {
@@ -160,15 +148,14 @@ DBConnection.DbType
 //连接字符串，需要根据不同DB类型，用对应的字符串
 DBConnection.ConnectionStrings
 
-//向量存储的类型，支持  Postgres  Disk  Memory ，其中Postgres需要配置 ConnectionString
+//向量存储的类型，支持  Postgres、Disk、Memory、Qdrant、Redis、AzureAISearch
+//Postgres、Redis需要配置 ConnectionString
+//Qdrant 和AzureAISearch 的 ConnectionString 使用 Endpoint|APIKey  
 KernelMemory.VectorDb
 
 //本地模型使用的运行方式  GUP  CPU ,如果用在线API 这个随意使用一个即可
 LLamaSharp.RunType
-//本地会话模型的模型路径 注意区分linux和windows盘符不同
-LLamaSharp.Chat
-//本地向量模型的模型路径 注意区分linux和windows盘符不同
-LLamaSharp.Embedding
+
 //本地模型路径，用于在选择llama时可以快速选择目录下的模型，以及保存下载的模型
 LLamaSharp.FileDirectory
 
@@ -178,7 +165,7 @@ Login
 BackgroundTaskBroker.ImportKMSTask.WorkerCount
 ```
 
-## 找不到样式问题解决：
+## ⚠️找不到样式问题解决：
 AntSK/src/AntSK下执行:
 ```
 dotnet clean
@@ -193,15 +180,49 @@ dotnet AntSK.dll
 
 DB我使用的是CodeFirst模式，只要配置好数据库链接，表结构是自动创建的
 
+## ✔️使用llamafactory
+```
+1、首先需要确保你的环境已经安装了python和pip，如果使用镜像，例如p0.2.4版本已经包含了 python全套环境则无需此步骤
+2、进入模型添加页面选择llamafactory
+3、点击初始化，可以检查pip install 环境是否完成
+4、选择一个喜欢的模型
+5、点击启动,这会开始从魔塔下载模型，你可能需要有一个较为漫长的等待
+6、等待模型下载完毕后，在请求地址输入 http://localhost:8000/   这里默认是使用8000端口
+7、点击保存，然后就可以开始聊天了
+8、很多人会问 LLamaSharp与llamafactory有什么区别？其实这两者LLamaSharp是llama.cpp的 dotnet实现，但是只支持本地gguf模型，  而llamafactory 支持的模型种类更多，但使用的是python的实现，其主要差异在这里，另外llamafactory具有模型微调的能力，这也是我们下一步需要重点集成的部分。
+```
 
+## 🤝 贡献
+
+[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](https://github.com/AIDotNet/AntSK/pulls)
+
+如果你想贡献，可以创建一个[拉取请求](https://github.com/AIDotNet/AntSK/pulls), 或给我们[错误报告](https://github.com/AIDotNet/AntSK/issues/new).
+
+
+## 💕 贡献者
+
+这个项目的存在要感谢所有的贡献者。
+
+<a href="https://github.com/AIDotNet/AntSK/graphs/contributors">
+<img src="https://contrib.rocks/image?repo=AIDotNet/AntSK&max=1000&columns=15&anon=1" />
+</a>
+
+## 🚨 行为准则
+
+该项目采用了贡献者公约定义的行为准则，以阐明我们社区的预期行为。有关更多信息，请参见 .NET Foundation 行为准则。 [.NET Foundation Code of Conduct](https://dotnetfoundation.org/code-of-conduct).
 
 想了解更多信息或开始使用 **AntSK**，可以关注我的公众号以及加入交流群。
 
-## 联系我
-如有任何问题或建议，请通过以下方式关注我的公众号，发消息与我联系，我们也有交流群，可以发送进群等消息，然后我会拉你进交流群
-![公众号](https://github.com/xuzeyu91/Avalonia-Assistant/blob/main/img/gzh.jpg)
+## ☎️联系我
+如有任何问题或建议，请通过以下方式关注我的公众号《许泽宇的技术分享》，发消息与我联系，我们也有AIDotnet交流群，可以发送进群等消息，然后我会拉你进交流群
+![公众号](https://github.com/AIDotNet/AntSK/blob/main/images/gzh.jpg)
 
----
-
-我们对您在**AntSK**的兴趣表示感谢，并期待与您携手共创智能化的未来！
+## 🌟 Star History
+<a href="https://github.com/AIDotNet/AntSK/stargazers" target="_blank" style="display: block" align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=AIDotNet/AntSK&type=Date&theme=dark" />
+    <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=AIDotNet/AntSK&type=Date" />
+    <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=AIDotNet/AntSK&type=Date" />
+  </picture>
+</a>
 

docker-compose.simple.yml

@@ -3,7 +3,9 @@ version: '3.8'
 services:
   antsk:
     container_name: antsk
-    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.2.1
+    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.3.1
+    # 如果需要pytorch环境需要使用下面这个镜像，镜像比较大
+    # image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:p0.3.1
     ports:
       - 5000:5000
     networks:

docker-compose.yml

@@ -18,7 +18,9 @@ services:
       - ./pg/data:/var/lib/postgresql/data
   antsk:
     container_name: antsk
-    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.2.2.1
+    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.3.1
+    # 如果需要pytorch环境需要使用下面这个镜像，镜像比较大
+    # image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:p0.3.1
     ports:
       - 5000:5000
     networks:

docs/deploy/_category_.json

@@ -0,0 +1,14 @@
+{
+    "position": 3,
+    "label": "部署",
+    "collapsible": true,
+    "collapsed": false,
+    "className": "red",
+    "link": {
+        "type": "generated-index",
+        "title": "使用案例"
+    },
+    "customProps": {
+        "description": "提供快速使用AntSK的一些案例！"
+    }
+}

docs/deploy/settings.md

@@ -0,0 +1,56 @@
+---
+sidebar_position: 2
+---
+
+# 配置文件的一些含义
+```
+{
+  "DBConnection": {
+    "DbType": "Sqlite", 
+    "ConnectionStrings": "Data Source=AntSK.db;"
+  },
+  "KernelMemory": {
+    "VectorDb": "Disk", 
+    "ConnectionString": "Host=;Port=;Database=antsk;Username=;Password=",
+    "TableNamePrefix": "km-"
+  },
+  "LLamaSharp": {
+    "RunType": "GPU", 
+    "Chat": "D:\\Code\\AI\\AntBlazor\\model\\qwen1_5-1_8b-chat-q8_0.gguf",
+    "Embedding": "D:\\Code\\AI\\AntBlazor\\model\\qwen1_5-1_8b-chat-q8_0.gguf",
+    "FileDirectory": "D:\\Code\\AI\\AntBlazor\\model\\"
+  },
+  "Login": {
+    "User": "admin",
+    "Password": "xuzeyu"
+  },
+  "BackgroundTaskBroker": {
+    "ImportKMSTask": {
+      "WorkerCount": 1 
+    }
+  }
+}
+```
+```
+//支持多种数据库，具体可以查看SqlSugar，MySql，SqlServer，Sqlite，Oracle，PostgreSQL，Dm，Kdbndp，Oscar，MySqlConnector，Access，OpenGauss，QuestDB，HG，ClickHouse，GBase，Odbc，OceanBaseForOracle，TDengine，GaussDB，OceanBase，Tidb，Vastbase，PolarDB，Custom
+DBConnection.DbType
+//连接字符串，需要根据不同DB类型，用对应的字符串
+DBConnection.ConnectionStrings
+
+//向量存储的类型，支持  Postgres  Disk  Memory ，其中Postgres需要配置 ConnectionString
+KernelMemory.VectorDb
+
+//本地模型使用的运行方式  GUP  CPU ,如果用在线API 这个随意使用一个即可
+LLamaSharp.RunType
+//本地会话模型的模型路径 注意区分linux和windows盘符不同
+LLamaSharp.Chat
+//本地向量模型的模型路径 注意区分linux和windows盘符不同
+LLamaSharp.Embedding
+//本地模型路径，用于在选择llama时可以快速选择目录下的模型，以及保存下载的模型
+LLamaSharp.FileDirectory
+
+//默认管理员账号密码
+Login
+//导入异步处理的线程数，使用在线API可以高一点，本地模型建议1 否则容易内存溢出崩掉
+BackgroundTaskBroker.ImportKMSTask.WorkerCount
+```

docs/deploy/start.md

@@ -0,0 +1,57 @@
+---
+sidebar_position: 1
+---
+
+# 如何开始？
+
+在这里我使用的是Postgres 作为数据存储和向量存储，因为Semantic Kernel和Kernel Memory都支持他，当然你也可以换成其他的。
+
+模型默认支持openai、azure openai 和llama支持的gguf本地模型,如果需要使用其他模型，可以使用one-api进行集成。
+
+配置文件中的Login配置是默认的登陆账号和密码
+
+需要配置如下的配置文件
+
+## 使用docker-compose 
+
+提供了pg版本 **appsettings.json** 和 简化版本（Sqlite+disk） **docker-compose.simple.yml**
+
+从项目根目录下载**docker-compose.yml**,然后把配置文件**appsettings.json**和它放在统一目录，
+
+这里已经把pg的镜像做好了。在docker-compose.yml中可以修改默认账号密码，然后你的**appsettings.json**的数据库连接需要保持一致。
+
+然后你可以进入到目录后执行
+```
+docker-compose up -d
+```
+来启动AntSK
+
+## 如何在docker中挂载本地模型，和模型下载的目录
+```
+# 非 host 版本, 不使用本机代理
+version: '3.8'
+services:
+  antsk:
+    container_name: antsk
+    image: registry.cn-hangzhou.aliyuncs.com/AIDotNet/antsk:v0.1.5
+    ports:
+      - 5000:5000
+    networks:
+      - antsk
+    depends_on:
+      - antskpg
+    restart: always
+    environment:
+      - ASPNETCORE_URLS=http://*:5000
+    volumes:
+      - ./appsettings.json:/app/appsettings.json # 本地配置文件 需要放在同级目录
+      - D://model:/app/model
+networks:
+  antsk:
+```
+以这个为示例，意思是把windows本地D://model的文件夹挂载进 容器内/app/model 如果是这样你的appsettings.json中的模型地址应该配置为  
+```
+model/xxx.gguf
+```
+
+DB我使用的是CodeFirst模式，只要配置好数据库链接，表结构是自动创建的

docs/deploy/style.md

@@ -0,0 +1,16 @@
+---
+sidebar_position: 3
+---
+
+# 找不到样式问题解决
+AntSK/src/AntSK下执行:
+```
+dotnet clean
+dotnet build
+dotnet publish "AntSK.csproj"
+```
+再去AntSK/src/AntSK/bin/Release/net8.0/publish下
+```
+dotnet AntSK.dll
+```
+然后启动就有样式了

docs/develop/_category_.json

@@ -0,0 +1,14 @@
+{
+    "position": 2,
+    "label": "快速开发",
+    "collapsible": true,
+    "collapsed": false,
+    "className": "red",
+    "link": {
+        "type": "generated-index",
+        "title": "快速开发"
+    },
+    "customProps": {
+        "description": "快速基于项目二次开发！"
+    }
+}

docs/introduce/_category_.json

@@ -0,0 +1,14 @@
+{
+    "position": 2,
+    "label": "介绍",
+    "collapsible": true,
+    "collapsed": false,
+    "className": "red",
+    "link": {
+        "type": "generated-index",
+        "title": "使用案例"
+    },
+    "customProps": {
+        "description": "提供快速使用AntSK的一些案例！"
+    }
+}

docs/introduce/readme.md

@@ -0,0 +1,70 @@
+---
+sidebar_position: 1
+---
+
+# AntSK功能介绍
+## 基于.Net8+AntBlazor+SemanticKernel 打造的AI知识库/智能体
+
+## 核心功能
+
+- **语义内核 (Semantic Kernel)**：采用领先的自然语言处理技术，准确理解、处理和响应复杂的语义查询，为用户提供精确的信息检索和推荐服务。
+
+- **内存内核 (Kernel Memory)**：具备持续学习和存储知识点的能力，AntSK 拥有长期记忆功能，累积经验，提供更个性化的交互体验。
+
+- **知识库**：通过文档（Word、PDF、Excel、Txt、Markdown、Json、PPT）等形式导入知识库，可以进行知识库问答。
+
+- **GPTs 生成**：此平台支持创建个性化的GPT模型，尝试构建您自己的GPT模型。
+
+- **API接口发布**：将内部功能以API的形式对外提供，便于开发者将AntSK 集成进其他应用，增强应用智慧。
+
+- **API插件系统**：开放式API插件系统，允许第三方开发者或服务商轻松将其服务集成到AntSK，不断增强应用功能。
+
+- **.Net插件系统**：开放式dll插件系统，允许第三方开发者或服务商轻松将其业务功能通过标准格式的代码生成dll后集成到AntSK，不断增强应用功能。
+
+- **联网搜索**：AntSK，实时获取最新信息，确保用户接受到的资料总是最及时、最相关的。
+
+- **模型管理**：适配和管理集成不同厂商的不同模型。并且支持**llama.cpp**所支持的gguf类型，以及**llamafactory**所支持的模型离线运行
+
+- **国产信创**：AntSK支持国产模型，和国产数据库，可以在信创条件下运行
+
+- **模型微调**：规划中，基于llamafactory进行模型微调
+  
+
+## 应用场景
+
+AntSK 适用于多种业务场景，例如：
+- 企业级知识管理系统
+- 自动客服与聊天机器人
+- 企业级搜索引擎
+- 个性化推荐系统
+- 智能辅助写作
+- 教育与在线学习平台
+- 其他有意思的AI App
+
+## 功能示例
+
+[视频示例](https://www.bilibili.com/video/BV1zH4y1h7Y9/)
+
+首先需要创建知识库
+![知识库](./img/知识库.png)
+
+在知识库里可以使用文档或者url进行导入
+![知识库详情](./img/知识库详情.png)
+
+点击查看可以查看知识库的文档切片情况
+![文档切片](./img/文档切片.png)
+
+然后我们需要创建应用，可以创建对话应用和知识库。
+![应用](./img/应用.png)
+
+知识库应用需要选择已有的知识库，可以选多个
+![应用配置](./img/应用配置.png)
+
+然后再对话中可以对知识库的文档进行提问
+![问答](./img/问答.png)
+
+另外我们也可以创建对话应用，可以在对应应用中配置提示词模板
+![对话应用](./img/简单对话.png)
+
+下面来看看效果吧
+![对话效果](./img/对话效果.png)

src/AntSK.Domain/AntSK - Backup.Domain.csproj

@@ -0,0 +1,53 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <TargetFramework>net8.0</TargetFramework>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+    <DocumentationFile>AntSK.Domain.xml</DocumentationFile>
+    <NoWarn>CA1050,CA1707,CA2007,VSTHRD111,CS1591,RCS1110,CA5394,SKEXP0001,SKEXP0002,SKEXP0003,SKEXP0004,SKEXP0010,SKEXP0011,,SKEXP0012,SKEXP0020,SKEXP0021,SKEXP0022,SKEXP0023,SKEXP0024,SKEXP0025,SKEXP0026,SKEXP0027,SKEXP0028,SKEXP0029,SKEXP0030,SKEXP0031,SKEXP0032,SKEXP0040,SKEXP0041,SKEXP0042,SKEXP0050,SKEXP0051,SKEXP0052,SKEXP0053,SKEXP0054,SKEXP0055,SKEXP0060,SKEXP0061,SKEXP0101,SKEXP0102</NoWarn>
+  </PropertyGroup>
+  <ItemGroup>
+    <PackageReference Include="AntDesign.Charts" Version="0.5.1" />
+    <PackageReference Include="AntDesign.ProLayout" Version="0.18.2" />
+    <PackageReference Include="BlazorComponents.Terminal" Version="0.6.0" />
+    <PackageReference Include="Blazored.LocalStorage" Version="4.5.0" />
+  
+    <PackageReference Include="pythonnet" Version="3.0.3" />
+    
+    <PackageReference Include="Swashbuckle.AspNetCore" Version="6.5.0" />
+    
+    <PackageReference Include="AutoMapper" Version="8.1.0" />
+    <PackageReference Include="BCrypt.Net-Next" Version="4.0.3" />
+    <PackageReference Include="Markdig" Version="0.37.0" />
+    <PackageReference Include="Newtonsoft.Json" Version="13.0.3" />
+    <PackageReference Include="SqlSugarCore" Version="5.1.4.151" />
+    <PackageReference Include="System.Data.SQLite.Core" Version="1.0.118" />
+    <PackageReference Include="RestSharp" Version="110.2.0" />
+    <PackageReference Include="NPOI" Version="2.7.0" />
+    
+    <PackageReference Include="Microsoft.SemanticKernel" Version="1.7.1" />
+    <PackageReference Include="Microsoft.SemanticKernel.Core" Version="1.7.1" />
+    <PackageReference Include="Microsoft.SemanticKernel.Plugins.Core" Version="1.7.1-alpha" />
+    <PackageReference Include="Microsoft.KernelMemory.Core" Version="0.36.240415.2" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Postgres" Version="0.36.240415.2" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Qdrant" Version="0.36.240415.2" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Redis" Version="0.36.240415.2" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.AzureAISearch" Version="0.36.240415.2" />
+
+    <PackageReference Include="LLamaSharp" Version="0.11.2" />
+    <PackageReference Include="LLamaSharp.Backend.Cpu" Version="0.11.2" />
+    <PackageReference Include="LLamaSharp.Backend.Cuda12" Version="0.11.2" />
+    <PackageReference Include="LLamaSharp.kernel-memory" Version="0.11.2" />
+    <PackageReference Include="LLamaSharp.semantic-kernel" Version="0.11.2" />
+    
+    
+  </ItemGroup>
+  <ItemGroup>
+    <ProjectReference Include="..\AntSK.LLamaFactory\AntSK.LLamaFactory.csproj" />
+    <ProjectReference Include="..\AntSk.LLM\AntSK.LLM.csproj" />
+    <ProjectReference Include="..\AntSK.OCR\AntSK.OCR.csproj" />
+    <ProjectReference Include="..\MiddleWare\AntSK.BackgroundTask\AntSK.BackgroundTask.csproj" />
+  </ItemGroup>
+
+</Project>

src/AntSK.Domain/AntSK.Domain.csproj

@@ -9,36 +9,44 @@
   </PropertyGroup>
   <ItemGroup>
     <PackageReference Include="AntDesign.Charts" Version="0.5.1" />
-    <PackageReference Include="AntDesign.ProLayout" Version="0.18.0" />
+    <PackageReference Include="AntDesign.ProLayout" Version="0.18.2" />
     <PackageReference Include="BlazorComponents.Terminal" Version="0.6.0" />
+    <PackageReference Include="Blazored.LocalStorage" Version="4.5.0" />
+  
+    <PackageReference Include="pythonnet" Version="3.0.3" />
     
     <PackageReference Include="Swashbuckle.AspNetCore" Version="6.5.0" />
     
     <PackageReference Include="AutoMapper" Version="8.1.0" />
     <PackageReference Include="BCrypt.Net-Next" Version="4.0.3" />
-    <PackageReference Include="Markdig" Version="0.36.2" />
+    <PackageReference Include="Markdig" Version="0.37.0" />
     <PackageReference Include="Newtonsoft.Json" Version="13.0.3" />
-    <PackageReference Include="SqlSugarCore" Version="5.1.4.145" />
+    <PackageReference Include="SqlSugarCore" Version="5.1.4.152" />
     <PackageReference Include="System.Data.SQLite.Core" Version="1.0.118" />
     <PackageReference Include="RestSharp" Version="110.2.0" />
+    <PackageReference Include="NPOI" Version="2.7.0" />
     
-    <PackageReference Include="Microsoft.SemanticKernel" Version="1.6.2" />
-    <PackageReference Include="Microsoft.SemanticKernel.Core" Version="1.6.2" />
-    <PackageReference Include="Microsoft.SemanticKernel.Plugins.Core" Version="1.6.2-alpha" />
-    <PackageReference Include="Microsoft.KernelMemory.Core" Version="0.34.240313.1" />
-    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Postgres" Version="0.34.240313.1" />
+    <PackageReference Include="Microsoft.SemanticKernel" Version="1.8.0" />
+    <PackageReference Include="Microsoft.SemanticKernel.Core" Version="1.8.0" />
+    <PackageReference Include="Microsoft.SemanticKernel.Plugins.Core" Version="1.8.0-alpha" />
+    <PackageReference Include="Microsoft.KernelMemory.Core" Version="$(KMVersion)" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Postgres" Version="$(KMVersion)" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Qdrant" Version="$(KMVersion)" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Redis" Version="$(KMVersion)" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.AzureAISearch" Version="$(KMVersion)" />
 
-    <PackageReference Include="LLamaSharp" Version="0.10.0" />
-    <PackageReference Include="LLamaSharp.Backend.Cpu" Version="0.10.0" />
-    <PackageReference Include="LLamaSharp.Backend.Cuda12" Version="0.10.0" />
-    <PackageReference Include="LLamaSharp.kernel-memory" Version="0.10.0" />
-    <PackageReference Include="LLamaSharp.semantic-kernel" Version="0.10.0" />
+    <PackageReference Include="LLamaSharp" Version="$(LLamaSharpVersion)" />
+    <PackageReference Include="LLamaSharp.Backend.Cpu" Version="$(LLamaSharpVersion)" />
+    <PackageReference Include="LLamaSharp.Backend.Cuda12" Version="$(LLamaSharpVersion)" />
+    <PackageReference Include="LLamaSharp.kernel-memory" Version="$(LLamaSharpVersion)" />
+    <PackageReference Include="LLamaSharp.semantic-kernel" Version="$(LLamaSharpVersion)" />
     
     
   </ItemGroup>
   <ItemGroup>
     <ProjectReference Include="..\AntSK.LLamaFactory\AntSK.LLamaFactory.csproj" />
     <ProjectReference Include="..\AntSk.LLM\AntSK.LLM.csproj" />
+    <ProjectReference Include="..\AntSK.OCR\AntSK.OCR.csproj" />
     <ProjectReference Include="..\MiddleWare\AntSK.BackgroundTask\AntSK.BackgroundTask.csproj" />
   </ItemGroup>
 

src/AntSK.Domain/AntSK.Domain.xml

@@ -69,6 +69,84 @@
             <param name="value"></param>
             <returns></returns>
         </member>
+        <member name="M:AntSK.Domain.ExeclHelper.ExcelToDataTable(System.String,System.Boolean)">
+            <summary>
+            将excel导入到datatable
+            </summary>
+            <param name="filePath">excel路径</param>
+            <param name="isColumnName">第一行是否是列名</param>
+            <returns>返回datatable</returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.ExcelToDataTable(System.IO.Stream,System.Boolean)">
+            <summary>
+            将excel导入到datatable
+            </summary>
+            <param name="stream">流</param>
+            <param name="isColumnName">第一行是否是列名</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.ExcelToList``1(System.IO.Stream)">
+            <summary>
+            excel转list
+            </summary>
+            <typeparam name="TResult"></typeparam>
+            <param name="stream"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.ExcelToList``1(System.IO.Stream,System.String)">
+            <summary>
+            excel转list-根据sheetName得到List
+            </summary>
+            <typeparam name="TResult"></typeparam>
+            <param name="stream"></param>
+            <param name="sheetName"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.ListToExcel``1(``0[],System.String)">
+            <summary>
+            List导出excel 二进制流
+            </summary>
+            <typeparam name="T">实体</typeparam>
+            <param name="data">List</param>
+            <param name="sheetName">sheetname 可不填，默认Sheet0</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.DataTableToExcel(System.Data.DataTable,System.String,System.String)">
+            <summary>
+             Dt导出excel 二进制流
+            </summary>
+            <param name="dt">datatable</param>
+            <param name="strFile">strFile</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.ListWriteExcel``1(``0[],System.String,System.String)">
+            <summary>
+            List写入excel
+            </summary>
+            <typeparam name="T"></typeparam>
+            <param name="data"></param>
+            <param name="strFile">路径</param>
+            <param name="sheetName"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.DataTableWriteExcel(System.Data.DataTable,System.String,System.String)">
+            <summary>
+            dt写入excel
+            </summary>
+            <param name="dt">datatable</param>
+            <param name="strFile">路径</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.ExeclHelper.SetCellDropdownList(NPOI.SS.UserModel.IWorkbook,NPOI.SS.UserModel.ISheet,System.Collections.Generic.List{System.String},System.String,System.Int32,System.Int32,System.Int32)">
+            <summary>
+            设置单元格下拉框(除去标题行)
+            </summary>
+            <param name="workbook"></param>
+            <param name="sheet"></param>
+            <param name="ddlList"></param>
+            <param name="firstcol"></param>
+            <param name="lastcol"></param>
+        </member>
         <member name="T:AntSK.Domain.Domain.Model.Enum.AIType">
             <summary>
             AI类型
@@ -79,11 +157,6 @@
             模型类型
             </summary>
         </member>
-        <member name="P:AntSK.Domain.Domain.Model.MessageInfo.IsSend">
-            <summary>
-            发送是true  接收是false
-            </summary>
-        </member>
         <member name="P:AntSK.Domain.Domain.Model.PageList`1.PageIndex">
             <summary>
             当前页，从1开始
@@ -99,12 +172,34 @@
             总数
             </summary>
         </member>
+        <member name="M:AntSK.Domain.Domain.Other.Bge.BegRerankConfig.LoadModel(System.String,System.String)">
+            <summary>
+            模型写死
+            </summary>
+        </member>
+        <member name="M:AntSK.Domain.Domain.Other.Bge.BgeEmbeddingConfig.LoadModel(System.String,System.String)">
+            <summary>
+            模型写死
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Domain.Other.KMExcelHandler.StepName">
+            <inheritdoc />
+        </member>
+        <member name="M:AntSK.Domain.Domain.Other.KMExcelHandler.InvokeAsync(Microsoft.KernelMemory.Pipeline.DataPipeline,System.Threading.CancellationToken)">
+            <inheritdoc />
+        </member>
         <member name="F:AntSK.Domain.Domain.Other.LLamaConfig.dicLLamaWeights">
             <summary>
             避免模型重复加载，本地缓存
             </summary>
         </member>
-        <member name="M:AntSK.Domain.Domain.Service.ChatService.SendChatByAppAsync(AntSK.Domain.Repositories.Apps,System.String,System.String)">
+        <member name="P:AntSK.Domain.Domain.Other.QAHandler.StepName">
+            <inheritdoc />
+        </member>
+        <member name="M:AntSK.Domain.Domain.Other.QAHandler.InvokeAsync(Microsoft.KernelMemory.Pipeline.DataPipeline,System.Threading.CancellationToken)">
+            <inheritdoc />
+        </member>
+        <member name="M:AntSK.Domain.Domain.Service.ChatService.SendChatByAppAsync(AntSK.Domain.Repositories.Apps,System.String,Microsoft.SemanticKernel.ChatCompletion.ChatHistory)">
             <summary>
             发送消息
             </summary>
@@ -287,6 +382,56 @@
             API调用秘钥
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.Relevance">
+            <summary>
+            相似度
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.MaxAskPromptSize">
+            <summary>
+            提问最大token数
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.MaxMatchesCount">
+            <summary>
+            向量匹配数
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.AnswerTokens">
+            <summary>
+            回答最大token数
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Chats.UserName">
+            <summary>
+            用户名
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Chats.AppId">
+            <summary>
+            应用ID
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Chats.Context">
+            <summary>
+            消息内容
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Chats.IsSend">
+            <summary>
+            发送是true  接收是false
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Chats.CreateTime">
+            <summary>
+            创建事件
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Chats.FileName">
+            <summary>
+            文件名
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Funs.Path">
             <summary>
             接口描述
@@ -771,6 +916,14 @@
             <param name="parameters"></param>
             <returns></returns>
         </member>
+        <member name="M:AntSK.Domain.Utils.ConvertUtils.ComparisonIgnoreCase(System.String,System.String)">
+            <summary>
+            忽略大小写匹配
+            </summary>
+            <param name="s"></param>
+            <param name="value"></param>
+            <returns></returns>
+        </member>
         <member name="M:AntSK.Domain.Utils.RepoFiles.SamplePluginsPath">
             <summary>
             Scan the local folders from the repo, looking for "samples/plugins" folder.

src/AntSK.Domain/Common/DependencyInjection/InitExtensions.cs

@@ -50,6 +50,8 @@ namespace AntSK.Domain.Common.DependencyInjection
                         _repository.GetDB().CodeFirst.InitTables(type);
                     }
                 }
+                //安装向量插件
+                _repository.GetDB().Ado.ExecuteCommandAsync($"CREATE EXTENSION IF NOT EXISTS vector;");
             }
             return app;
         }

src/AntSK.Domain/Common/Embedding/BuilderBgeExtensions.cs

@@ -0,0 +1,21 @@
+using LLamaSharp.KernelMemory;
+using Microsoft.KernelMemory.AI;
+using Microsoft.KernelMemory;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Common.Embedding
+{
+    public static class BuilderBgeExtensions
+    {
+        public static IKernelMemoryBuilder WithBgeTextEmbeddingGeneration(this IKernelMemoryBuilder builder, HuggingfaceTextEmbeddingGenerator textEmbeddingGenerator)
+        {
+            builder.AddSingleton((ITextEmbeddingGenerator)textEmbeddingGenerator);
+            builder.AddIngestionEmbeddingGenerator(textEmbeddingGenerator);
+            return builder;
+        }
+    }
+}

src/AntSK.Domain/Common/Embedding/HuggingfaceTextEmbeddingGenerator.cs

@@ -0,0 +1,56 @@
+using LLama.Common;
+using LLama;
+using LLamaSharp.KernelMemory;
+using Microsoft.KernelMemory.AI;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using AntSK.Domain.Domain.Other.Bge;
+
+namespace AntSK.Domain.Common.Embedding
+{
+    public class HuggingfaceTextEmbeddingGenerator : ITextEmbeddingGenerator, ITextTokenizer, IDisposable
+    {
+        public int MaxTokens => 1024;
+
+        public int MaxTokenTotal => 1024;
+
+  
+        private readonly dynamic _embedder;
+
+        public HuggingfaceTextEmbeddingGenerator(string pyDllPath,string modelName)
+        {
+            _embedder = BgeEmbeddingConfig.LoadModel(pyDllPath, modelName);
+        }
+
+        public void Dispose()
+        {
+            BgeEmbeddingConfig.Dispose();
+        }
+
+        //public async Task<IList<ReadOnlyMemory<float>>> GenerateEmbeddingAsync(IList<string> data, CancellationToken cancellationToken = default)
+        //{
+        //    IList<ReadOnlyMemory<float>> results = new List<ReadOnlyMemory<float>>();
+
+        //    foreach (var d in data)
+        //    {
+        //        var embeddings = await EmbeddingConfig.GetEmbedding(d);
+        //        results.Add(new ReadOnlyMemory<float>(embeddings));
+        //    }
+        //    return results;
+        //}
+
+        public async Task<Microsoft.KernelMemory.Embedding> GenerateEmbeddingAsync(string text, CancellationToken cancellationToken = default)
+        {
+            var embeddings = await BgeEmbeddingConfig.GetEmbedding(text);
+            return new Microsoft.KernelMemory.Embedding(embeddings);
+        }
+
+        public int CountTokens(string text)
+        {
+            return BgeEmbeddingConfig.TokenCount(text);
+        }
+    }
+}

src/AntSK.Domain/Common/Excel/ExeclHelper.cs

@@ -0,0 +1,822 @@
+using NPOI.HSSF.UserModel;
+using NPOI.SS.UserModel;
+using NPOI.SS.Util;
+using NPOI.XSSF.Streaming;
+using NPOI.XSSF.UserModel;
+using System;
+using System.Collections.Generic;
+using System.Data;
+using System.IO;
+using System.Linq;
+using System.Reflection;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain
+{
+    public class ExeclHelper
+    {
+        /// <summary>
+        /// 将excel导入到datatable
+        /// </summary>
+        /// <param name="filePath">excel路径</param>
+        /// <param name="isColumnName">第一行是否是列名</param>
+        /// <returns>返回datatable</returns>
+        public static DataTable ExcelToDataTable(string filePath, bool isColumnName)
+        {
+            DataTable dataTable = null;
+            FileStream fs = null;
+            DataColumn column = null;
+            DataRow dataRow = null;
+            IWorkbook workbook = null;
+            ISheet sheet = null;
+            IRow row = null;
+            ICell cell = null;
+            int startRow = 0;
+            try
+            {
+                using (fs = File.OpenRead(filePath))
+                {
+                    // 2007版本
+                    if (filePath.Contains(".xlsx"))
+                        workbook = new XSSFWorkbook(fs);
+                    // 2003版本
+                    else if (filePath.Contains(".xls"))
+                        workbook = new HSSFWorkbook(fs);
+
+                    if (workbook != null)
+                    {
+                        sheet = workbook.GetSheetAt(0);//读取第一个sheet，当然也可以循环读取每个sheet
+                        dataTable = new DataTable();
+                        if (sheet != null)
+                        {
+                            int rowCount = sheet.LastRowNum;//总行数
+                            if (rowCount > 0)
+                            {
+                                IRow firstRow = sheet.GetRow(0);//第一行
+                                int cellCount = firstRow.LastCellNum;//列数
+
+                                //构建datatable的列
+                                if (isColumnName)
+                                {
+                                    startRow = 1;//如果第一行是列名，则从第二行开始读取
+                                    for (int i = firstRow.FirstCellNum; i < cellCount; ++i)
+                                    {
+                                        cell = firstRow.GetCell(i);
+                                        if (cell != null)
+                                        {
+                                            if (cell.StringCellValue != null)
+                                            {
+                                                column = new DataColumn(cell.StringCellValue);
+                                                dataTable.Columns.Add(column);
+                                            }
+                                        }
+                                    }
+                                }
+                                else
+                                {
+                                    for (int i = firstRow.FirstCellNum; i < cellCount; ++i)
+                                    {
+                                        column = new DataColumn("column" + (i + 1));
+                                        dataTable.Columns.Add(column);
+                                    }
+                                }
+
+                                //填充行
+                                for (int i = startRow; i <= rowCount; ++i)
+                                {
+                                    row = sheet.GetRow(i);
+                                    if (row == null) continue;
+
+                                    dataRow = dataTable.NewRow();
+                                    for (int j = row.FirstCellNum; j < cellCount; ++j)
+                                    {
+                                        cell = row.GetCell(j);
+                                        if (cell == null)
+                                        {
+                                            dataRow[j] = "";
+                                        }
+                                        else
+                                        {
+                                            //CellType(Unknown = -1,Numeric = 0,String = 1,Formula = 2,Blank = 3,Boolean = 4,Error = 5,)
+                                            switch (cell.CellType)
+                                            {
+                                                case CellType.Blank:
+                                                    dataRow[j] = "";
+                                                    break;
+                                                case CellType.Numeric:
+                                                    short format = cell.CellStyle.DataFormat;
+                                                    //对时间格式（2015.12.5、2015/12/5、2015-12-5等）的处理
+                                                    if (format == 14 || format == 31 || format == 57 || format == 58)
+                                                        dataRow[j] = cell.DateCellValue;
+                                                    else
+                                                        dataRow[j] = cell.NumericCellValue;
+                                                    break;
+                                                case CellType.String:
+                                                    dataRow[j] = cell.StringCellValue;
+                                                    break;
+                                            }
+                                        }
+                                    }
+                                    dataTable.Rows.Add(dataRow);
+                                }
+                            }
+                        }
+                    }
+                }
+                return dataTable;
+            }
+            catch (Exception)
+            {
+                if (fs != null)
+                {
+                    fs.Close();
+                }
+                return null;
+            }
+        }
+
+        /// <summary>
+        /// 将excel导入到datatable
+        /// </summary>
+        /// <param name="stream">流</param>
+        /// <param name="isColumnName">第一行是否是列名</param>
+        /// <returns></returns>
+        public static DataTable ExcelToDataTable(Stream stream, bool isColumnName)
+        {
+            DataTable dataTable = null;
+            DataColumn column = null;
+            DataRow dataRow = null;
+            IWorkbook workbook = new XSSFWorkbook(stream);
+            ISheet sheet = null;
+            IRow row = null;
+            ICell cell = null;
+            int startRow = 0;
+            try
+            {
+
+                if (workbook != null)
+                {
+                    sheet = workbook.GetSheetAt(0);//读取第一个sheet，当然也可以循环读取每个sheet
+                    dataTable = new DataTable();
+                    if (sheet != null)
+                    {
+                        int rowCount = sheet.LastRowNum;//总行数
+                        if (rowCount > 0)
+                        {
+                            IRow firstRow = sheet.GetRow(0);//第一行
+                            int cellCount = firstRow.LastCellNum;//列数
+
+                            //构建datatable的列
+                            if (isColumnName)
+                            {
+                                startRow = 1;//如果第一行是列名，则从第二行开始读取
+                                for (int i = firstRow.FirstCellNum; i < cellCount; ++i)
+                                {
+                                    cell = firstRow.GetCell(i);
+                                    if (cell != null)
+                                    {
+                                        if (cell.StringCellValue != null)
+                                        {
+                                            column = new DataColumn(cell.StringCellValue);
+                                            dataTable.Columns.Add(column);
+                                        }
+                                    }
+                                }
+                            }
+                            else
+                            {
+                                for (int i = firstRow.FirstCellNum; i < cellCount; ++i)
+                                {
+                                    column = new DataColumn("column" + (i + 1));
+                                    dataTable.Columns.Add(column);
+                                }
+                            }
+
+                            //填充行
+                            for (int i = startRow; i <= rowCount; ++i)
+                            {
+                                row = sheet.GetRow(i);
+                                if (row == null) continue;
+
+                                dataRow = dataTable.NewRow();
+                                for (int j = row.FirstCellNum; j < cellCount; ++j)
+                                {
+                                    cell = row.GetCell(j);
+                                    if (cell == null)
+                                    {
+                                        dataRow[j] = "";
+                                    }
+                                    else
+                                    {
+                                        //CellType(Unknown = -1,Numeric = 0,String = 1,Formula = 2,Blank = 3,Boolean = 4,Error = 5,)
+                                        switch (cell.CellType)
+                                        {
+                                            case CellType.Blank:
+                                                dataRow[j] = "";
+                                                break;
+                                            case CellType.Numeric:
+                                                short format = cell.CellStyle.DataFormat;
+                                                //对时间格式（2015.12.5、2015/12/5、2015-12-5等）的处理
+                                                if (format == 14 || format == 31 || format == 57 || format == 58)
+                                                    dataRow[j] = cell.DateCellValue;
+                                                else
+                                                    dataRow[j] = cell.NumericCellValue;
+                                                break;
+                                            case CellType.String:
+                                                dataRow[j] = cell.StringCellValue;
+                                                break;
+                                        }
+                                    }
+                                }
+                                dataTable.Rows.Add(dataRow);
+                            }
+                        }
+                    }
+                }
+
+                return dataTable;
+            }
+            catch (Exception)
+            {
+                throw;
+            }
+        }
+
+        /// <summary>
+        /// excel转list
+        /// </summary>
+        /// <typeparam name="TResult"></typeparam>
+        /// <param name="stream"></param>
+        /// <returns></returns>
+        public static IEnumerable<TResult> ExcelToList<TResult>(Stream stream) where TResult : new()
+        {
+            var propertyInfos = typeof(TResult).GetProperties(BindingFlags.Public | BindingFlags.Instance).Where(p => p.CustomAttributes.Count() > 0)
+                .OrderBy(p => p.GetCustomAttribute<ExeclPropertyAttribute>().Order).ToArray();
+
+            List<TResult> list = new List<TResult>();
+
+            IWorkbook workbook = new XSSFWorkbook(stream);
+            ISheet sheet = null;
+            IRow row = null;
+            ICell cell = null;
+            int startRow = 1;
+            try
+            {
+
+                if (workbook != null)
+                {
+                    sheet = workbook.GetSheetAt(0);//读取第一个sheet，当然也可以循环读取每个sheet
+                    if (sheet != null)
+                    {
+                        int rowCount = sheet.LastRowNum;//总行数
+                        if (rowCount > 0)
+                        {
+                            IRow firstRow = sheet.GetRow(0);//第一行
+                            int cellCount = firstRow.LastCellNum;//列数
+
+                            //填充行
+                            for (int i = startRow; i <= rowCount; ++i)
+                            {
+                                row = sheet.GetRow(i);
+                                if (row == null) continue;
+                                bool emptyRow = true;//是否空行
+                                TResult dataModel = new TResult();
+
+                                for (int j = row.FirstCellNum; j < cellCount; ++j)
+                                {
+                                    var execlPropertyAttribute = propertyInfos[j].GetCustomAttribute<ExeclPropertyAttribute>();
+
+                                    cell = row.GetCell(j);
+                                    if (cell == null)
+                                    {
+                                        propertyInfos[j].SetValue(dataModel, "");
+                                    }
+                                    else
+                                    {
+                                        switch (cell.CellType)
+                                        {
+                                            case CellType.Blank:
+                                                propertyInfos[j].SetValue(dataModel, "");
+                                                break;
+                                            case CellType.Numeric:
+                                                short format = cell.CellStyle.DataFormat;
+                                                //对时间格式（2015.12.5、2015/12/5、2015-12-5等）的处理
+                                                if (format == 14 || format == 31 || format == 57 || format == 58)
+                                                    propertyInfos[j].SetValue(dataModel, cell.DateCellValue);
+                                                else
+                                                {
+                                                    if (execlPropertyAttribute.CellType == CellType.String)
+                                                    {
+                                                        propertyInfos[j].SetValue(dataModel, cell.NumericCellValue.ToString());
+                                                    }
+                                                    else
+
+                                                    {
+                                                        propertyInfos[j].SetValue(dataModel, cell.NumericCellValue);
+                                                    }
+                                                }
+                                                break;
+                                            case CellType.String:
+                                                propertyInfos[j].SetValue(dataModel, cell.StringCellValue);
+                                                break;
+                                        }
+                                    }
+
+                                    if (cell != null && !string.IsNullOrEmpty(cell.ToString().Trim()))
+                                    {
+                                        emptyRow = false;
+                                    }
+                                }
+                                //非空数据行数据添加到DataTable
+                                if (!emptyRow)
+                                {
+                                    list.Add(dataModel);
+                                }
+                            }
+                        }
+                    }
+                }
+
+                return list;
+            }
+            catch (Exception)
+            {
+                throw;
+            }
+        }
+
+
+        public static IEnumerable<TResult> ExcelToListFileName<TResult>(Stream stream, string fileName) where TResult : new()
+        {
+            var propertyInfos = typeof(TResult).GetProperties(BindingFlags.Public | BindingFlags.Instance).Where(p => p.CustomAttributes.Count() > 0)
+                .OrderBy(p => p.GetCustomAttribute<ExeclPropertyAttribute>().Order).ToArray();
+
+            List<TResult> list = new List<TResult>();
+
+            IWorkbook workbook = null;
+            if (fileName.Contains(".xlsx"))
+                workbook = new XSSFWorkbook(stream);
+            // 2003版本
+            else if (fileName.Contains(".xls"))
+                workbook = new HSSFWorkbook(stream);
+            ISheet sheet = null;
+            IRow row = null;
+            ICell cell = null;
+            int startRow = 1;
+            try
+            {
+
+                if (workbook != null)
+                {
+                    sheet = workbook.GetSheetAt(0);//读取第一个sheet，当然也可以循环读取每个sheet
+                    if (sheet != null)
+                    {
+                        int rowCount = sheet.LastRowNum;//总行数
+                        if (rowCount > 0)
+                        {
+                            IRow firstRow = sheet.GetRow(0);//第一行
+                            int cellCount = firstRow.LastCellNum;//列数
+
+                            //填充行
+                            for (int i = startRow; i <= rowCount; ++i)
+                            {
+                                row = sheet.GetRow(i);
+                                if (row == null) continue;
+                                bool emptyRow = true;//是否空行
+                                TResult dataModel = new TResult();
+
+                                for (int j = row.FirstCellNum; j < cellCount; ++j)
+                                {
+                                    var execlPropertyAttribute = propertyInfos[j].GetCustomAttribute<ExeclPropertyAttribute>();
+
+                                    cell = row.GetCell(j);
+                                    if (cell == null)
+                                    {
+                                        propertyInfos[j].SetValue(dataModel, "");
+                                    }
+                                    else
+                                    {
+                                        switch (cell.CellType)
+                                        {
+                                            case CellType.Blank:
+                                                propertyInfos[j].SetValue(dataModel, "");
+                                                break;
+                                            case CellType.Numeric:
+                                                short format = cell.CellStyle.DataFormat;
+                                                //对时间格式（2015.12.5、2015/12/5、2015-12-5等）的处理
+                                                if (format == 14 || format == 31 || format == 57 || format == 58)
+                                                    propertyInfos[j].SetValue(dataModel, cell.DateCellValue);
+                                                else
+                                                {
+                                                    if (execlPropertyAttribute.CellType == CellType.String)
+                                                    {
+                                                        propertyInfos[j].SetValue(dataModel, cell.NumericCellValue.ToString());
+                                                    }
+                                                    else
+
+                                                    {
+                                                        propertyInfos[j].SetValue(dataModel, cell.NumericCellValue);
+                                                    }
+                                                }
+                                                break;
+                                            case CellType.String:
+                                                propertyInfos[j].SetValue(dataModel, cell.StringCellValue);
+                                                break;
+                                        }
+                                    }
+
+                                    if (cell != null && !string.IsNullOrEmpty(cell.ToString().Trim()))
+                                    {
+                                        emptyRow = false;
+                                    }
+                                }
+                                //非空数据行数据添加到DataTable
+                                if (!emptyRow)
+                                {
+                                    list.Add(dataModel);
+                                }
+                            }
+                        }
+                    }
+                }
+
+                return list;
+            }
+            catch (Exception)
+            {
+                throw;
+            }
+        }
+        /// <summary>
+        /// excel转list-根据sheetName得到List
+        /// </summary>
+        /// <typeparam name="TResult"></typeparam>
+        /// <param name="stream"></param>
+        /// <param name="sheetName"></param>
+        /// <returns></returns>
+        public static IEnumerable<TResult> ExcelToList<TResult>(Stream stream, string sheetName) where TResult : new()
+        {
+            var propertyInfos = typeof(TResult).GetProperties(BindingFlags.Public | BindingFlags.Instance)
+                .OrderBy(p => p.GetCustomAttribute<ExeclPropertyAttribute>().Order).ToArray();
+
+            List<TResult> list = new List<TResult>();
+
+            IWorkbook workbook = new XSSFWorkbook(stream);
+            ISheet sheet = null;
+            IRow row = null;
+            ICell cell = null;
+            int startRow = 1;
+            try
+            {
+
+                if (workbook != null)
+                {
+                    sheet = workbook.GetSheet(sheetName);//根据sheet读取对应的DataTable
+                    if (sheet != null)
+                    {
+                        int rowCount = sheet.LastRowNum;//总行数
+                        if (rowCount > 0)
+                        {
+                            IRow firstRow = sheet.GetRow(0);//第一行
+                            int cellCount = firstRow.LastCellNum;//列数
+
+                            //填充行
+                            for (int i = startRow; i <= rowCount; ++i)
+                            {
+                                row = sheet.GetRow(i);
+                                if (row == null) continue;
+                                bool emptyRow = true;//是否空行
+
+                                TResult dataModel = new TResult();
+
+                                for (int j = row.FirstCellNum; j < cellCount; ++j)
+                                {
+                                    var execlPropertyAttribute = propertyInfos[j].GetCustomAttribute<ExeclPropertyAttribute>();
+
+                                    cell = row.GetCell(j);
+                                    if (cell == null)
+                                    {
+                                        propertyInfos[j].SetValue(dataModel, "");
+                                    }
+                                    else
+                                    {
+                                        switch (cell.CellType)
+                                        {
+                                            case CellType.Blank:
+                                                propertyInfos[j].SetValue(dataModel, "");
+                                                break;
+                                            case CellType.Numeric:
+                                                short format = cell.CellStyle.DataFormat;
+                                                //对时间格式（2015.12.5、2015/12/5、2015-12-5等）的处理
+                                                if (format == 14 || format == 31 || format == 57 || format == 58)
+                                                    propertyInfos[j].SetValue(dataModel, cell.DateCellValue);
+                                                else
+                                                {
+                                                    if (execlPropertyAttribute.CellType == CellType.String)
+                                                    {
+                                                        propertyInfos[j].SetValue(dataModel, cell.NumericCellValue.ToString());
+                                                    }
+                                                    else
+
+                                                    {
+                                                        propertyInfos[j].SetValue(dataModel, cell.NumericCellValue);
+                                                    }
+
+                                                }
+                                                break;
+                                            case CellType.String:
+                                                propertyInfos[j].SetValue(dataModel, cell.StringCellValue);
+                                                break;
+                                        }
+                                    }
+                                    if (cell != null && !string.IsNullOrEmpty(cell.ToString().Trim()))
+                                    {
+                                        emptyRow = false;
+                                    }
+                                }
+                                //非空数据行数据添加到DataTable
+                                if (!emptyRow)
+                                {
+                                    list.Add(dataModel);
+                                }
+                            }
+                        }
+                    }
+                }
+
+                return list;
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        /// <summary>
+        /// List导出excel 二进制流
+        /// </summary>
+        /// <typeparam name="T">实体</typeparam>
+        /// <param name="data">List</param>
+        /// <param name="sheetName">sheetname 可不填，默认Sheet0</param>
+        /// <returns></returns>
+        public static byte[] ListToExcel<T>(T[] data, string sheetName = "Sheet0")
+        {
+            IWorkbook workbook = null;
+            IRow row = null;
+            ISheet sheet = null;
+            ICell cell = null;
+            var propertyInfos = typeof(T).GetProperties(BindingFlags.Public | BindingFlags.Instance)
+                   .OrderBy(p => p.GetCustomAttribute<ExeclPropertyAttribute>().Order).ToArray();
+            workbook = new XSSFWorkbook();
+            sheet = workbook.CreateSheet(sheetName);//创建一个名称为Sheet0的表
+            int rowCount = data.Count();//行数
+            int columnCount = propertyInfos.Length;//列数
+            //设置列头
+            row = sheet.CreateRow(0);//excel第一行设为列头
+            for (int c = 0; c < columnCount; c++)
+            {
+                cell = row.CreateCell(c);
+                cell.SetCellValue(propertyInfos[c].GetCustomAttribute<ExeclPropertyAttribute>().DisplayName);
+            }
+            //设置每行每列的单元格,
+            for (int i = 0; i < rowCount; i++)
+            {
+                row = sheet.CreateRow(i + 1);
+                for (int j = 0; j < columnCount; j++)
+                {
+                    cell = row.CreateCell(j);//excel第二行开始写入数据
+                    cell.SetCellValue(propertyInfos[j].GetValue(data[i])?.ToString());
+                }
+            }
+            using (MemoryStream memoryStream = new MemoryStream())
+            {
+                workbook.Write(memoryStream);//向打开的这个xls文件中写入数据
+                return memoryStream.ToArray();
+            }
+        }
+
+        /// <summary>
+        ///  Dt导出excel 二进制流
+        /// </summary>
+        /// <param name="dt">datatable</param>
+        /// <param name="strFile">strFile</param>
+        /// <returns></returns>
+        public static byte[] DataTableToExcel(DataTable dt, string strFile, string sheetName = "Sheet0")
+        {
+            bool result = false;
+            IWorkbook workbook = null;
+            FileStream fs = null;
+            IRow row = null;
+            ISheet sheet = null;
+            ICell cell = null;
+
+            if (dt != null && dt.Rows.Count > 0)
+            {
+                workbook = new XSSFWorkbook();
+                sheet = workbook.CreateSheet(sheetName);//创建一个名称为Sheet0的表
+                int rowCount = dt.Rows.Count;//行数
+                int columnCount = dt.Columns.Count;//列数
+
+                //设置列头
+                row = sheet.CreateRow(0);//excel第一行设为列头
+                for (int c = 0; c < columnCount; c++)
+                {
+                    cell = row.CreateCell(c);
+                    cell.SetCellValue(dt.Columns[c].ColumnName);
+                }
+
+                //设置每行每列的单元格,
+                for (int i = 0; i < rowCount; i++)
+                {
+                    row = sheet.CreateRow(i + 1);
+                    for (int j = 0; j < columnCount; j++)
+                    {
+                        cell = row.CreateCell(j);//excel第二行开始写入数据
+                        cell.SetCellValue(dt.Rows[i][j].ToString());
+                    }
+                }
+                using (MemoryStream memoryStream = new MemoryStream())
+                {
+                    workbook.Write(memoryStream);//向打开的这个xls文件中写入数据
+                    return memoryStream.ToArray();
+                }
+            }
+            else
+            {
+                return new byte[0];
+            }
+        }
+
+        /// <summary>
+        /// List写入excel
+        /// </summary>
+        /// <typeparam name="T"></typeparam>
+        /// <param name="data"></param>
+        /// <param name="strFile">路径</param>
+        /// <param name="sheetName"></param>
+        /// <returns></returns>
+        public static bool ListWriteExcel<T>(T[] data, string strFile, string sheetName = "Sheet0")
+        {
+            bool result = false;
+            IWorkbook workbook = null;
+            FileStream fs = null;
+            IRow row = null;
+            ISheet sheet = null;
+            ICell cell = null;
+            try
+            {
+                var propertyInfos = typeof(T).GetProperties(BindingFlags.Public | BindingFlags.Instance)
+                       .OrderBy(p => p.GetCustomAttribute<ExeclPropertyAttribute>().Order).ToArray();
+                workbook = new XSSFWorkbook();
+                sheet = workbook.CreateSheet(sheetName);//创建一个名称为Sheet0的表
+                int rowCount = data.Count();//行数
+                int columnCount = propertyInfos.Length;//列数
+                                                       //设置列头
+                row = sheet.CreateRow(0);//excel第一行设为列头
+                for (int c = 0; c < columnCount; c++)
+                {
+                    cell = row.CreateCell(c);
+                    cell.SetCellValue(propertyInfos[c].GetCustomAttribute<ExeclPropertyAttribute>().DisplayName);
+                }
+                //设置每行每列的单元格,
+                for (int i = 0; i < rowCount; i++)
+                {
+                    row = sheet.CreateRow(i + 1);
+                    for (int j = 0; j < columnCount; j++)
+                    {
+                        cell = row.CreateCell(j);//excel第二行开始写入数据
+                        cell.SetCellValue(propertyInfos[j].GetValue(data[i])?.ToString());
+                    }
+                }
+                using (fs = File.OpenWrite(strFile))
+                {
+                    workbook.Write(fs);//向打开的这个xls文件中写入数据
+                    result = true;
+                }
+                return result;
+            }
+            catch (Exception ex)
+            {
+                if (fs != null)
+                {
+                    fs.Close();
+                }
+                return false;
+            }
+        }
+
+        /// <summary>
+        /// dt写入excel
+        /// </summary>
+        /// <param name="dt">datatable</param>
+        /// <param name="strFile">路径</param>
+        /// <returns></returns>
+        public static bool DataTableWriteExcel(DataTable dt, string strFile, string sheetName = "Sheet0")
+        {
+            bool result = false;
+            IWorkbook workbook = null;
+            FileStream fs = null;
+            IRow row = null;
+            ISheet sheet = null;
+            ICell cell = null;
+            try
+            {
+                if (dt != null && dt.Rows.Count > 0)
+                {
+                    workbook = new XSSFWorkbook();
+                    sheet = workbook.CreateSheet(sheetName);//创建一个名称为Sheet0的表
+                    int rowCount = dt.Rows.Count;//行数
+                    int columnCount = dt.Columns.Count;//列数
+
+                    //设置列头
+                    row = sheet.CreateRow(0);//excel第一行设为列头
+                    for (int c = 0; c < columnCount; c++)
+                    {
+                        cell = row.CreateCell(c);
+                        cell.SetCellValue(dt.Columns[c].ColumnName);
+                    }
+
+                    //设置每行每列的单元格,
+                    for (int i = 0; i < rowCount; i++)
+                    {
+                        row = sheet.CreateRow(i + 1);
+                        for (int j = 0; j < columnCount; j++)
+                        {
+                            cell = row.CreateCell(j);//excel第二行开始写入数据
+                            cell.SetCellValue(dt.Rows[i][j].ToString());
+                        }
+                    }
+                    using (fs = File.OpenWrite(strFile))
+                    {
+                        workbook.Write(fs);//向打开的这个xls文件中写入数据
+                        result = true;
+                    }
+                }
+                return result;
+            }
+            catch (Exception ex)
+            {
+                if (fs != null)
+                {
+                    fs.Close();
+                }
+                return false;
+            }
+        }
+
+        /// <summary>
+        /// 设置单元格下拉框(除去标题行)
+        /// </summary>
+        /// <param name="workbook"></param>
+        /// <param name="sheet"></param>
+        /// <param name="ddlList"></param>
+        /// <param name="firstcol"></param>
+        /// <param name="lastcol"></param>
+        public static void SetCellDropdownList(IWorkbook workbook, ISheet sheet, List<string> ddlList, string sheetname, int sheetIndex, int firstcol, int lastcol)
+        {
+
+            # region 低版本Excel【HSSFWorkbook】设置下拉框
+            //ISheet sheet2 = workbook.CreateSheet(sheetname);
+
+            ////隐藏
+            //workbook.SetSheetHidden(sheetIndex, 1);
+            //int rowIndex = 0;
+            //foreach (var item in ddlList)
+            //{
+            //    IRow vrow = sheet2.CreateRow(rowIndex);
+            //    vrow.CreateCell(0).SetCellValue(item);
+
+            //    rowIndex++;
+            //}
+
+            ////创建的下拉项的区域：
+            //var rangeName = sheetname + "Range";
+            //IName range = workbook.CreateName();
+            //range.RefersToFormula = sheetname + "!$A$1:$A$" + rowIndex;
+            //range.NameName = rangeName;
+            //CellRangeAddressList regions = new CellRangeAddressList(1, 65535, firstcol, lastcol);
+
+            //DVConstraint constraint = DVConstraint.CreateFormulaListConstraint(rangeName);
+            //HSSFDataValidation dataValidate = new HSSFDataValidation(regions, constraint);
+            //dataValidate.CreateErrorBox("输入不合法", "请输入或选择下拉列表中的值。");
+            //dataValidate.ShowPromptBox = true;
+            //sheet.AddValidationData(dataValidate);
+            #endregion
+
+            //高版本excel【XSSFWorkbook】 设置下拉框
+            XSSFSheet sheetDDL = (XSSFSheet)workbook.CreateSheet(sheetname);
+            workbook.SetSheetHidden(sheetIndex, 1); //隐藏下拉框数据sheet
+            String[] datas = ddlList.ToArray(); //下拉框数据源
+            XSSFDataValidationHelper dvHelper = new XSSFDataValidationHelper(sheetDDL);
+            XSSFDataValidationConstraint dvConstraint = (XSSFDataValidationConstraint)dvHelper.CreateExplicitListConstraint(datas);
+            CellRangeAddressList addressList = new CellRangeAddressList(1, 65535, firstcol, lastcol); //下拉设置列
+            XSSFDataValidation validation = (XSSFDataValidation)dvHelper.CreateValidation(dvConstraint, addressList);
+
+            validation.SuppressDropDownArrow = true;
+            validation.ShowErrorBox = true;
+            validation.ShowPromptBox = true;
+            sheet.AddValidationData(validation);
+
+        }
+    }
+}

src/AntSK.Domain/Common/Excel/ExeclPropertyAttribute.cs

@@ -0,0 +1,28 @@
+using NPOI.SS.UserModel;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain
+{
+    public class ExeclPropertyAttribute : Attribute
+    {
+        public ExeclPropertyAttribute()
+        {
+
+        }
+        public ExeclPropertyAttribute(string displayName, int order, CellType cellType = CellType.String)
+        {
+            DisplayName = displayName;
+            Order = order;
+            CellType = cellType;
+        }
+
+        public string DisplayName { get; set; }
+
+        public int Order { get; set; }
+
+        public CellType CellType { get; set; }
+    }
+}

src/AntSK.Domain/Directory.Build.props

@@ -0,0 +1,8 @@
+<Project>
+  <!-- See https://aka.ms/dotnet/msbuild/customize for more details on customizing your build -->
+  <PropertyGroup>
+
+    <KMVersion>0.37.240420.2</KMVersion>
+    <LLamaSharpVersion>0.11.2</LLamaSharpVersion>
+  </PropertyGroup>
+</Project>

src/AntSK.Domain/Domain/Interface/IChatService.cs

@@ -1,8 +1,11 @@
-using AntSK.Domain.Domain.Model.Dto;
+using AntSK.Domain.Domain.Model;
+using AntSK.Domain.Domain.Model.Dto;
 using AntSK.Domain.Repositories;
 using Microsoft.SemanticKernel;
+using Microsoft.SemanticKernel.ChatCompletion;
 using System;
 using System.Collections.Generic;
+using System.Drawing;
 using System.Linq;
 using System.Text;
 using System.Threading.Tasks;
@@ -11,8 +14,10 @@ namespace AntSK.Domain.Domain.Interface
 {
     public interface IChatService
     {
-        IAsyncEnumerable<StreamingKernelContent> SendChatByAppAsync(Apps app, string questions, string history);
+        IAsyncEnumerable<StreamingKernelContent> SendChatByAppAsync(Apps app, string questions, ChatHistory history);
 
-        IAsyncEnumerable<StreamingKernelContent> SendKmsByAppAsync(Apps app, string questions, string history, string filePath, List<RelevantSource> relevantSources = null);
+        IAsyncEnumerable<StreamingKernelContent> SendKmsByAppAsync(Apps app, string questions, ChatHistory history, string filePath, List<RelevantSource> relevantSources = null);
+        Task<string> SendImgByAppAsync(Apps app, string questions);
+        Task<ChatHistory> GetChatHistory(List<Chats> MessageList);
     }
 }

src/AntSK.Domain/Domain/Interface/IKMService.cs

@@ -7,13 +7,13 @@ namespace AntSK.Domain.Domain.Interface
 {
     public interface IKMService
     {
-        MemoryServerless GetMemory(Apps app);
+        MemoryServerless GetMemoryByApp(Apps app);
 
-        MemoryServerless GetMemoryByKMS(string kmsID, SearchClientConfig searchClientConfig = null);
+        MemoryServerless GetMemoryByKMS(string kmsID);
 
         Task<List<KMFile>> GetDocumentByFileID(string kmsId, string fileId);
 
-        Task<List<RelevantSource>> GetRelevantSourceList(string kmsIdListStr, string msg);
+        Task<List<RelevantSource>> GetRelevantSourceList(Apps app, string msg);
 
         List<UploadFileItem> FileList { get; }
 

src/AntSK.Domain/Domain/Interface/IKernelService.cs

@@ -6,6 +6,8 @@ namespace AntSK.Domain.Domain.Interface
     public interface IKernelService
     {
         Kernel GetKernelByApp(Apps app);
+
+        Kernel GetKernelByAIModelID(string modelid);
         void ImportFunctionsByApp(Apps app, Kernel _kernel);
         Task<string> HistorySummarize(Kernel _kernel, string questions, string history);
     }

src/AntSK.Domain/Domain/Model/Constant/KmsConstantcs.cs

@@ -9,7 +9,29 @@ namespace AntSK.Domain.Domain.Model.Constant
     public class KmsConstantcs
     {
         public const string KmsIdTag = "kmsid";
+        public const string FileIdTag = "fileid";
+        public const string AppIdTag = "appid";
         public const string KmsIndex = "kms";
+        public const string FileIndex = "kms";
         public const string KmsSearchNull="知识库未搜索到相关内容";
+
+        public const string KmsPrompt = @"使用<data></data>标记的内容作为你的知识：
+<data>
+{{$doc}}
+</data>
+--------------------------
+回答要求：
+- 如果你不清楚答案，你需要澄清
+- 避免提及你是从<data></data>获取的知识
+- 保持答案与<data></data>众描述一致
+- 使用Markdown语法优化回答格式。
+- 如果Markdown有图片则正常显示
+--------------------------
+
+历史聊天记录:{{ConversationSummaryPlugin.SummarizeConversation $history}}
+--------------------------
+用户问题: {{$input}}";
+
+        public const string KMExcelSplit = "*&antsk_excel&*";
     }
 }

src/AntSK.Domain/Domain/Model/Dto/RelevantSource.cs

@@ -8,6 +8,8 @@ namespace AntSK.Domain.Domain.Model.Dto
         public string Text { get; set; }
         public float Relevance { get; set; }
 
+        public double RerankScore { get; set; }
+
         public override string ToString()
         {
             return $"[file:{SourceName};Relevance:{(Relevance * 100):F2}%]:{Text}";

src/AntSK.Domain/Domain/Model/Enum/AIModelType.cs

@@ -21,12 +21,18 @@ namespace AntSK.Domain.Domain.Model.Enum
 
         [Display(Name = "灵积大模型")]
         DashScope = 5,
-        
+
         [Display(Name = "LLamaFactory")]
         LLamaFactory = 6,
-
+        [Display(Name = "Bge Embedding")]
+        BgeEmbedding = 7,
+        [Display(Name = "Bge Rerank")]
+        BgeRerank = 8,
+        [Display(Name = "StableDiffusion")]
+        StableDiffusion = 9,
         [Display(Name = "模拟输出")]
         Mock = 100,
+
     }
 
     /// <summary>
@@ -36,5 +42,7 @@ namespace AntSK.Domain.Domain.Model.Enum
     {
         Chat = 1,
         Embedding = 2,
+        Image=3,
+        Rerank=4
     }
 }

src/AntSK.Domain/Domain/Model/Enum/AppType.cs

@@ -9,6 +9,7 @@ namespace AntSK.Domain.Domain.Model.Enum
     public enum AppType
     {
         chat = 1,
-        kms = 2
+        kms = 2,
+        img=3
     }
 }

src/AntSK.Domain/Domain/Model/Excel/KMSExcelModel.cs

@@ -0,0 +1,17 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Domain.Model.Excel
+{
+    public class KMSExcelModel
+    {
+        [ExeclProperty("问题",0)]
+        public string Question { get; set; }
+
+        [ExeclProperty("答案", 1)]
+        public string Answer { get; set; }
+    }
+}

src/AntSK.Domain/Domain/Model/ImportKMSTaskReq.cs

@@ -17,11 +17,14 @@ namespace AntSK.Domain.Domain.Model
         public string FilePath { get; set; } = "";
 
         public string FileName { get; set; } = "";
+
+        public bool IsQA { get; set; } = false;
     }
 
 
     public class ImportKMSTaskReq : ImportKMSTaskDTO
     {
+        public bool IsQA { get; set; }=false;
         public KmsDetails KmsDetail { get; set; } = new KmsDetails();
     }
 
@@ -29,6 +32,13 @@ namespace AntSK.Domain.Domain.Model
     {
         File = 1,
         Url = 2,
-        Text = 3
+        Text = 3,
+        Excel=4
+    }
+
+    public class QAModel
+    {
+        public string ChatModelId { get; set; }
+        public string Context { get; set; }
     }
 }

src/AntSK.Domain/Domain/Model/MessageInfo.cs

@@ -1,20 +0,0 @@
-namespace AntSK.Domain.Domain.Model
-{
-    public class MessageInfo
-    {
-        public string ID { get; set; } = "";
-        public string Context { get; set; } = "";
-        public string HtmlAnswers { get; set; } = "";
-
-        /// <summary>
-        /// 发送是true  接收是false
-        /// </summary>
-        public bool IsSend { get; set; } = false;
-
-        public DateTime CreateTime { get; set; }
-
-        public string? FilePath { get; set; }
-
-        public string? FileName { get; set; }
-    }
-}

src/AntSK.Domain/Domain/Model/hfmirror/HfModel.cs

@@ -18,7 +18,7 @@ namespace AntSK.Domain.Domain.Model.hfmirror
         public string Author { get; set; }
         public HfAuthorData AuthorData { get; set; }
         public int Downloads { get; set; }
-        public bool Gated { get; set; }
+        public object Gated { get; set; }
         public string Id { get; set; }
         public DateTime LastModified { get; set; }
         public int Likes { get; set; }

src/AntSK.Domain/Domain/Other/Bge/BegRerankConfig.cs

@@ -0,0 +1,81 @@
+using Newtonsoft.Json;
+using Python.Runtime;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using static Python.Runtime.Py;
+
+namespace AntSK.Domain.Domain.Other.Bge
+{
+    public static class BegRerankConfig
+    {
+        public static dynamic model { get; set; }
+
+        static object lockobj = new object();
+
+
+
+        /// <summary>
+        /// 模型写死
+        /// </summary>
+        public static dynamic LoadModel(string pythondllPath, string modelName)
+        {
+            lock (lockobj)
+            {
+                if (model == null)
+                {
+                    if (string.IsNullOrEmpty(Runtime.PythonDLL))
+                    {
+                        Runtime.PythonDLL = pythondllPath;
+                    }
+                    PythonEngine.Initialize();
+                    try
+                    {
+                        using (GIL())// 初始化Python环境的Global Interpreter Lock)
+                        {
+                            dynamic modelscope = Py.Import("modelscope");
+                            dynamic flagEmbedding = Py.Import("FlagEmbedding");
+
+                            dynamic model_dir = modelscope.snapshot_download(modelName, revision: "master");
+                            dynamic flagReranker = flagEmbedding.FlagReranker(model_dir, use_fp16: true);
+                            model = flagReranker;
+                            return model;
+                        }
+                    }
+                    catch (Exception ex)
+                    {
+                        throw ex;
+                    }
+                }
+                else
+                {
+                    return model;
+                }
+            }
+        }
+
+
+        public static double Rerank(List<string> list)
+        {
+            using (GIL())
+            {
+                try
+                {
+                    PyList pyList = new PyList();
+                    foreach (string item in list)
+                    {
+                        pyList.Append(item.ToPython()); // 将C# string转换为Python对象并添加到PyList中
+                    }
+                    PyObject result = model.compute_score(pyList, normalize: true);
+                    return result.As<double>();
+                }
+                catch (Exception ex)
+                {
+                    throw ex;
+                }
+            }
+        }
+    }
+}

src/AntSK.Domain/Domain/Other/Bge/BgeEmbeddingConfig.cs

@@ -0,0 +1,97 @@
+using Microsoft.KernelMemory.AI.OpenAI.GPT3;
+using Python.Runtime;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using static Python.Runtime.Py;
+
+namespace AntSK.Domain.Domain.Other.Bge
+{
+    public static class BgeEmbeddingConfig
+    {
+        public static dynamic model { get; set; }
+
+        static object lockobj = new object();
+
+
+
+        /// <summary>
+        /// 模型写死
+        /// </summary>
+        public static dynamic LoadModel(string pythondllPath, string modelName)
+        {
+            lock (lockobj)
+            {
+                if (model == null)
+                {
+                    //Runtime.PythonDLL = @"D:\Programs\Python\Python311\python311.dll";
+                    if (string.IsNullOrEmpty(Runtime.PythonDLL))
+                    {
+                        Runtime.PythonDLL = pythondllPath;
+                    }
+                    PythonEngine.Initialize();
+                    PythonEngine.BeginAllowThreads();
+                    try
+                    {
+                        using (GIL())// 初始化Python环境的Global Interpreter Lock)
+                        {
+                            dynamic modelscope = Import("modelscope");
+                            //dynamic model_dir = modelscope.snapshot_download("AI-ModelScope/bge-large-zh-v1.5", revision: "master");
+                            dynamic model_dir = modelscope.snapshot_download(modelName, revision: "master");
+                            dynamic HuggingFaceBgeEmbeddingstemp = Import("langchain_community.embeddings.huggingface");
+                            dynamic HuggingFaceBgeEmbeddings = HuggingFaceBgeEmbeddingstemp.HuggingFaceBgeEmbeddings;
+                            string model_name = model_dir;
+                            dynamic model_kwargs = new PyDict();
+                            model_kwargs["device"] = new PyString("cpu");
+                            dynamic hugginmodel = HuggingFaceBgeEmbeddings(
+                                  model_name: model_dir,
+                                  model_kwargs: model_kwargs
+                              );
+                            model = hugginmodel;
+                            return hugginmodel;
+                        }
+                    }
+                    catch (Exception ex)
+                    {
+                        throw ex;
+                    }
+                }
+                else
+                    return model;
+            }
+        }
+
+        public static Task<float[]> GetEmbedding(string queryStr)
+        {
+            using (GIL())
+            {
+                PyObject queryResult = model.embed_query(queryStr);
+                var floatList = queryResult.As<float[]>();
+                return Task.FromResult(floatList); ;
+            }
+        }
+
+        public static int TokenCount(string queryStr)
+        {
+            //using (Py.GIL())
+            //{
+            //    PyObject queryResult = model.client.tokenize(queryStr);
+            //    // 使用Python的内置len()函数获取长度
+            //    PyObject lenFunc = Py.Import("builtins").GetAttr("len");
+            //    PyObject length = lenFunc.Invoke(queryResult["input_ids"]);
+            //    int len = length.As<int>(); // 将PyObject转换为C#中的整数
+            //    return len;
+
+            //}
+            var tokenCount1 = GPT3Tokenizer.Encode(queryStr).Count;
+            return tokenCount1;
+        }
+
+        public static void Dispose()
+        {
+            Console.WriteLine("python dispose");
+        }
+    }
+}

src/AntSK.Domain/Domain/Other/KMExcelHandler.cs

@@ -0,0 +1,156 @@
+using AntSK.Domain.Domain.Model.Constant;
+using Microsoft.Extensions.Logging;
+using Microsoft.KernelMemory.AI.OpenAI;
+using Microsoft.KernelMemory.Configuration;
+using Microsoft.KernelMemory.DataFormats.Text;
+using Microsoft.KernelMemory.Diagnostics;
+using Microsoft.KernelMemory.Extensions;
+using Microsoft.KernelMemory.Pipeline;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Domain.Other
+{
+    public class KMExcelHandler: IPipelineStepHandler
+    {
+        private readonly TextPartitioningOptions _options;
+        private readonly IPipelineOrchestrator _orchestrator;
+        private readonly ILogger<KMExcelHandler> _log;
+        private readonly TextChunker.TokenCounter _tokenCounter;
+
+        public KMExcelHandler(
+            string stepName,
+            IPipelineOrchestrator orchestrator,
+             TextPartitioningOptions? options = null,
+            ILogger<KMExcelHandler>? log = null)
+        {
+            this.StepName = stepName;
+            this._orchestrator = orchestrator;
+            this._options = options ?? new TextPartitioningOptions();
+            this._options.Validate();
+
+            this._log = log ?? DefaultLogger<KMExcelHandler>.Instance;
+            this._tokenCounter = DefaultGPTTokenizer.StaticCountTokens;
+        }
+
+        /// <inheritdoc />
+        public string StepName { get; }
+
+        /// <inheritdoc />
+        public async Task<(bool success, DataPipeline updatedPipeline)> InvokeAsync(
+            DataPipeline pipeline, CancellationToken cancellationToken = default)
+        {
+            this._log.LogDebug("Partitioning text, pipeline '{0}/{1}'", pipeline.Index, pipeline.DocumentId);
+
+            if (pipeline.Files.Count == 0)
+            {
+                this._log.LogWarning("Pipeline '{0}/{1}': there are no files to process, moving to next pipeline step.", pipeline.Index, pipeline.DocumentId);
+                return (true, pipeline);
+            }
+
+            foreach (DataPipeline.FileDetails uploadedFile in pipeline.Files)
+            {
+                // Track new files being generated (cannot edit originalFile.GeneratedFiles while looping it)
+                Dictionary<string, DataPipeline.GeneratedFileDetails> newFiles = new();
+
+                foreach (KeyValuePair<string, DataPipeline.GeneratedFileDetails> generatedFile in uploadedFile.GeneratedFiles)
+                {
+                    var file = generatedFile.Value;
+                    if (file.AlreadyProcessedBy(this))
+                    {
+                        this._log.LogTrace("File {0} already processed by this handler", file.Name);
+                        continue;
+                    }
+
+                    // Partition only the original text
+                    if (file.ArtifactType != DataPipeline.ArtifactTypes.ExtractedText)
+                    {
+                        this._log.LogTrace("Skipping file {0} (not original text)", file.Name);
+                        continue;
+                    }
+
+                    // Use a different partitioning strategy depending on the file type
+                    List<string> partitions;
+                    List<string> sentences;
+                    BinaryData partitionContent = await this._orchestrator.ReadFileAsync(pipeline, file.Name, cancellationToken).ConfigureAwait(false);
+
+                    // Skip empty partitions. Also: partitionContent.ToString() throws an exception if there are no bytes.
+                    if (partitionContent.ToArray().Length == 0) { continue; }
+
+                    switch (file.MimeType)
+                    {
+                        case MimeTypes.PlainText:
+                            {
+                                this._log.LogDebug("Partitioning text file {0}", file.Name);
+                                string content = partitionContent.ToString();
+                                var excelList = content.Split(KmsConstantcs.KMExcelSplit, StringSplitOptions.RemoveEmptyEntries).ToList();
+                                sentences = excelList;
+                                partitions = excelList;
+                                break;
+                            }
+
+                        case MimeTypes.MarkDown:
+                            {
+                                this._log.LogDebug("Partitioning text file {0}", file.Name);
+                                string content = partitionContent.ToString();
+                                var excelList = content.Split(KmsConstantcs.KMExcelSplit, StringSplitOptions.RemoveEmptyEntries).ToList();
+                                sentences = excelList;
+                                partitions = excelList;
+                                break;
+                            }
+                        default:
+                            this._log.LogWarning("File {0} cannot be partitioned, type '{1}' not supported", file.Name, file.MimeType);
+                            // Don't partition other files
+                            continue;
+                    }
+
+                    if (partitions.Count == 0) { continue; }
+
+                    this._log.LogDebug("Saving {0} file partitions", partitions.Count);
+                    for (int partitionNumber = 0; partitionNumber < partitions.Count; partitionNumber++)
+                    {
+                        // TODO: turn partitions in objects with more details, e.g. page number
+                        string text = partitions[partitionNumber];
+                        int sectionNumber = 0; // TODO: use this to store the page number (if any)
+                        BinaryData textData = new(text);
+
+                        int tokenCount = this._tokenCounter(text);
+                        this._log.LogDebug("Partition size: {0} tokens", tokenCount);
+
+                        var destFile = uploadedFile.GetPartitionFileName(partitionNumber);
+                        await this._orchestrator.WriteFileAsync(pipeline, destFile, textData, cancellationToken).ConfigureAwait(false);
+
+                        var destFileDetails = new DataPipeline.GeneratedFileDetails
+                        {
+                            Id = Guid.NewGuid().ToString("N"),
+                            ParentId = uploadedFile.Id,
+                            Name = destFile,
+                            Size = text.Length,
+                            MimeType = MimeTypes.PlainText,
+                            ArtifactType = DataPipeline.ArtifactTypes.TextPartition,
+                            PartitionNumber = partitionNumber,
+                            SectionNumber = sectionNumber,
+                            Tags = pipeline.Tags,
+                            ContentSHA256 = textData.CalculateSHA256(),
+                        };
+                        newFiles.Add(destFile, destFileDetails);
+                        destFileDetails.MarkProcessedBy(this);
+                    }
+
+                    file.MarkProcessedBy(this);
+                }
+
+                // Add new files to pipeline status
+                foreach (var file in newFiles)
+                {
+                    uploadedFile.GeneratedFiles.Add(file.Key, file.Value);
+                }
+            }
+
+            return (true, pipeline);
+        }
+    }
+}

src/AntSK.Domain/Domain/Other/LLamaConfig.cs

@@ -31,7 +31,7 @@ namespace AntSK.Domain.Domain.Other
                     {
                         ContextSize = lsConfig?.ContextSize ?? 2048,
                         Seed = lsConfig?.Seed ?? 0,
-                        GpuLayerCount = lsConfig?.GpuLayerCount ?? 10,
+                        GpuLayerCount = lsConfig?.GpuLayerCount ?? 20,
                         EmbeddingMode = true
                     };
                     var weights = LLamaWeights.LoadFromFile(parameters);

src/AntSK.Domain/Domain/Other/QAHandler.cs

@@ -0,0 +1,173 @@
+using AntSK.Domain.Domain.Interface;
+using AntSK.Domain.Domain.Model;
+using AntSK.Domain.Utils;
+using Microsoft.Extensions.Configuration;
+using Microsoft.Extensions.Logging;
+using Microsoft.KernelMemory.AI.OpenAI;
+using Microsoft.KernelMemory.Configuration;
+using Microsoft.KernelMemory.DataFormats.Text;
+using Microsoft.KernelMemory.Diagnostics;
+using Microsoft.KernelMemory.Extensions;
+using Microsoft.KernelMemory.Pipeline;
+using Microsoft.SemanticKernel;
+using Newtonsoft.Json;
+using RestSharp;
+using System.Security.Policy;
+using System.Text;
+using System.Text.RegularExpressions;
+
+namespace AntSK.Domain.Domain.Other
+{
+    public class QAHandler : IPipelineStepHandler
+    {
+        private readonly TextPartitioningOptions _options;
+        private readonly IPipelineOrchestrator _orchestrator;
+        private readonly ILogger<QAHandler> _log;
+        private readonly TextChunker.TokenCounter _tokenCounter;
+        private readonly IKernelService _kernelService;
+        public QAHandler(
+            string stepName,
+            IPipelineOrchestrator orchestrator,
+            IKernelService kernelService,
+            TextPartitioningOptions? options = null,
+            ILogger<QAHandler>? log = null
+            )
+        {
+            this.StepName = stepName;
+            this._orchestrator = orchestrator;
+            this._options = options ?? new TextPartitioningOptions();
+            this._options.Validate();
+
+            this._log = log ?? DefaultLogger<QAHandler>.Instance;
+            this._tokenCounter = DefaultGPTTokenizer.StaticCountTokens;
+            this._kernelService = kernelService;
+        }
+
+        /// <inheritdoc />
+        public string StepName { get; }
+
+        /// <inheritdoc />
+        public async Task<(bool success, DataPipeline updatedPipeline)> InvokeAsync(
+            DataPipeline pipeline, CancellationToken cancellationToken = default)
+        {
+            this._log.LogDebug("Partitioning text, pipeline '{0}/{1}'", pipeline.Index, pipeline.DocumentId);
+
+            if (pipeline.Files.Count == 0)
+            {
+                this._log.LogWarning("Pipeline '{0}/{1}': there are no files to process, moving to next pipeline step.", pipeline.Index, pipeline.DocumentId);
+                return (true, pipeline);
+            }
+
+            foreach (DataPipeline.FileDetails uploadedFile in pipeline.Files)
+            {
+                // Track new files being generated (cannot edit originalFile.GeneratedFiles while looping it)
+                Dictionary<string, DataPipeline.GeneratedFileDetails> newFiles = new();
+
+                foreach (KeyValuePair<string, DataPipeline.GeneratedFileDetails> generatedFile in uploadedFile.GeneratedFiles)
+                {
+                    var file = generatedFile.Value;
+                    if (file.AlreadyProcessedBy(this))
+                    {
+                        this._log.LogTrace("File {0} already processed by this handler", file.Name);
+                        continue;
+                    }
+
+                    // Partition only the original text
+                    if (file.ArtifactType != DataPipeline.ArtifactTypes.ExtractedText)
+                    {
+                        this._log.LogTrace("Skipping file {0} (not original text)", file.Name);
+                        continue;
+                    }
+
+                    // Use a different partitioning strategy depending on the file type
+                    List<string> partitions;
+                    List<string> sentences;
+                    BinaryData partitionContent = await this._orchestrator.ReadFileAsync(pipeline, file.Name, cancellationToken).ConfigureAwait(false);
+
+                    // Skip empty partitions. Also: partitionContent.ToString() throws an exception if there are no bytes.
+                    if (partitionContent.ToArray().Length == 0) { continue; }
+
+                    switch (file.MimeType)
+                    {
+                        case MimeTypes.PlainText:
+                        case MimeTypes.MarkDown:
+                            {   
+                                this._log.LogDebug("Partitioning text file {0}", file.Name);
+                                string content = partitionContent.ToString();
+
+                                var kernel = _kernelService.GetKernelByAIModelID(StepName);
+                                var lines = TextChunker.SplitPlainTextLines(content, 299);
+                                var paragraphs = TextChunker.SplitPlainTextParagraphs(lines, 3000);
+                                KernelFunction jsonFun = kernel.Plugins.GetFunction("KMSPlugin", "QA");
+
+                                List<string> qaList = new List<string>();
+                                foreach (var para in paragraphs)
+                                {
+                                    var qaresult = await kernel.InvokeAsync(function: jsonFun, new KernelArguments() { ["input"] = para });
+                                    var qaListStr = qaresult.GetValue<string>().ConvertToString();
+
+                                    string pattern = @"Q\d+:.*?A\d+:.*?(?=(Q\d+:|$))";
+                                    RegexOptions options = RegexOptions.Singleline;
+
+                                    foreach (Match match in Regex.Matches(qaListStr, pattern, options))
+                                    {
+                                        qaList.Add(match.Value.Trim()); // Trim用于删除可能的首尾空格
+                                    }
+                                }
+                                sentences = qaList;
+                                partitions = qaList;        
+                                break;
+                            }
+                        default:
+                            this._log.LogWarning("File {0} cannot be partitioned, type '{1}' not supported", file.Name, file.MimeType);
+                            // Don't partition other files
+                            continue;
+                    }
+
+                    if (partitions.Count == 0) { continue; }
+
+                    this._log.LogDebug("Saving {0} file partitions", partitions.Count);
+                    for (int partitionNumber = 0; partitionNumber < partitions.Count; partitionNumber++)
+                    {
+                        // TODO: turn partitions in objects with more details, e.g. page number
+                        string text = partitions[partitionNumber];
+                        int sectionNumber = 0; // TODO: use this to store the page number (if any)
+                        BinaryData textData = new(text);
+
+                        int tokenCount = this._tokenCounter(text);
+                        this._log.LogDebug("Partition size: {0} tokens", tokenCount);
+
+                        var destFile = uploadedFile.GetPartitionFileName(partitionNumber);
+                        await this._orchestrator.WriteFileAsync(pipeline, destFile, textData, cancellationToken).ConfigureAwait(false);
+
+                        var destFileDetails = new DataPipeline.GeneratedFileDetails
+                        {
+                            Id = Guid.NewGuid().ToString("N"),
+                            ParentId = uploadedFile.Id,
+                            Name = destFile,
+                            Size = text.Length,
+                            MimeType = MimeTypes.PlainText,
+                            ArtifactType = DataPipeline.ArtifactTypes.TextPartition,
+                            PartitionNumber = partitionNumber,
+                            SectionNumber = sectionNumber,
+                            Tags = pipeline.Tags,
+                            ContentSHA256 = textData.CalculateSHA256(),
+                        };
+                        newFiles.Add(destFile, destFileDetails);
+                        destFileDetails.MarkProcessedBy(this);
+                    }
+
+                    file.MarkProcessedBy(this);
+                }
+
+                // Add new files to pipeline status
+                foreach (var file in newFiles)
+                {
+                    uploadedFile.GeneratedFiles.Add(file.Key, file.Value);
+                }
+            }
+
+            return (true, pipeline);
+        }
+    }
+}

src/AntSK.Domain/Domain/Service/ChatService.cs

@@ -1,17 +1,22 @@
 using AntSK.Domain.Common.DependencyInjection;
 using AntSK.Domain.Domain.Interface;
-using AntSK.Domain.Repositories;
-using Microsoft.SemanticKernel.Connectors.OpenAI;
-using Microsoft.SemanticKernel;
-using System.Text;
-using AntSK.Domain.Utils;
-using AntSK.Domain.Domain.Model.Dto;
+using AntSK.Domain.Domain.Model;
 using AntSK.Domain.Domain.Model.Constant;
-using DocumentFormat.OpenXml.Drawing;
-using System.Reflection.Metadata;
-using Microsoft.KernelMemory;
-using System.Collections.Generic;
+using AntSK.Domain.Domain.Model.Dto;
+using AntSK.Domain.Domain.Other.Bge;
+using AntSK.Domain.Repositories;
+using AntSK.Domain.Utils;
+using AntSK.LLM.StableDiffusion;
 using Markdig;
+using Microsoft.KernelMemory;
+using Microsoft.SemanticKernel;
+using Microsoft.SemanticKernel.Connectors.OpenAI;
+using System.Diagnostics;
+using System.Drawing;
+using System.Runtime.InteropServices;
+using System.Text;
+using System.Text.RegularExpressions;
+using ChatHistory = Microsoft.SemanticKernel.ChatCompletion.ChatHistory;
 
 namespace AntSK.Domain.Domain.Service
 {
@@ -19,7 +24,8 @@ namespace AntSK.Domain.Domain.Service
     public class ChatService(
         IKernelService _kernelService,
         IKMService _kMService,
-        IKmsDetails_Repositories _kmsDetails_Repositories
+        IKmsDetails_Repositories _kmsDetails_Repositories,
+        IAIModels_Repositories _aIModels_Repositories
         ) : IChatService
     {
         /// <summary>
@@ -29,13 +35,31 @@ namespace AntSK.Domain.Domain.Service
         /// <param name="questions"></param>
         /// <param name="history"></param>
         /// <returns></returns>
-        public async IAsyncEnumerable<StreamingKernelContent> SendChatByAppAsync(Apps app, string questions, string history)
+        public async IAsyncEnumerable<StreamingKernelContent> SendChatByAppAsync(Apps app, string questions, ChatHistory history)
         {
+
             if (string.IsNullOrEmpty(app.Prompt) || !app.Prompt.Contains("{{$input}}"))
             {
                 //如果模板为空，给默认提示词
                 app.Prompt = app.Prompt.ConvertToString() + "{{$input}}";
             }
+            KernelArguments args = new KernelArguments();
+            if (history.Count > 10)
+            {
+                app.Prompt = @"${{ConversationSummaryPlugin.SummarizeConversation $history}}" + app.Prompt;
+                args = new() {
+                { "history", string.Join("\n", history.Select(x => x.Role + ": " + x.Content)) },
+                { "input", questions }
+                };
+            }
+            else
+            {
+                args = new()
+                {
+                { "input", $"{string.Join("\n", history.Select(x => x.Role + ": " + x.Content))}{Environment.NewLine} user:{questions}" }
+                };
+            }
+
             var _kernel = _kernelService.GetKernelByApp(app);
             var temperature = app.Temperature / 100;//存的是0~100需要缩小
             OpenAIPromptExecutionSettings settings = new() { Temperature = temperature };
@@ -45,52 +69,140 @@ namespace AntSK.Domain.Domain.Service
                 settings.ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions;
             }
             var func = _kernel.CreateFunctionFromPrompt(app.Prompt, settings);
-            var chatResult = _kernel.InvokeStreamingAsync(function: func, arguments: new KernelArguments() { ["input"] = $"{history}{Environment.NewLine} user:{questions}" });
+            var chatResult = _kernel.InvokeStreamingAsync(function: func,
+                arguments: args);
             await foreach (var content in chatResult)
             {
                 yield return content;
             }
         }
 
-        public async IAsyncEnumerable<StreamingKernelContent> SendKmsByAppAsync(Apps app, string questions, string history, string filePath, List<RelevantSource> relevantSources = null)
+        public async IAsyncEnumerable<StreamingKernelContent> SendKmsByAppAsync(Apps app, string questions, ChatHistory history, string filePath, List<RelevantSource> relevantSources = null)
         {
-            var relevantSourceList = await _kMService.GetRelevantSourceList(app.KmsIdList, questions);
+            relevantSources?.Clear();
+            var relevantSourceList = await _kMService.GetRelevantSourceList(app, questions);
             var _kernel = _kernelService.GetKernelByApp(app);
             if (!string.IsNullOrWhiteSpace(filePath))
             {
-                var memory = _kMService.GetMemory(app);
-                var fileId = Guid.NewGuid().ToString();
-                var result = await memory.ImportDocumentAsync(new Microsoft.KernelMemory.Document(fileId).AddFile(filePath)
-                          .AddTag(KmsConstantcs.KmsIdTag, app.Id)
-                          , index: KmsConstantcs.KmsIndex);
+                var memory = _kMService.GetMemoryByApp(app);
 
-                var filters = new MemoryFilter().ByTag(KmsConstantcs.KmsIdTag, app.Id);
+                // 匹配GUID的正则表达式
+                string pattern = @"\b[a-fA-F0-9]{8}-[a-fA-F0-9]{4}-[a-fA-F0-9]{4}-[a-fA-F0-9]{4}-[a-fA-F0-9]{12}\b";
 
-                var searchResult = await memory.SearchAsync(questions, index: KmsConstantcs.KmsIndex, filters: [filters]);
-                relevantSourceList.AddRange(searchResult.Results.SelectMany(item => item.Partitions.Select(part => new RelevantSource()
+                // 使用正则表达式找到匹配
+                Match match = Regex.Match(filePath, pattern);
+                if (match.Success)
                 {
-                    SourceName = item.SourceName,
-                    Text = Markdown.ToHtml(part.Text),
-                    Relevance = part.Relevance
-                })));
+                    var fileId = match.Value;
+
+                    var status=await  memory.IsDocumentReadyAsync(fileId, index: KmsConstantcs.KmsIndex);
+                    if (!status)
+                    {
+                        var result = await memory.ImportDocumentAsync(new Document(fileId).AddFile(filePath)
+                                  .AddTag(KmsConstantcs.AppIdTag, app.Id)
+                                  .AddTag(KmsConstantcs.FileIdTag, fileId)
+                                  , index: KmsConstantcs.FileIndex);
+                    }
+
+                    var filters = new List<MemoryFilter>() {
+                        new MemoryFilter().ByTag(KmsConstantcs.AppIdTag, app.Id),
+                        new MemoryFilter().ByTag(KmsConstantcs.FileIdTag, fileId)
+                    };
+
+                    var searchResult = await memory.SearchAsync(questions, index: KmsConstantcs.FileIndex, filters: filters);
+                    relevantSourceList.AddRange(searchResult.Results.SelectMany(item => item.Partitions.Select(part => new RelevantSource()
+                    {
+                        SourceName = item.SourceName,
+                        Text = Markdown.ToHtml(part.Text),
+                        Relevance = part.Relevance
+                    })));
+                    app.Prompt = KmsConstantcs.KmsPrompt;
+                }
             }
 
+
             var dataMsg = new StringBuilder();
             if (relevantSourceList.Any())
             {
-                relevantSources?.AddRange(relevantSourceList);
+                if (!string.IsNullOrEmpty(app.RerankModelID))
+                {
+                    var rerankModel=_aIModels_Repositories.GetById(app.RerankModelID);
+                    BegRerankConfig.LoadModel(rerankModel.EndPoint, rerankModel.ModelName);
+                    //进行rerank
+                    foreach (var item in relevantSourceList)
+                    {
+                        List<string> rerank = new List<string>();
+                        rerank.Add(questions);
+                        rerank.Add(item.Text);
+                        item.RerankScore = BegRerankConfig.Rerank(rerank);
+                      
+                    }
+                    relevantSourceList = relevantSourceList.OrderByDescending(p => p.RerankScore).Take(app.MaxMatchesCount).ToList();
+                }
+                    
+                bool isSearch = false;
                 foreach (var item in relevantSourceList)
                 {
-                    dataMsg.AppendLine(item.ToString());
+                    if (!string.IsNullOrEmpty(app.RerankModelID))
+                    {
+                        //匹配重排后相似度
+                        if (item.RerankScore >= app.Relevance / 100)
+                        {
+                            dataMsg.AppendLine(item.ToString());
+                            isSearch = true;
+                        }
+                    }
+                    else 
+                    {
+                        //匹配相似度
+                        if (item.Relevance >= app.Relevance / 100)
+                        {
+                            dataMsg.AppendLine(item.ToString());
+                            isSearch = true;
+                        }
+                    }
                 }
 
-                KernelFunction jsonFun = _kernel.Plugins.GetFunction("KMSPlugin", "Ask");
-                var chatResult = _kernel.InvokeStreamingAsync(function: jsonFun,
-                    arguments: new KernelArguments() { ["doc"] = dataMsg, ["history"] = history, ["questions"] = questions });
-
-                await foreach (var content in chatResult)
+                //处理markdown显示
+                relevantSources?.AddRange(relevantSourceList);
+                Dictionary<string, string> fileDic = new Dictionary<string, string>();
+                foreach (var item in relevantSourceList)
                 {
-                    yield return content;
+                    if (fileDic.ContainsKey(item.SourceName))
+                    {
+                        item.SourceName = fileDic[item.SourceName];
+                    }
+                    else
+                    {
+                        var fileDetail = _kmsDetails_Repositories.GetFirst(p => p.FileGuidName == item.SourceName);
+                        if (fileDetail.IsNotNull())
+                        {
+                            string fileName = fileDetail.FileName;
+                            fileDic.Add(item.SourceName, fileName);
+                            item.SourceName = fileName;
+                        }       
+                    }
+                    item.Text = Markdown.ToHtml(item.Text);
+                }
+
+                if (isSearch)
+                {
+                    //KernelFunction jsonFun = _kernel.Plugins.GetFunction("KMSPlugin", "Ask1");
+                    var temperature = app.Temperature / 100;//存的是0~100需要缩小
+                    OpenAIPromptExecutionSettings settings = new() { Temperature = temperature };
+                    var func = _kernel.CreateFunctionFromPrompt(app.Prompt , settings);
+
+                    var chatResult = _kernel.InvokeStreamingAsync(function: func,
+                        arguments: new KernelArguments() { ["doc"] = dataMsg.ToString(), ["history"] = string.Join("\n", history.Select(x => x.Role + ": " + x.Content)), ["input"] = questions });
+
+                    await foreach (var content in chatResult)
+                    {
+                        yield return content;
+                    }
+                }
+                else
+                {
+                    yield return new StreamingTextContent(KmsConstantcs.KmsSearchNull);
                 }
             }
             else
@@ -98,5 +210,133 @@ namespace AntSK.Domain.Domain.Service
                 yield return new StreamingTextContent(KmsConstantcs.KmsSearchNull);
             }
         }
+
+
+        public async Task<string> SendImgByAppAsync(Apps app, string questions)
+        {
+            var imageModel = _aIModels_Repositories.GetFirst(p => p.Id == app.ImageModelID);
+            KernelArguments args = new() {
+                { "input", questions }
+            };
+            var _kernel = _kernelService.GetKernelByApp(app);
+            var temperature = app.Temperature / 100; //存的是0~100需要缩小
+            OpenAIPromptExecutionSettings settings = new() { Temperature = temperature };
+            var func = _kernel.CreateFunctionFromPrompt("Translate this into English:{{$input}}", settings);
+            var chatResult = await _kernel.InvokeAsync(function: func, arguments: args);
+            if (chatResult.IsNotNull())
+            {
+                //Can Load stable-diffusion library in diffenert environment
+
+                //SDHelper.LoadLibrary()
+                string versionString = string.Empty;
+                string extensionString = string.Empty;
+                if (RuntimeInformation.IsOSPlatform(OSPlatform.Windows))
+                {
+                    extensionString = ".dll";
+                }
+                else if (RuntimeInformation.IsOSPlatform(OSPlatform.Linux))
+                {
+                    extensionString = ".so";
+                }
+                else
+                {
+                    throw new InvalidOperationException("OS Platform no support");
+                }
+
+                ProcessStartInfo startInfo = new ProcessStartInfo("nvcc", "--version");
+                startInfo.RedirectStandardOutput = true;
+                startInfo.UseShellExecute = false;
+                startInfo.CreateNoWindow = true;
+                using (Process process = Process.Start(startInfo))
+                {
+                    if (process != null)
+                    {
+                        string result = process.StandardOutput.ReadToEnd();
+                        Regex regex = new Regex(@"release (\d+).[\d]");
+                        Match match = regex.Match(result);
+                        if (match.Success)
+                        {
+                            switch (match.Groups[1].Value.ToString())
+                            {
+                                case "11":
+                                    versionString = "Cuda11";
+                                    break;
+                                case "12":
+                                    versionString = "Cuda12";
+                                    break;
+                                default:
+                                    versionString = "CPU";
+                                    break;
+                            }
+                        }
+                    }
+                    else
+                    {
+                        throw new Exception("nvcc get an error");
+                    }
+                }
+
+                string libraryPath = System.IO.Path.Combine(AppDomain.CurrentDomain.BaseDirectory, "StableDiffusion", "Backend", versionString, "stable-diffusion" + extensionString);
+                NativeLibrary.TryLoad(libraryPath, out _);
+                string prompt = chatResult.GetValue<string>();
+                if (!SDHelper.IsInitialized)
+                {
+                    Structs.ModelParams modelParams = new Structs.ModelParams
+                    {
+                        ModelPath = imageModel.ModelName,
+                        RngType = Structs.RngType.CUDA_RNG,
+                        //VaePath = vaePath,
+                        //KeepVaeOnCpu = keepVaeOnCpu,
+                        //set false can get a better image, otherwise can use lower vram
+                        VaeTiling = false,
+                        //LoraModelDir = loraModelDir,
+                    };
+                    bool result = SDHelper.Initialize(modelParams);
+                }
+
+                Structs.TextToImageParams textToImageParams = new Structs.TextToImageParams
+                {
+                    Prompt = prompt,
+                    NegativePrompt = "bad quality, wrong image, worst quality",
+                    SampleMethod = (Structs.SampleMethod)Enum.Parse(typeof(Structs.SampleMethod), "EULER_A"),
+                    //the base image size in SD1.5 is 512x512
+                    Width = 512,
+                    Height = 512,
+                    NormalizeInput = true,
+                    ClipSkip = -1,
+                    CfgScale = 7,
+                    SampleSteps = 20,
+                    Seed = -1,
+                };
+                Bitmap[] outputImages = SDHelper.TextToImage(textToImageParams);
+                var base64 = ImageUtils.BitmapToBase64(outputImages[0]);
+                return base64;
+            }
+            else
+            {
+                return "";
+            }
+        }
+
+        public async Task<ChatHistory> GetChatHistory(List<Chats> MessageList)
+        {
+            ChatHistory history = new ChatHistory();
+            if (MessageList.Count > 1)
+            {
+
+                foreach (var item in MessageList)
+                {
+                    if (item.IsSend)
+                    {
+                        history.AddUserMessage(item.Context);
+                    }
+                    else
+                    {
+                        history.AddAssistantMessage(item.Context);
+                    }
+                }
+            }
+            return history;
+        }
     }
 }

src/AntSK.Domain/Domain/Service/ImportKMSService.cs

@@ -2,8 +2,12 @@
 using AntSK.Domain.Domain.Interface;
 using AntSK.Domain.Domain.Model;
 using AntSK.Domain.Domain.Model.Constant;
+using AntSK.Domain.Domain.Model.Excel;
+using AntSK.Domain.Domain.Other;
 using AntSK.Domain.Repositories;
 using Microsoft.KernelMemory;
+using Microsoft.KernelMemory.Handlers;
+using System.Text;
 
 namespace AntSK.Domain.Domain.Service
 {
@@ -20,18 +24,40 @@ namespace AntSK.Domain.Domain.Service
             try
             {
                 var km = _kmss_Repositories.GetFirst(p => p.Id == req.KmsId);
-
                 var _memory = _kMService.GetMemoryByKMS(km.Id);
                 string fileid = req.KmsDetail.Id;
+                List<string> step = new List<string>();
+                if (req.IsQA)
+                {
+                    _memory.Orchestrator.AddHandler<TextExtractionHandler>("extract_text");
+                    _memory.Orchestrator.AddHandler<QAHandler>(km.ChatModelID);
+                    _memory.Orchestrator.AddHandler<GenerateEmbeddingsHandler>("generate_embeddings");
+                    _memory.Orchestrator.AddHandler<SaveRecordsHandler>("save_memory_records");
+                    step.Add("extract_text");
+                    step.Add(km.ChatModelID);
+                    step.Add("generate_embeddings");
+                    step.Add("save_memory_records");
+                }
+
                 switch (req.ImportType)
                 {
                     case ImportType.File:
-                        //导入文件
                         {
-                            var importResult = _memory.ImportDocumentAsync(new Document(fileid)
-                          .AddFile(req.FilePath)
-                          .AddTag(KmsConstantcs.KmsIdTag, req.KmsId)
-                          , index: KmsConstantcs.KmsIndex).Result;
+                            //导入文件
+                            if (req.IsQA)
+                            {
+                                var importResult = _memory.ImportDocumentAsync(new Document(fileid)
+                                .AddFile(req.FilePath)
+                                .AddTag(KmsConstantcs.KmsIdTag, req.KmsId)
+                                ,index: KmsConstantcs.KmsIndex ,steps: step.ToArray()).Result;
+                            }
+                            else 
+                            {
+                                var importResult = _memory.ImportDocumentAsync(new Document(fileid)
+                                 .AddFile(req.FilePath)
+                                 .AddTag(KmsConstantcs.KmsIdTag, req.KmsId)
+                             , index: KmsConstantcs.KmsIndex).Result;
+                            }
                             //查询文档数量
                             var docTextList = _kMService.GetDocumentByFileID(km.Id, fileid).Result;
                             string fileGuidName = Path.GetFileName(req.FilePath);
@@ -44,8 +70,16 @@ namespace AntSK.Domain.Domain.Service
                     case ImportType.Url:
                         {
                             //导入url                  
-                            var importResult = _memory.ImportWebPageAsync(req.Url, fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
-                                 , index: KmsConstantcs.KmsIndex).Result;
+                            if (req.IsQA)
+                            {
+                                var importResult = _memory.ImportWebPageAsync(req.Url, fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
+                                , index: KmsConstantcs.KmsIndex, steps: step.ToArray()).Result;
+                            }
+                            else 
+                            {
+                                var importResult = _memory.ImportWebPageAsync(req.Url, fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
+                                , index: KmsConstantcs.KmsIndex).Result;
+                            }  
                             //查询文档数量
                             var docTextList = _kMService.GetDocumentByFileID(km.Id, fileid).Result;
                             req.KmsDetail.Url = req.Url;
@@ -55,8 +89,16 @@ namespace AntSK.Domain.Domain.Service
                     case ImportType.Text:
                         //导入文本
                         {
-                            var importResult = _memory.ImportTextAsync(req.Text, fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
-                       , index: KmsConstantcs.KmsIndex).Result;
+                            if (req.IsQA)
+                            {
+                                var importResult = _memory.ImportTextAsync(req.Text, fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
+                                , index: KmsConstantcs.KmsIndex, steps: step.ToArray()).Result;
+                            }
+                            else 
+                            {
+                                var importResult = _memory.ImportTextAsync(req.Text, fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
+                                   , index: KmsConstantcs.KmsIndex).Result;
+                            }                  
                             //查询文档数量
                             var docTextList = _kMService.GetDocumentByFileID(km.Id, fileid).Result;
                             req.KmsDetail.Url = req.Url;
@@ -64,6 +106,36 @@ namespace AntSK.Domain.Domain.Service
 
                         }
                         break;
+                    case ImportType.Excel:
+                        using (var fs = File.OpenRead(req.FilePath))
+                        {
+                            var excelList= ExeclHelper.ExcelToList<KMSExcelModel>(fs);           
+                            _memory.Orchestrator.AddHandler<TextExtractionHandler>("extract_text");
+                            _memory.Orchestrator.AddHandler<KMExcelHandler>("antsk_excel_split");
+                            _memory.Orchestrator.AddHandler<GenerateEmbeddingsHandler>("generate_embeddings");
+                            _memory.Orchestrator.AddHandler<SaveRecordsHandler>("save_memory_records");
+
+                            StringBuilder text = new StringBuilder();
+                            foreach (var item in excelList)
+                            {
+                                text.AppendLine(@$"Question:{item.Question}{Environment.NewLine}Answer:{item.Answer}{KmsConstantcs.KMExcelSplit}");                            
+                            }
+                            var importResult = _memory.ImportTextAsync(text.ToString(), fileid, new TagCollection() { { KmsConstantcs.KmsIdTag, req.KmsId } }
+                                  , index: KmsConstantcs.KmsIndex,
+                                  steps: new[]
+                                  {
+                                        "extract_text",
+                                        "antsk_excel_split",
+                                        "generate_embeddings",
+                                        "save_memory_records"
+                                  }
+                                  ).Result;
+                            req.KmsDetail.FileName = req.FileName;
+                            string fileGuidName = Path.GetFileName(req.FilePath);
+                            req.KmsDetail.FileGuidName = fileGuidName;
+                            req.KmsDetail.DataCount = excelList.Count();
+                        }                        
+                        break;
                 }
                 req.KmsDetail.Status = Model.Enum.ImportKmsStatus.Success;
                 _kmsDetails_Repositories.Update(req.KmsDetail);

src/AntSK.Domain/Domain/Service/KMService.cs

@@ -1,5 +1,6 @@
 using AntDesign;
 using AntSK.Domain.Common.DependencyInjection;
+using AntSK.Domain.Common.Embedding;
 using AntSK.Domain.Domain.Interface;
 using AntSK.Domain.Domain.Model.Constant;
 using AntSK.Domain.Domain.Model.Dto;
@@ -7,6 +8,7 @@ using AntSK.Domain.Domain.Other;
 using AntSK.Domain.Options;
 using AntSK.Domain.Repositories;
 using AntSK.Domain.Utils;
+using AntSK.OCR;
 using DocumentFormat.OpenXml.Drawing.Diagrams;
 using LLama;
 using LLamaSharp.KernelMemory;
@@ -15,6 +17,7 @@ using Microsoft.AspNetCore.Components;
 using Microsoft.Extensions.Configuration;
 using Microsoft.KernelMemory;
 using Microsoft.KernelMemory.Configuration;
+using Microsoft.KernelMemory.DataFormats;
 using Microsoft.KernelMemory.FileSystem.DevTools;
 using Microsoft.KernelMemory.MemoryStorage;
 using Microsoft.KernelMemory.MemoryStorage.DevTools;
@@ -26,7 +29,8 @@ namespace AntSK.Domain.Domain.Service
     public class KMService(
         IKmss_Repositories _kmss_Repositories,
         IAIModels_Repositories _aIModels_Repositories,
-        IMessageService? _message
+        IMessageService? _message,
+        IKernelService _kernelService
     ) : IKMService
     {
         private MemoryServerless _memory;
@@ -35,20 +39,36 @@ namespace AntSK.Domain.Domain.Service
 
         public List<UploadFileItem> FileList => _fileList;
 
-        public MemoryServerless GetMemory(Apps app)
+        public MemoryServerless GetMemoryByApp(Apps app)
         {
             var chatModel = _aIModels_Repositories.GetFirst(p => p.Id == app.ChatModelID);
             var embedModel = _aIModels_Repositories.GetFirst(p => p.Id == app.EmbeddingModelID);
             var chatHttpClient = OpenAIHttpClientHandlerUtil.GetHttpClient(chatModel.EndPoint);
             var embeddingHttpClient = OpenAIHttpClientHandlerUtil.GetHttpClient(embedModel.EndPoint);
-
-            var searchClientConfig = new SearchClientConfig
+            SearchClientConfig searchClientConfig;
+            if (string.IsNullOrEmpty(app.RerankModelID))
             {
-                MaxAskPromptSize = 2048,
-                MaxMatchesCount = 3,
-                AnswerTokens = 1000,
-                EmptyAnswer = KmsConstantcs.KmsSearchNull
-            };
+                //不重排直接取查询数
+                searchClientConfig = new SearchClientConfig
+                {
+                    MaxAskPromptSize = app.MaxAskPromptSize,
+                    MaxMatchesCount = app.MaxMatchesCount,
+                    AnswerTokens = app.AnswerTokens,
+                    EmptyAnswer = KmsConstantcs.KmsSearchNull
+                };
+            }
+            else 
+            {
+                //重排取rerank数
+                searchClientConfig = new SearchClientConfig
+                {
+                    MaxAskPromptSize = app.MaxAskPromptSize,
+                    MaxMatchesCount = app.RerankCount,
+                    AnswerTokens = app.AnswerTokens,
+                    EmptyAnswer = KmsConstantcs.KmsSearchNull
+                };
+            }
+           
 
             var memoryBuild = new KernelMemoryBuilder()
                   .WithSearchClientConfig(searchClientConfig)
@@ -70,7 +90,7 @@ namespace AntSK.Domain.Domain.Service
             return _memory;
         }
 
-        public MemoryServerless GetMemoryByKMS(string kmsID, SearchClientConfig searchClientConfig = null)
+        public MemoryServerless GetMemoryByKMS(string kmsID)
         {
             //if (_memory.IsNull())
             {
@@ -84,33 +104,35 @@ namespace AntSK.Domain.Domain.Service
                 var embeddingHttpClient = OpenAIHttpClientHandlerUtil.GetHttpClient(embedModel.EndPoint);
 
                 //搜索配置
-                if (searchClientConfig.IsNull())
-                {
-                    searchClientConfig = new SearchClientConfig
-                    {
-                        MaxAskPromptSize = 2048,
-                        MaxMatchesCount = 3,
-                        AnswerTokens = 1000,
-                        EmptyAnswer = KmsConstantcs.KmsSearchNull
-                    };
-                }
+                //if (searchClientConfig.IsNull())
+                //{
+                //    searchClientConfig = new SearchClientConfig
+                //    {
+                //        MaxAskPromptSize = 2048,
+                //        MaxMatchesCount = 3,
+                //        AnswerTokens = 1000,
+                //        EmptyAnswer = KmsConstantcs.KmsSearchNull
+                //    };
+                //}
 
                 var memoryBuild = new KernelMemoryBuilder()
-                    .WithSearchClientConfig(searchClientConfig)
+                    //.WithSearchClientConfig(searchClientConfig)
                     .WithCustomTextPartitioningOptions(new TextPartitioningOptions
                     {
                         MaxTokensPerLine = kms.MaxTokensPerLine,
                         MaxTokensPerParagraph = kms.MaxTokensPerParagraph,
                         OverlappingTokens = kms.OverlappingTokens
                     });
+                //加载OCR
+                WithOcr(memoryBuild, kms);
                 //加载会话模型
                 WithTextGenerationByAIType(memoryBuild, chatModel, chatHttpClient);
                 //加载向量模型
                 WithTextEmbeddingGenerationByAIType(memoryBuild, embedModel, embeddingHttpClient);
                 //加载向量库
                 WithMemoryDbByVectorDB(memoryBuild);
-
-                _memory = memoryBuild.Build<MemoryServerless>();
+              
+                _memory = memoryBuild.AddSingleton<IKernelService>(_kernelService).Build<MemoryServerless>();
                 return _memory;
             }
             //else {
@@ -118,6 +140,14 @@ namespace AntSK.Domain.Domain.Service
             //}
         }
 
+        private static void WithOcr(IKernelMemoryBuilder memoryBuild, Kmss kms)
+        {
+            if (kms.IsOCR == 1)
+            {
+                memoryBuild.WithCustomImageOcr(new AntSKOcrEngine());
+            }
+        }
+
         private void WithTextEmbeddingGenerationByAIType(IKernelMemoryBuilder memory, AIModels embedModel,
             HttpClient embeddingHttpClient)
         {
@@ -147,6 +177,11 @@ namespace AntSK.Domain.Domain.Service
                     var embedder = new LLamaEmbedder(weights, parameters);
                     memory.WithLLamaSharpTextEmbeddingGeneration(new LLamaSharpTextEmbeddingGenerator(embedder));
                     break;
+                case Model.Enum.AIType.BgeEmbedding:
+                    string pyDll = embedModel.EndPoint;
+                    string bgeEmbeddingModelName = embedModel.ModelName;
+                    memory.WithBgeTextEmbeddingGeneration(new HuggingfaceTextEmbeddingGenerator(pyDll,bgeEmbeddingModelName));
+                    break;
                 case Model.Enum.AIType.DashScope:
                     memory.WithDashScopeDefaults(embedModel.ModelKey);
                     break;
@@ -183,6 +218,14 @@ namespace AntSK.Domain.Domain.Service
                     var executor = new StatelessExecutor(weights, parameters);
                     memory.WithLLamaSharpTextGeneration(new LlamaSharpTextGenerator(weights, context, executor));
                     break;
+                case Model.Enum.AIType.LLamaFactory:
+
+                    memory.WithOpenAITextGeneration(new OpenAIConfig()
+                    {
+                        APIKey = "NotNull",
+                        TextModel = chatModel.ModelName
+                    }, null, chatHttpClient);
+                    break;
                 case Model.Enum.AIType.DashScope:
                     memory.WithDashScopeTextGeneration(new Cnblogs.KernelMemory.AI.DashScope.DashScopeConfig
                     {
@@ -220,6 +263,20 @@ namespace AntSK.Domain.Domain.Service
                         StorageType = FileSystemTypes.Volatile
                     });
                     break;
+                case "Qdrant":
+                    var qdrantConfig = ConnectionString.Split("|");
+                    memory.WithQdrantMemoryDb(qdrantConfig[0],qdrantConfig[1]);
+                    break;
+                case "Redis":
+                    memory.WithRedisMemoryDb(new RedisConfig()
+                    {
+                        ConnectionString = ConnectionString,
+                    });
+                    break;
+                case "AzureAISearch":
+                    var aisearchConfig = ConnectionString.Split("|");
+                    memory.WithAzureAISearchMemoryDb(aisearchConfig[0], aisearchConfig[1]);
+                    break;
             }
         }
 
@@ -234,7 +291,7 @@ namespace AntSK.Domain.Domain.Service
             {
                 foreach (var memoryDb in memoryDbs)
                 {
-                    var items = await memoryDb.GetListAsync(memoryIndex.Name, new List<MemoryFilter>() { new MemoryFilter().ByDocument(fileId) }, 100, true).ToListAsync();
+                    var items = await memoryDb.GetListAsync(memoryIndex.Name, new List<MemoryFilter>() { new MemoryFilter().ByDocument(fileId) }, 1000, true).ToListAsync();
                     docTextList.AddRange(items.Select(item => new KMFile()
                     {
                         DocumentId = item.GetDocumentId(),
@@ -249,15 +306,15 @@ namespace AntSK.Domain.Domain.Service
             return docTextList;
         }
 
-        public async Task<List<RelevantSource>> GetRelevantSourceList(string kmsIdListStr, string msg)
+        public async Task<List<RelevantSource>> GetRelevantSourceList(Apps app ,string msg)
         {
             var result = new List<RelevantSource>();
-            if (string.IsNullOrWhiteSpace(kmsIdListStr))
+            if (string.IsNullOrWhiteSpace(app.KmsIdList))
                 return result;
-            var kmsIdList = kmsIdListStr.Split(",");
+            var kmsIdList = app.KmsIdList.Split(",");
             if (!kmsIdList.Any()) return result;
 
-            var memory = GetMemoryByKMS(kmsIdList.FirstOrDefault()!);
+            var memory = GetMemoryByApp(app);
 
             var filters = kmsIdList.Select(kmsId => new MemoryFilter().ByTag(KmsConstantcs.KmsIdTag, kmsId)).ToList();
 
@@ -269,7 +326,7 @@ namespace AntSK.Domain.Domain.Service
                     result.AddRange(item.Partitions.Select(part => new RelevantSource()
                     {
                         SourceName = item.SourceName,
-                        Text = Markdown.ToHtml(part.Text),
+                        Text = part.Text,
                         Relevance = part.Relevance
                     }));
                 }
@@ -291,7 +348,10 @@ namespace AntSK.Domain.Domain.Service
                 "application/pdf",
                 "application/json",
                 "text/x-markdown",
-                "text/markdown"
+                "text/markdown",
+                "image/jpeg",
+                "image/png",
+                "image/tiff"
             };
 
             string[] exceptExts = [".md", ".pdf"];

src/AntSK.Domain/Domain/Service/KernelService.cs

@@ -18,6 +18,8 @@ using AntSK.Domain.Domain.Model.Enum;
 using AntSK.LLM.LLamaFactory;
 using System.Reflection;
 using DocumentFormat.OpenXml.Drawing;
+using Microsoft.KernelMemory;
+using OpenCvSharp.ML;
 
 namespace AntSK.Domain.Domain.Service
 {
@@ -57,7 +59,7 @@ namespace AntSK.Domain.Domain.Service
                 var chatHttpClient = OpenAIHttpClientHandlerUtil.GetHttpClient(chatModel.EndPoint);
 
                 var builder = Kernel.CreateBuilder();
-                WithTextGenerationByAIType(builder, app, chatModel, chatHttpClient);
+                WithTextGenerationByAIType(builder, chatModel, chatHttpClient);
 
                 _kernel = builder.Build();
                 RegisterPluginsWithKernel(_kernel);
@@ -69,7 +71,18 @@ namespace AntSK.Domain.Domain.Service
             //}
         }
 
-        private void WithTextGenerationByAIType(IKernelBuilder builder, Apps app, AIModels chatModel, HttpClient chatHttpClient)
+        public Kernel GetKernelByAIModelID(string modelid)
+        {
+            var chatModel = _aIModels_Repositories.GetById(modelid);
+            var chatHttpClient = OpenAIHttpClientHandlerUtil.GetHttpClient(chatModel.EndPoint);
+            var builder = Kernel.CreateBuilder();
+            WithTextGenerationByAIType(builder, chatModel, chatHttpClient);
+            _kernel = builder.Build();
+            RegisterPluginsWithKernel(_kernel);
+            return _kernel;
+        }
+
+        private void WithTextGenerationByAIType(IKernelBuilder builder,AIModels chatModel, HttpClient chatHttpClient)
         {
             switch (chatModel.AIType)
             {
@@ -96,7 +109,7 @@ namespace AntSK.Domain.Domain.Service
 
                 case Model.Enum.AIType.SparkDesk:
                     var options = new SparkDeskOptions { AppId = chatModel.EndPoint, ApiSecret = chatModel.ModelKey, ApiKey = chatModel.ModelName, ModelVersion = Sdcb.SparkDesk.ModelVersion.V3_5 };
-                    builder.Services.AddKeyedSingleton<ITextGenerationService>("spark-desk", new SparkDeskTextCompletion(options, app.Id));
+                    builder.Services.AddKeyedSingleton<ITextGenerationService>("spark-desk", new SparkDeskTextCompletion(options, chatModel.Id));
                     break;
 
                 case Model.Enum.AIType.DashScope:
@@ -162,7 +175,7 @@ namespace AntSK.Domain.Domain.Service
                                      new KernelParameterMetadata("jsonbody"){
                                       Name="json参数字符串",
                                       ParameterType=typeof(string),
-                                      Description=$"需要根据背景文档:{Environment.NewLine}{api.InputPrompt} {Environment.NewLine}提取出对应的json格式字符串，参考如下格式:{Environment.NewLine}{api.Query}"
+                                      Description=$"背景文档:{Environment.NewLine}{api.InputPrompt} {Environment.NewLine}提取出对应的json格式字符串，参考如下格式:{Environment.NewLine}{api.Query}"
                                     }
                                 };
                             functions.Add(_kernel.CreateFunctionFromMethod((string jsonbody) =>
@@ -201,7 +214,7 @@ namespace AntSK.Domain.Domain.Service
                                     new KernelParameterMetadata("jsonbody"){
                                       Name="json参数字符串",
                                       ParameterType=typeof(string),
-                                      Description=$"需要根据背景文档:{Environment.NewLine}{api.InputPrompt} {Environment.NewLine}提取出对应的json格式字符串，参考如下格式:{Environment.NewLine}{api.JsonBody}"
+                                      Description=$"背景文档:{Environment.NewLine}{api.InputPrompt} {Environment.NewLine}提取出对应的json格式字符串，参考如下格式:{Environment.NewLine}{api.JsonBody}"
                                     }
                                 };
                             functions.Add(_kernel.CreateFunctionFromMethod((string jsonBody) =>

src/AntSK.Domain/Domain/Service/LLamaFactoryService.cs

@@ -8,6 +8,7 @@ using Newtonsoft.Json;
 using System;
 using System.Collections.Generic;
 using System.Diagnostics;
+using System.Diagnostics.Tracing;
 using System.Linq;
 using System.Text;
 using System.Text.Json;
@@ -67,7 +68,9 @@ namespace AntSK.Domain.Domain.Service
                 process.BeginOutputReadLine();
                 process.BeginErrorReadLine();
                 process.WaitForExit();
+                OnLogMessageReceived("--------------------完成--------------------");
             }, TaskCreationOptions.LongRunning);
+            await cmdTask;
         }
 
         public async Task StartLLamaFactory(string modelName, string templateName)
@@ -89,9 +92,9 @@ namespace AntSK.Domain.Domain.Service
                         WorkingDirectory = Path.Combine(Path.GetDirectoryName(System.Reflection.Assembly.GetEntryAssembly().Location), "llamafactory"),
                     }
                 };
-                process.StartInfo.Environment["CUDA_VISIBLE_DEVICES"] = "0";
+                process.StartInfo.Environment["CUDA_VISIBLE_DEVICES"] = Environment.GetEnvironmentVariable("CUDA_VISIBLE_DEVICES") ?? "0";
                 process.StartInfo.Environment["API_PORT"] = "8000";
-                process.StartInfo.EnvironmentVariables["USE_MODELSCOPE_HUB"] = "1";
+                process.StartInfo.EnvironmentVariables["USE_MODELSCOPE_HUB"] = Environment.GetEnvironmentVariable("USE_MODELSCOPE_HUB") ?? "1";
                 process.OutputDataReceived += (sender, eventArgs) =>
                 {
                     Console.WriteLine($"{eventArgs.Data}");
@@ -106,7 +109,10 @@ namespace AntSK.Domain.Domain.Service
                 process.BeginOutputReadLine();
                 process.BeginErrorReadLine();
                 process.WaitForExit();
+
+                OnLogMessageReceived("--------------------完成--------------------");
             }, TaskCreationOptions.LongRunning);
+            await cmdTask;
         }
 
         private void Process_OutputDataReceived(object sender, DataReceivedEventArgs e)

src/AntSK.Domain/Options/LLamaSharpOption.cs

@@ -3,10 +3,6 @@
     public class LLamaSharpOption
     {
         public static string RunType { get; set; }
-        public static string Chat { get; set; }
-
-        public static string Embedding { get; set; }
-
         public static string FileDirectory { get; set; } = Directory.GetCurrentDirectory();
     }
 }

src/AntSK.Domain/Repositories/AI/App/Apps.cs

@@ -44,6 +44,10 @@ namespace AntSK.Domain.Repositories
         /// </summary>
         public string? EmbeddingModelID { get; set; }
 
+        public string? RerankModelID { get; set; }
+
+
+        public string? ImageModelID { get; set; }
         /// <summary>
         /// 温度
         /// </summary>
@@ -53,6 +57,7 @@ namespace AntSK.Domain.Repositories
         /// <summary>
         /// 提示词
         /// </summary>
+        [SugarColumn(ColumnDataType = "varchar(2000)")]
         public string? Prompt { get; set; }
 
         /// <summary>
@@ -76,5 +81,31 @@ namespace AntSK.Domain.Repositories
         /// API调用秘钥
         /// </summary>
         public string? SecretKey { get; set; }
+
+        /// <summary>
+        /// 相似度
+        /// </summary>
+        [SugarColumn(DefaultValue = "70")]
+        public double Relevance { get; set; } = 70f;
+
+        /// <summary>
+        /// 提问最大token数
+        /// </summary>
+        [SugarColumn(DefaultValue = "2048")]
+        public int MaxAskPromptSize { get; set; } = 2048;
+        /// <summary>
+        /// 向量匹配数
+        /// </summary>
+        [SugarColumn(DefaultValue = "3")]
+        public int MaxMatchesCount { get; set; } = 3;
+
+
+        [SugarColumn(DefaultValue = "20")]
+        public int RerankCount { get; set; } = 20;
+        /// <summary>
+        /// 回答最大token数
+        /// </summary>
+        [SugarColumn(DefaultValue = "2048")]
+        public int AnswerTokens { get; set; } = 2048;
     }
 }

src/AntSK.Domain/Repositories/AI/Chat/Chats.cs

@@ -0,0 +1,41 @@
+using AntSK.Domain.Domain.Model.Enum;
+using SqlSugar;
+using System.ComponentModel.DataAnnotations;
+
+namespace AntSK.Domain.Repositories
+{
+    [SugarTable("Chats")]
+    public partial class Chats
+    {
+        [SugarColumn(IsPrimaryKey = true)]
+        public string Id { get; set; }
+
+        /// <summary>
+        /// 用户名
+        /// </summary>
+        public string UserName { get; set; }
+        /// <summary>
+        /// 应用ID
+        /// </summary>
+        public string AppId { get; set; }
+        /// <summary>
+        /// 消息内容
+        /// </summary>
+        [SugarColumn(ColumnDataType = "varchar(4000)")]
+        public string Context { get; set; } = "";
+
+        /// <summary>
+        /// 发送是true  接收是false
+        /// </summary>
+        public bool IsSend { get; set; } = false;
+        /// <summary>
+        /// 创建事件
+        /// </summary>
+        public DateTime CreateTime { get; set; }
+
+        /// <summary>
+        /// 文件名
+        /// </summary>
+        public string? FileName { get; set; }
+    }
+}

src/AntSK.Domain/Repositories/AI/Chat/Chats_Repositories.cs

@@ -0,0 +1,11 @@
+
+using AntSK.Domain.Common.DependencyInjection;
+using AntSK.Domain.Repositories.Base;
+
+namespace AntSK.Domain.Repositories
+{
+    [ServiceDescription(typeof(IChats_Repositories), ServiceLifetime.Scoped)]
+    public class Chats_Repositories : Repository<Chats>, IChats_Repositories
+    {
+    }
+}

src/AntSK.Domain/Repositories/AI/Chat/IChats_Repositories.cs

@@ -0,0 +1,8 @@
+using AntSK.Domain.Repositories.Base;
+
+namespace AntSK.Domain.Repositories
+{
+    public interface IChats_Repositories : IRepository<Chats>
+    {
+    }
+}

src/AntSK.Domain/Repositories/AI/Kms/Kmss.cs

@@ -55,6 +55,7 @@ namespace AntSK.Domain.Repositories
         [SugarColumn(DefaultValue = "49")]
         public int OverlappingTokens { get; set; } = 49;
 
-
+        [SugarColumn(DefaultValue = "0")]
+        public int IsOCR { get; set; } = 0;
     }
 }

src/AntSK.Domain/Utils/ConvertUtils.cs

@@ -250,5 +250,16 @@ namespace AntSK.Domain.Utils
 
             return nameValueCollection.ToString();
         }
+
+        /// <summary>
+        /// 忽略大小写匹配
+        /// </summary>
+        /// <param name="s"></param>
+        /// <param name="value"></param>
+        /// <returns></returns>
+        public static bool ComparisonIgnoreCase(this string s, string value)
+        {
+            return s.Equals(value, StringComparison.OrdinalIgnoreCase);
+        }
     }
 }

src/AntSK.Domain/Utils/ImageUtils.cs

@@ -0,0 +1,39 @@
+using System;
+using System.Collections.Generic;
+using System.Drawing.Imaging;
+using System.Drawing;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Utils
+{
+    public class ImageUtils
+    {
+        public static string BitmapToBase64(Bitmap bitmap)
+        {
+            using (MemoryStream memoryStream = new MemoryStream())
+            {
+                // 保存为JPEG格式，也可以选择Png，Gif等等
+                bitmap.Save(memoryStream, ImageFormat.Jpeg);
+
+                // 获取内存流的字节数组
+                byte[] imageBytes = memoryStream.ToArray();
+
+                // 将字节转换为Base64字符串
+                string base64String = Convert.ToBase64String(imageBytes);
+                return base64String;
+            }
+        }
+        public static List<string> BitmapListToBase64(Bitmap[] bitmaps)
+        {
+            List<string> base64Strings = new List<string>();
+
+            foreach (Bitmap bitmap in bitmaps)
+            {
+                base64Strings.Add(BitmapToBase64(bitmap));
+            }
+            return base64Strings;
+        }
+    }
+}

src/AntSK.LLamaFactory/llamafactory/api_start.py

@@ -1,27 +0,0 @@
-import subprocess
-import shlex
-import os
-class Start(object):
-
-    def __init__(self,model_name_or_path):
-        self.model_name_or_path=model_name_or_path
-
-    def StartCommand(self):
-        os.environ['CUDA_VISIBLE_DEVICES'] = '0'
-        os.environ['API_PORT'] = '8000'
-        # 构建要执行的命令
-        command = (
-            'python api_demo.py'
-            ' --model_name_or_path E:/model/Qwen1.5-0.5B-Chat_back'
-            ' --template default '
-        )
-
-        # 使用shlex.split()去安全地分割命令字符串
-        command = shlex.split(command)
-
-        # 执行命令
-        subprocess.run(command, shell=True)
-
-if __name__ == "__main__":
-    star= Start('model_name_or_path')
-    star.StartCommand()

src/AntSK.LLamaFactory/llamafactory/cli_demo.py

@@ -1,49 +0,0 @@
-from llmtuner import ChatModel
-from llmtuner.extras.misc import torch_gc
-
-
-try:
-    import platform
-
-    if platform.system() != "Windows":
-        import readline  # noqa: F401
-except ImportError:
-    print("Install `readline` for a better experience.")
-
-
-def main():
-    chat_model = ChatModel()
-    messages = []
-    print("Welcome to the CLI application, use `clear` to remove the history, use `exit` to exit the application.")
-
-    while True:
-        try:
-            query = input("\nUser: ")
-        except UnicodeDecodeError:
-            print("Detected decoding error at the inputs, please set the terminal encoding to utf-8.")
-            continue
-        except Exception:
-            raise
-
-        if query.strip() == "exit":
-            break
-
-        if query.strip() == "clear":
-            messages = []
-            torch_gc()
-            print("History has been removed.")
-            continue
-
-        messages.append({"role": "user", "content": query})
-        print("Assistant: ", end="", flush=True)
-
-        response = ""
-        for new_text in chat_model.stream_chat(messages):
-            print(new_text, end="", flush=True)
-            response += new_text
-        print()
-        messages.append({"role": "assistant", "content": response})
-
-
-if __name__ == "__main__":
-    main()

src/AntSK.LLamaFactory/llamafactory/evaluate.py

@@ -1,10 +0,0 @@
-from llmtuner import Evaluator
-
-
-def main():
-    evaluator = Evaluator()
-    evaluator.eval()
-
-
-if __name__ == "__main__":
-    main()

src/AntSK.LLamaFactory/llamafactory/export_model.py

@@ -1,9 +0,0 @@
-from llmtuner import export_model
-
-
-def main():
-    export_model()
-
-
-if __name__ == "__main__":
-    main()

src/AntSK.LLamaFactory/llamafactory/train_bash.py

@@ -1,14 +0,0 @@
-from llmtuner import run_exp
-
-
-def main():
-    run_exp()
-
-
-def _mp_fn(index):
-    # For xla_spawn (TPUs)
-    main()
-
-
-if __name__ == "__main__":
-    main()

src/AntSK.LLamaFactory/llamafactory/train_web.py

@@ -1,11 +0,0 @@
-from llmtuner import create_ui
-
-
-def main():
-    demo = create_ui()
-    demo.queue()
-    demo.launch(server_name="0.0.0.0", share=False, inbrowser=True)
-
-
-if __name__ == "__main__":
-    main()

src/AntSK.LLamaFactory/llamafactory/web_demo.py

@@ -1,11 +0,0 @@
-from llmtuner import create_web_demo
-
-
-def main():
-    demo = create_web_demo()
-    demo.queue()
-    demo.launch(server_name="0.0.0.0", share=False, inbrowser=True)
-
-
-if __name__ == "__main__":
-    main()

src/AntSK.LLamaFactory/requirements.txt

@@ -1,4 +1,4 @@
-torch>=1.13.1
+torch>=1.13.1  --index-url https://download.pytorch.org/whl/cu121
 transformers>=4.37.2
 datasets>=2.14.3
 accelerate>=0.27.2
@@ -16,3 +16,6 @@ sse-starlette
 matplotlib
 fire
 modelscope
+langchain-community
+sentence_transformers
+FlagEmbedding

src/AntSK.OCR/AntSK.OCR.csproj

@@ -0,0 +1,19 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <TargetFramework>net8.0</TargetFramework>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+  </PropertyGroup>
+  <ItemGroup>
+    <PackageReference Include="Microsoft.KernelMemory.Core" Version="$(KMVersion)" />
+    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.9.0.20240103" />
+    <PackageReference Include="Sdcb.OpenCvSharp4.mini.runtime.debian.12-x64" Version="4.8.0.20231125" />
+    <PackageReference Include="Sdcb.OpenVINO" Version="0.6.4" />
+    <PackageReference Include="Sdcb.OpenVINO.PaddleOCR.Models.Online" Version="0.6.2" />
+    <PackageReference Include="Sdcb.OpenVINO.PaddleOCR" Version="0.6.3" />
+    <PackageReference Include="Sdcb.OpenVINO.runtime.ubuntu.22.04-x64" Version="2024.0.0" />
+    <PackageReference Include="Sdcb.OpenVINO.runtime.win-x64" Version="2024.0.0" />
+    
+  </ItemGroup>
+</Project>

src/AntSK.OCR/AntSKOcrEngine.cs

@@ -0,0 +1,56 @@
+using Microsoft.KernelMemory.DataFormats;
+using Sdcb.OpenVINO.PaddleOCR;
+using Sdcb.OpenVINO.PaddleOCR.Models.Online;
+using Sdcb.OpenVINO.PaddleOCR.Models;
+using OpenCvSharp;
+
+namespace AntSK.OCR
+{
+    /// <summary>
+    /// OCR
+    /// </summary>
+    public class AntSKOcrEngine : IOcrEngine
+    {
+        FullOcrModel model;
+        public Task<string> ExtractTextFromImageAsync(Stream imageContent, CancellationToken cancellationToken = default)
+        {
+            try
+            {
+                if (model == null)
+                {
+                    model = OnlineFullModels.ChineseV4.DownloadAsync().Result;
+                }
+                using (PaddleOcrAll all = new(model)
+                {
+                    AllowRotateDetection = true,
+                    Enable180Classification = true,
+                })
+                {
+                    Mat src = Cv2.ImDecode(StreamToByte(imageContent), ImreadModes.Color);
+                    PaddleOcrResult result = all.Run(src);
+                    return Task.FromResult(result.Text);
+                }
+            }
+            catch (Exception ex)
+            {
+                Console.WriteLine(ex.Message);
+                return Task.FromResult("");
+            }
+        }
+
+        private byte[] StreamToByte(Stream stream)
+        {
+            using (var memoryStream = new MemoryStream())
+            {
+                byte[] buffer = new byte[1024]; //自定义大小，例如 1024
+                int bytesRead;
+                while ((bytesRead = stream.Read(buffer, 0, buffer.Length)) > 0)
+                {
+                    memoryStream.Write(buffer, 0, bytesRead);
+                }
+                byte[] bytes = memoryStream.ToArray();
+                return bytes;
+            }
+        }
+    }
+}

src/AntSK.OCR/Directory.Build.props

@@ -0,0 +1,8 @@
+<Project>
+  <!-- See https://aka.ms/dotnet/msbuild/customize for more details on customizing your build -->
+  <PropertyGroup>
+
+    <KMVersion>0.36.240416.1</KMVersion>
+    <LLamaSharpVersion>0.11.2</LLamaSharpVersion>
+  </PropertyGroup>
+</Project>

src/AntSK.sln

@@ -12,6 +12,7 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Docker", "Docker", "{9F2E19
 		..\docker-compose.simple.yml = ..\docker-compose.simple.yml
 		..\docker-compose.yml = ..\docker-compose.yml
 		..\Dockerfile = ..\Dockerfile
+		..\Dockerfile-py = ..\Dockerfile-py
 	EndProjectSection
 EndProject
 Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "MiddleWare", "MiddleWare", "{40DDB1DC-571B-4A95-9F34-47F52981C511}"
@@ -22,7 +23,9 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AntSK.LLM", "AntSk.LLM\AntS
 EndProject
 Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AntSK.Test", "AntSK.Test\AntSK.Test.csproj", "{6AD71410-127F-4C83-95A8-F699C39B44FF}"
 EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "AntSK.LLamaFactory", "AntSK.LLamaFactory\AntSK.LLamaFactory.csproj", "{664DFA1F-68B7-49C7-B889-FA14D1756D3D}"
+Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AntSK.LLamaFactory", "AntSK.LLamaFactory\AntSK.LLamaFactory.csproj", "{664DFA1F-68B7-49C7-B889-FA14D1756D3D}"
+EndProject
+Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AntSK.OCR", "AntSK.OCR\AntSK.OCR.csproj", "{6195F7AA-18C2-4372-85CA-11FC4B522686}"
 EndProject
 Global
 	GlobalSection(SolutionConfigurationPlatforms) = preSolution
@@ -54,6 +57,10 @@ Global
 		{664DFA1F-68B7-49C7-B889-FA14D1756D3D}.Debug|Any CPU.Build.0 = Debug|Any CPU
 		{664DFA1F-68B7-49C7-B889-FA14D1756D3D}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{664DFA1F-68B7-49C7-B889-FA14D1756D3D}.Release|Any CPU.Build.0 = Release|Any CPU
+		{6195F7AA-18C2-4372-85CA-11FC4B522686}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{6195F7AA-18C2-4372-85CA-11FC4B522686}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{6195F7AA-18C2-4372-85CA-11FC4B522686}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{6195F7AA-18C2-4372-85CA-11FC4B522686}.Release|Any CPU.Build.0 = Release|Any CPU
 	EndGlobalSection
 	GlobalSection(SolutionProperties) = preSolution
 		HideSolutionNode = FALSE

src/AntSK/AntSK.csproj

@@ -7,14 +7,19 @@
     <DocumentationFile>AntSK.xml</DocumentationFile>
     <NoWarn>CA1050,CA1707,CA2007,VSTHRD111,CS1591,RCS1110,CA5394,SKEXP0001,SKEXP0002,SKEXP0003,SKEXP0004,SKEXP0010,SKEXP0011,,SKEXP0012,SKEXP0020,SKEXP0021,SKEXP0022,SKEXP0023,SKEXP0024,SKEXP0025,SKEXP0026,SKEXP0027,SKEXP0028,SKEXP0029,SKEXP0030,SKEXP0031,SKEXP0032,SKEXP0040,SKEXP0041,SKEXP0042,SKEXP0050,SKEXP0051,SKEXP0052,SKEXP0053,SKEXP0054,SKEXP0055,SKEXP0060,SKEXP0061,SKEXP0101,SKEXP0102</NoWarn>
   </PropertyGroup>
-  <ItemGroup>
 
-    
+  <ItemGroup>
+    <Compile Remove="llamafactory\**" />
+    <Content Remove="llamafactory\**" />
+    <EmbeddedResource Remove="llamafactory\**" />
+    <None Remove="llamafactory\**" />
+  </ItemGroup>
+  <ItemGroup>
     <PackageReference Include="Microsoft.AspNetCore.Authorization" Version="8.0.2" />
     <PackageReference Include="Microsoft.AspNetCore.Components.Authorization" Version="8.0.2" />
     <PackageReference Include="Microsoft.AspNetCore.Components.WebAssembly.Authentication" Version="8.0.2" />
     <PackageReference Include="System.Net.Http.Json" Version="8.0.0" />
-	<PackageReference Include="Downloader" Version="3.0.6" />
+    <PackageReference Include="Downloader" Version="3.0.6" />
   </ItemGroup>
 
   <ItemGroup>
@@ -22,11 +27,8 @@
   </ItemGroup>
 
   <ItemGroup>
-    <None Update="plugins\KMSPlugin\Ask1\skprompt.txt">
+    <None Update="plugins\**">
       <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
-    </None>
-    <None Update="plugins\KMSPlugin\Ask\skprompt.txt">
-      <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
-    </None>
+    </None>  
   </ItemGroup>
 </Project>

src/AntSK/Components/GlobalHeader/RightContent.razor

@@ -3,7 +3,7 @@
 @inherits AntDomComponentBase
 
 <Space Class="@ClassMapper.Class" Size="@("26")">
-    <Image Src="http://img.shields.io/github/stars/aidotnet/antsk?style=social" Width="88px" Height="20px;"></Image>
+    <button class="github_btn" onclick="window.open('https://github.com/AIDotNet/AntSK')"></button>
     <SpaceItem Style="margin-left:20px;">
         <AvatarDropdown Name="@context.Identity.Name"
                         Avatar="@_currentUser.Avatar"
@@ -12,3 +12,14 @@
 
     </SpaceItem>
 </Space>
+
+<style>
+    .github_btn
+    {
+        cursor:pointer;
+        border:none;
+        background-image: url('http://img.shields.io/github/stars/aidotnet/antsk?style=social');
+        width:88px;
+        height:20px;
+    }
+</style>

src/AntSK/Controllers/FileController.cs

@@ -1,4 +1,6 @@
-using AntSK.Domain.Options;
+using AntSK.Domain;
+using AntSK.Domain.Domain.Model.Excel;
+using AntSK.Domain.Options;
 using Microsoft.AspNetCore.Mvc;
 
 namespace AntSK.Controllers
@@ -41,5 +43,17 @@ namespace AntSK.Controllers
 
             return Ok(uploads);
         }
+
+        /// <summary>
+        /// 下载模板
+        /// </summary>
+        /// <returns></returns>
+        [HttpGet]
+        public async Task<IActionResult> DownExcelTemplate()
+        {
+            var list = new List<KMSExcelModel>();
+            var file = ExeclHelper.ListToExcel<KMSExcelModel>(list.ToArray(), "AntSK导入模板");
+            return File(file, "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet", "AntSK导入模板.xlsx");
+        }
     }
 }

src/AntSK/Controllers/InitController.cs

@@ -1,35 +0,0 @@
-using AntSK.Domain.Repositories;
-using Microsoft.AspNetCore.Mvc;
-
-namespace AntSK.Controllers
-{
-    [Route("api/[controller]/[action]")]
-    [ApiController]
-    public class InitController : ControllerBase
-    {
-        private readonly IApps_Repositories _repository;
-
-        public InitController(IApps_Repositories repository)
-        {
-            _repository = repository;
-        }
-        /// <summary>
-        /// 初始化DB 和表
-        /// </summary>
-        /// <returns></returns>
-        [HttpPost]
-        public IActionResult InitTable()
-        {
-            _repository.GetDB().DbMaintenance.CreateDatabase();
-            _repository.GetDB().CodeFirst.InitTables(typeof(Apps));
-            _repository.GetDB().CodeFirst.InitTables(typeof(Kmss));
-            _repository.GetDB().CodeFirst.InitTables(typeof(KmsDetails));
-            _repository.GetDB().CodeFirst.InitTables(typeof(Users));
-            _repository.GetDB().CodeFirst.InitTables(typeof(Apis));
-            _repository.GetDB().CodeFirst.InitTables(typeof(AIModels));
-            //创建vector插件如果数据库没有则需要提供支持向量的数据库
-            _repository.GetDB().Ado.ExecuteCommandAsync($"CREATE EXTENSION IF NOT EXISTS vector;");
-            return Ok();
-        }
-    }
-}

src/AntSK/Controllers/KMSController.cs

@@ -1,10 +1,17 @@
-using AntSK.BackgroundTask;
+using AntDesign;
+using AntSK.BackgroundTask;
 using AntSK.Domain.Common.Map;
 using AntSK.Domain.Domain.Interface;
 using AntSK.Domain.Domain.Model;
 using AntSK.Domain.Domain.Model.Enum;
+using AntSK.Domain.Domain.Service;
 using AntSK.Domain.Repositories;
+using AntSK.Domain.Utils;
+using Microsoft.AspNetCore.Components.Forms;
 using Microsoft.AspNetCore.Mvc;
+using Microsoft.SemanticKernel;
+using Microsoft.SemanticKernel.Text;
+using System.Text.RegularExpressions;
 
 namespace AntSK.Controllers
 {
@@ -17,14 +24,17 @@ namespace AntSK.Controllers
     {
         private readonly IKmsDetails_Repositories _kmsDetailsRepositories;
         private readonly BackgroundTaskBroker<ImportKMSTaskReq> _taskBroker;
+        private readonly IKernelService _kernelService;
 
         public KMSController(
             IKmsDetails_Repositories kmsDetailsRepositories,
-            BackgroundTaskBroker<ImportKMSTaskReq> taskBroker
+            BackgroundTaskBroker<ImportKMSTaskReq> taskBroker,
+            IKernelService kernelService
         )
         {
             _kmsDetailsRepositories = kmsDetailsRepositories;
             _taskBroker = taskBroker;
+            _kernelService = kernelService;
         }
 
         /// <summary>
@@ -35,7 +45,6 @@ namespace AntSK.Controllers
         [HttpPost]
         public async Task<IActionResult> ImportKMSTask(ImportKMSTaskDTO model)
         {
-            Console.WriteLine("api/kms/ImportKMSTask  开始");
             ImportKMSTaskReq req = model.ToDTO<ImportKMSTaskReq>();
             KmsDetails detail = new KmsDetails()
             {
@@ -48,9 +57,34 @@ namespace AntSK.Controllers
 
             await _kmsDetailsRepositories.InsertAsync(detail);
             req.KmsDetail = detail;
+            req.IsQA=model.IsQA;
             _taskBroker.QueueWorkItem(req);
-            Console.WriteLine("api/kms/ImportKMSTask  结束");
             return Ok();
         }
+
+        [HttpPost]
+        public async Task<IActionResult> QA(QAModel model)
+        {
+            var kernel = _kernelService.GetKernelByAIModelID(model.ChatModelId);
+            var lines = TextChunker.SplitPlainTextLines(model.Context, 299);
+            var paragraphs = TextChunker.SplitPlainTextParagraphs(lines, 4000);
+            KernelFunction jsonFun = kernel.Plugins.GetFunction("KMSPlugin", "QA");
+
+            List<string> qaList = new List<string>();
+            foreach (var para in paragraphs)
+            {
+                var qaresult = await kernel.InvokeAsync(function: jsonFun, new KernelArguments() { ["input"] = para });
+                var qaListStr = qaresult.GetValue<string>().ConvertToString();
+
+                string pattern = @"Q\d+:.*?A\d+:.*?(?=(Q\d+:|$))";
+                RegexOptions options = RegexOptions.Singleline;
+
+                foreach (Match match in Regex.Matches(qaListStr, pattern, options))
+                {
+                    qaList.Add(match.Value.Trim()); // Trim用于删除可能的首尾空格
+                }
+            }
+            return Ok(qaList);
+        }
     }
 }

src/AntSK/Controllers/LLamaSharpController.cs

@@ -1,45 +0,0 @@
-using AntSK.Domain.Domain.Model.Dto.OpenAPI;
-using AntSK.Services.LLamaSharp;
-using Microsoft.AspNetCore.Mvc;
-
-namespace AntSK.Controllers
-{
-    [ApiController]
-    public class LLamaSharpController(ILLamaSharpService _lLamaSharpService) : ControllerBase
-    {
-        /// <summary>
-        /// 本地会话接口
-        /// </summary>
-        /// <returns></returns>
-        [HttpPost]
-        [Route("llama/v1/chat/completions")]
-        public async Task chat(OpenAIModel model)
-        {
-            Console.WriteLine("开始：llama/v1/chat/completions");
-            if (model.stream)
-            {
-                await _lLamaSharpService.ChatStream(model, HttpContext);
-            }
-            else
-            {
-                await _lLamaSharpService.Chat(model, HttpContext);
-            }
-            Console.WriteLine("结束：llama/v1/chat/completions");
-        }
-
-        /// <summary>
-        /// 本地嵌入接口
-        /// </summary>
-        /// <param name="model"></param>
-        /// <returns></returns>
-        [HttpPost]
-        [Route("llama/v1/embeddings")]
-        public async Task embedding(OpenAIEmbeddingModel model)
-        {
-            Console.WriteLine("开始：llama/v1/embeddings");
-            await _lLamaSharpService.Embedding(model, HttpContext);
-            Console.WriteLine("结束：llama/v1/embeddings");
-
-        }
-    }
-}

src/AntSK/Layouts/BasicLayout.razor

@@ -8,7 +8,7 @@
 @inject INotificationService _notice
 @inherits LayoutComponentBase
 
-<AntDesign.ProLayout.BasicLayout Logo="@("https://gw.alipayobjects.com/zos/rmsportal/KDpgvguMpGfqaHPjicRK.svg")"
+<AntDesign.ProLayout.BasicLayout Logo="@("/assets/logo.svg")"
                                  MenuData="_menuData">
     <RightContentRender>
         <AntSK.Components.RightContent />
@@ -95,7 +95,7 @@
         {
             Key = "许泽宇的技术分享",
             Title = "许泽宇的技术分享",
-            Href = "http://studiogpt.cn/",
+            Href = "./assets/gzh.jpg",
             BlankTarget = true,
         },
         new LinkItem

src/AntSK/Layouts/UserLayout.razor

@@ -29,7 +29,7 @@
         {
             Key = "许泽宇的技术分享",
             Title = "许泽宇的技术分享",
-            Href = "http://studiogpt.cn/",
+            Href = "./assets/gzh.jpg",
             BlankTarget = true,
         },
         new LinkItem

src/AntSK/Pages/AppPage/AddApp.razor

@@ -24,45 +24,58 @@
                     <IconPicker @bind-Value="@context.Icon"></IconPicker>
                 </FormItem>
                 <FormItem Label="类型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <RadioGroup @bind-Value="context.Type">
+                    <RadioGroup @bind-Value="context.Type" OnChange="OnAppTypeChange" TValue="string">
                         <Radio RadioButton Value="@AppType.chat.ToString()">会话应用</Radio>
-                         <Radio RadioButton Value="@AppType.kms.ToString()">知识库</Radio>
-                     </RadioGroup>
-                 </FormItem>
-                 <FormItem Label="描述" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                     <Input Placeholder="请输入描述" @bind-Value="@context.Describe" />
-                 </FormItem>
+                        <Radio RadioButton Value="@AppType.kms.ToString()">知识库</Radio>
+                        <Radio RadioButton Value="@AppType.img.ToString()">做图应用</Radio>
+                    </RadioGroup>
+                </FormItem>
+                <FormItem Label="描述" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                    <Input Placeholder="请输入描述" @bind-Value="@context.Describe" />
+                </FormItem>
 
-                 <FormItem Label="会话模型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                     <Select DataSource="@_chatList"
-                             @bind-Value="@context.ChatModelID"
-                             ValueProperty="c=>c.Id"
-                             LabelProperty="c=>'【'+c.AIType.ToString()+'】'+c.ModelDescription">
-                     </Select>
-                     <Button Type="@ButtonType.Link" OnClick="NavigateModelList">去创建</Button>
-                 </FormItem>
-                <FormItem Label="Embedding模型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <Select DataSource="@_embedignList"
-                            @bind-Value="@context.EmbeddingModelID"
+                <FormItem Label="会话模型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                    <Select DataSource="@_chatList"
+                            @bind-Value="@context.ChatModelID"
                             ValueProperty="c=>c.Id"
                             LabelProperty="c=>'【'+c.AIType.ToString()+'】'+c.ModelDescription">
                     </Select>
                     <Button Type="@ButtonType.Link" OnClick="NavigateModelList">去创建</Button>
                 </FormItem>
-                 @if (@context.Type == AppType.chat.ToString())
+                @if (@context.Type != AppType.img.ToString())
                 {
-
+                    <FormItem Label="向量模型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <Select DataSource="@_embedingList"
+                                @bind-Value="@context.EmbeddingModelID"
+                                ValueProperty="c=>c.Id"
+                                LabelProperty="c=>'【'+c.AIType.ToString()+'】'+c.ModelDescription">
+                        </Select>
+                        <Button Type="@ButtonType.Link" OnClick="NavigateModelList">去创建</Button>
+                    </FormItem>
                     <FormItem Label="提示词" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
                         <TextArea MinRows="4" Placeholder="请输入提示词,用户输入使用{{$input}} 来做占位符" @bind-Value="@context.Prompt" />
                     </FormItem>
-
                     <FormItem Label="温度系数" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
                         <span>更确定</span>
                         <Slider TValue="double" Style="display: inline-block;width: 300px; " Min="0" Max="100" DefaultValue="70" @bind-Value="@context.Temperature" />
                         <span>更发散</span>
                     </FormItem>
-                  
-                    <FormItem Label="API插件列表" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">                      
+                }
+
+                else              
+                {
+                    <FormItem Label="图片模型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <Select DataSource="@_imageList"
+                                @bind-Value="@context.ImageModelID"
+                                ValueProperty="c=>c.Id"
+                                LabelProperty="c=>'【'+c.AIType.ToString()+'】'+c.ModelDescription">
+                        </Select>
+                        <Button Type="@ButtonType.Link" OnClick="NavigateModelList">去创建</Button>
+                    </FormItem>
+                }
+                @if (@context.Type == AppType.chat.ToString())
+                {
+                    <FormItem Label="API插件列表" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
                         <Select Mode="multiple"
                                 @bind-Values="apiIds"
                                 Placeholder="选择API插件, 选择后会开启自动调用"
@@ -110,6 +123,30 @@
                                 }
                             </SelectOptions>
                         </Select>
+                        <Button Type="@ButtonType.Link" OnClick="NavigateKmsList">去创建</Button>
+                    </FormItem>
+                    <FormItem Label="Rerank重排模型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <Select DataSource="@_rerankList"
+                                @bind-Value="@context.RerankModelID"
+                                ValueProperty="c=>c.Id"
+                                LabelProperty="c=>'【'+c.AIType.ToString()+'】'+c.ModelDescription">
+                        </Select>
+                        <Button Type="@ButtonType.Link" OnClick="NavigateModelList">去创建</Button>
+                    </FormItem>
+                    <FormItem Label="Rerank数" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <AntDesign.InputNumber @bind-Value="context.RerankCount" PlaceHolder="Rerank数"></AntDesign.InputNumber>
+                    </FormItem>
+                    <FormItem Label="提问最大token数" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <AntDesign.InputNumber @bind-Value="context.MaxAskPromptSize" PlaceHolder="提问最大token数"></AntDesign.InputNumber>
+                    </FormItem>              
+                    <FormItem Label="回答最大token数" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <AntDesign.InputNumber @bind-Value="context.AnswerTokens" PlaceHolder="回答最大token数"></AntDesign.InputNumber>
+                    </FormItem>
+                    <FormItem Label="向量匹配数" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <AntDesign.InputNumber @bind-Value="context.MaxMatchesCount" PlaceHolder="向量匹配数"></AntDesign.InputNumber>
+                    </FormItem>
+                    <FormItem Label="最低相似度（%）" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                        <Slider TValue="double" Style="display: inline-block;width: 300px; " Min="0" Max="100" DefaultValue="70" @bind-Value="@context.Relevance" />
                     </FormItem>
                 }
                 <FormItem Label=" " Style="margin-top:32px" WrapperCol="LayoutModel._submitFormLayout.WrapperCol">

src/AntSK/Pages/AppPage/AddApp.razor.cs

@@ -1,4 +1,5 @@
 using AntDesign;
+using AntSK.Domain.Domain.Model.Constant;
 using AntSK.Domain.Domain.Model.Enum;
 using AntSK.Domain.Domain.Service;
 using AntSK.Domain.Repositories;
@@ -45,7 +46,9 @@ namespace AntSK.Pages.AppPage
         public Dictionary<string, string> _funList = new Dictionary<string, string>();
 
         private List<AIModels> _chatList;
-        private List<AIModels> _embedignList;
+        private List<AIModels> _embedingList;
+        private List<AIModels> _rerankList;
+        private List<AIModels> _imageList;
         protected override async Task OnInitializedAsync()
         {
             await base.OnInitializedAsync();
@@ -53,7 +56,9 @@ namespace AntSK.Pages.AppPage
             _apiList = _apis_Repositories.GetList();
             var models=_aimodels_Repositories.GetList();
             _chatList = models.Where(p => p.AIModelType == AIModelType.Chat).ToList();
-            _embedignList = models.Where(p => p.AIModelType == AIModelType.Embedding).ToList();
+            _embedingList = models.Where(p => p.AIModelType == AIModelType.Embedding).ToList();
+            _rerankList = models.Where(p => p.AIModelType == AIModelType.Rerank).ToList();
+            _imageList = models.Where(p => p.AIModelType == AIModelType.Image).ToList();
 
             _functionService.SearchMarkedMethods();
             foreach (var func in _functionService.Functions)
@@ -87,7 +92,14 @@ namespace AntSK.Pages.AppPage
                 }
                 _appModel.KmsIdList = string.Join(",", kmsIds);
             }
-
+            if (_appModel.Type == AppType.kms.ToString())
+            {
+                if (string.IsNullOrEmpty(_appModel.Prompt)|| !_appModel.Prompt.Contains("{{$doc}}") || !_appModel.Prompt.Contains("{{$input}}"))
+                {
+                    _ = Message.Error("知识库提示词必须包含 {{$doc}} 和 {{$input}}", 2);
+                    return;
+                }
+            }
             if (apiIds.IsNotNull())
             {
                 _appModel.ApiFunctionList = string.Join(",", apiIds);
@@ -97,7 +109,7 @@ namespace AntSK.Pages.AppPage
 
                 _appModel.NativeFunctionList = string.Join(",", funIds);
             }
-
+ 
             if (string.IsNullOrEmpty(AppId))
             {
                 //新增
@@ -131,7 +143,26 @@ namespace AntSK.Pages.AppPage
 
         private void NavigateModelList()
         {
-            NavigationManager.NavigateTo("/setting/modellist");
+            NavigationManager.NavigateTo("/modelmanager/modellist");
+        }
+
+        private void NavigateKmsList()
+        {
+            NavigationManager.NavigateTo("/KmsList");
+        }
+
+
+        private void OnAppTypeChange(string value)
+        {
+            if (value == AppType.kms.ToString() && string.IsNullOrEmpty( _appModel.Prompt))
+            {
+                _appModel.Prompt = KmsConstantcs.KmsPrompt;
+            }
+
+            if (value == AppType.chat.ToString())
+            {
+                _appModel.Prompt = "";
+            }
         }
     }
 

src/AntSK/Pages/AppPage/AppList.razor

@@ -58,6 +58,10 @@
                                         <Tag Color="@PresetColor.Green.ToString()">知识库</Tag>
                                         
                                     }
+                                    else if (context.Type == AppType.img.ToString())
+                                    {
+                                        <Tag Color="@PresetColor.Red.ToString()">做图应用</Tag>
+                                    }
                                 </DescriptionTemplate>
                             </CardMeta>
                         </Card>

src/AntSK/Pages/AppPage/AppOpen.razor.cs

@@ -58,7 +58,13 @@ namespace AntSK.Pages.AppPage
 
         private void GetDesc()
         {
-            _desc = @$"为了方便其他应用对接，接口符合openai规范，省略了温度TopP等参数。{Environment.NewLine}BaseUrl:{Environment.NewLine}{_openApiUrl} {Environment.NewLine}headers:{Environment.NewLine}Authorization:Bearer ""{_appModel.SecretKey}"" {Environment.NewLine}Body:  {Environment.NewLine}{JsonConvert.SerializeObject(new OpenAIModel() { messages = new List<OpenAIMessage>() { new OpenAIMessage() { role = "user", content = "你好，你是谁" } } }, Formatting.Indented)}";
+            _desc = @$"为了方便其他应用对接，接口符合openai规范，省略了温度TopP等参数。
+BaseUrl:
+{_openApiUrl}
+headers:
+Authorization:Bearer {_appModel.SecretKey}
+Body: 
+{JsonConvert.SerializeObject(new OpenAIModel() { messages = new List<OpenAIMessage>() { new OpenAIMessage() { role = "user", content = "你好，你是谁" } } }, Formatting.Indented)}";
         }
 
         private void GetScript()

src/AntSK/Pages/ChatPage/Chat.razor

@@ -2,98 +2,35 @@
 @using AntSK.Domain.Repositories
 @using AntSK.Models
 @using Microsoft.AspNetCore.Components.Web.Virtualization
+@using AntSK.Pages.ChatPage.Components
 @page "/Chat"
 @page "/Chat/{AppId}"
 @using AntSK.Services.Auth
 @inherits AuthComponentBase
 
 <GridRow Gutter="(16, 16)">
-    <GridCol Span="12">
-        <Spin Size="large" Tip="请稍等..." Spinning="@(_loading)">
-            <Card Style="height:75vh;overflow: auto;">
-                <TitleTemplate>
-                    <Icon Type="setting" /> 选择应用
-                    <Select DataSource="@_list"
-                            @bind-Value="@AppId"
-                            DefaultValue="@("lucy")"
-                            ValueProperty="c=>c.Id"
-                            LabelProperty="c=>c.Name"
-                            Style="width:200px">
-                    </Select>
-                    <a href="@( NavigationManager.BaseUri + "openchat/" + AppId)" target="_blank">分享使用</a>
-                </TitleTemplate>
-                <Body>
-                    <div id="scrollDiv" style="height: calc(75vh - 190px); overflow-y: auto; overflow-x: hidden;">
-                        <GridRow Gutter="(8, 8)" Style="margin:0">
-                            <Virtualize Items="@(MessageList.OrderBy(o => o.CreateTime).ToList())" Context="item">
-                                @if (item.IsSend)
-                                {
-                                    <GridRow Style="width:100%">
-                                        <GridCol Span="23">
-                                            <div class="chat-bubble sent">
-                                                <Popover Title="@item.CreateTime.ToString()">
-                                                    <Unbound>
-                                                        <Flex Vertical RefBack="context">
-                                                            @if (item.FileName != null)
-                                                            {
-                                                                <p class="message-file">
-                                                                    <Upload DefaultFileList="[new(){ FileName= item.FileName }]" />
-                                                                </p>
-                                                            }
-                                                            <p>@(item.Context)</p>
-                                                        </Flex>
-                                                    </Unbound>
-                                                </Popover>
-                                            </div>
-                                            <Icon Style="float:right;margin-top:10px;" Type="copy" Theme="outline" OnClick="async () =>await OnCopyAsync(item)" />
-                                        </GridCol>
-                                        <GridCol Span="1">
-                                            <Image Width="25px" Height="25px" Style="margin-top:10px;margin-right:10px;" Src="https://gw.alipayobjects.com/zos/rmsportal/KDpgvguMpGfqaHPjicRK.svg" />
-                                        </GridCol>
-                                    </GridRow>
-                                }
-                                else
-                                {
-                                    <GridRow Style="width:100%">
-                                        <GridCol Span="1">
-                                            <Image Width="25px" Height="25px" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/antfincdn/aPkFc8Sj7n/method-draw-image.svg" />
-                                        </GridCol>
-                                        <GridCol Span="23">
-                                            <div class="chat-bubble received">
-                                                @((MarkupString)(item.HtmlAnswers))
-                                            </div>
-                                        </GridCol>
-                                    </GridRow>
-                                }
-                            </Virtualize>
-                        </GridRow>
-                    </div>
-
-                    <Flex Vertical>
-                        @if (fileList.Count > 0)
-                        {
-                            <Upload DefaultFileList="fileList" OnRemove="HandleFileRemove" />
-                        }
-                        <AntDesign.Input @bind-Value="@(_messageInput)" DebounceMilliseconds="@(-1)" Placeholder="输入消息回车发送" OnPressEnter="@(async () => await OnSendAsync())" Disabled="@Sendding"></AntDesign.Input>
-                    </Flex>
-                    <Flex Justify="end">
-                        <Upload Action="@("api/File/UploadFile")"
-                                Name="file"
-                                Accept="*/*"
-                                ShowUploadList="false"
-                                BeforeUpload="_kMService.BeforeUpload"
-                                OnSingleCompleted="OnSingleCompleted" >
-                            <Button Icon="@IconType.Outline.Upload" Type="@(ButtonType.Link)" Disabled="@Sendding" />
-                        </Upload>
-                        <Button Icon="clear" Type="@(ButtonType.Link)" OnClick="@(async () => await OnClearAsync())" Disabled="@Sendding"></Button>
-                        <Button Icon="send" Type="@(ButtonType.Link)" OnClick="@(async () => await OnSendAsync())" Disabled="@Sendding"></Button>
-                    </Flex>
-
-                </Body>
-            </Card>
-        </Spin>
+    <GridCol Span="14">
+        <Card Style="height:75vh;overflow: auto;">
+            <TitleTemplate>
+                <Icon Type="setting" /> 选择应用
+                <Select DataSource="@_list"
+                        @bind-Value="@AppId"
+                        DefaultValue="@("lucy")"
+                        ValueProperty="c=>c.Id"
+                        LabelProperty="c=>c.Name"
+                        Style="width:200px">
+                </Select>
+                <a href="@( NavigationManager.BaseUri + "openchat/" + AppId)" target="_blank">分享使用</a>
+            </TitleTemplate>
+            <Body>
+                @if (!string.IsNullOrEmpty(AppId))
+                {
+                    <ChatView AppId="@AppId" ShowTitle=false OnRelevantSources="OnRelevantSources"></ChatView>
+                }
+            </Body>
+        </Card>
     </GridCol>
-    <GridCol Span="12">
+    <GridCol Span="10">
         <Card Style="height: 75vh;overflow: auto;">
             <TitleTemplate>
                 <Icon Type="search" /> 调试结果
@@ -104,7 +41,14 @@
             <Body>
                 <AntList Bordered DataSource="@_relevantSources" Style="padding:10px;">
                     <ChildContent Context="item">
-                        <span> <b>@item.SourceName </b>  相似度：<Text Mark> @item.Relevance</Text></span>
+                        <span> <b>@item.SourceName </b>  </span>
+                        <br/>
+                        <span>相似度：<Text Mark> @item.Relevance</Text></span>
+                        @if (@item.RerankScore != 0)
+                        {
+                            <br/>
+                            <span> Rerank相关性：<Text Mark> @item.RerankScore</Text></span>
+                        }
                         <Body>
                             @((MarkupString)(@item.Text))
                         </Body>
@@ -116,6 +60,15 @@
 </GridRow>
 
 <style>
+    #chat {
+        height: calc(75vh - 120px);
+        display: flex;
+        flex-direction: column;
+        overflow-x: hidden;
+        overflow-y: auto;
+        font-family: Arial, sans-serif;
+        margin: 0;
+    }
 
     body {
         font-family: Arial, sans-serif;
@@ -123,39 +76,7 @@
         justify-content: center;
         align-items: flex-start;
         height: 100vh;
-    }
-
-    .chat-container {
-        width: 350px;
-        border: 1px solid #ccc;
-        border-radius: 5px;
-        overflow: hidden;
-        display: flex;
-        flex-direction: column;
-        background-color: #fff;
-        padding-bottom: 15px;
-    }
-
-    .chat-bubble {
-        padding: 10px;
-        margin: 10px;
-        margin-bottom: 0;
-        border-radius: 5px;
-        max-width: 70%;
-        position: relative;
-    }
-
-    .received {
-        background-color: #f0f0f0;
-        align-self: flex-start;
-        float: left;
-    }
-
-    .sent {
-        background-color: #daf8cb;
-        align-self: flex-end;
-        float: right;
-        position: relative;
+        overflow-y: hidden;
     }
 </style>
 @code {

src/AntSK/Pages/ChatPage/Chat.razor.cs

@@ -8,288 +8,30 @@ using System.Text;
 using Markdig;
 using AntSK.Domain.Domain.Model;
 using AntSK.Domain.Domain.Model.Dto;
+using Microsoft.SemanticKernel.ChatCompletion;
 
 namespace AntSK.Pages.ChatPage
 {
     public partial class Chat
     {
         [Parameter] public string AppId { get; set; }
-        [Inject] protected MessageService? Message { get; set; }
+
         [Inject] protected IApps_Repositories _apps_Repositories { get; set; }
-        [Inject] protected IApis_Repositories _apis_Repositories { get; set; }
-        [Inject] protected IKmss_Repositories _kmss_Repositories { get; set; }
-        [Inject] protected IKmsDetails_Repositories _kmsDetails_Repositories { get; set; }
-        [Inject] private IJSRuntime _JSRuntime { get; set; }
-
-        [Inject] protected IKernelService _kernelService { get; set; }
-        [Inject] protected IKMService _kMService { get; set; }
-        [Inject] private IConfirmService _confirmService { get; set; }
-        [Inject] private IChatService _chatService { get; set; }
-
-        [Inject] private ILogger<Chat> Logger { get; set; }
-
-        protected bool _loading = false;
-        protected List<MessageInfo> MessageList = [];
-        protected string? _messageInput;
-        protected string _json = "";
-        protected bool Sendding = false;
-
+      
         private List<RelevantSource> _relevantSources = new List<RelevantSource>();
 
         protected List<Apps> _list = new List<Apps>();
 
-        private List<UploadFileItem> fileList = [];
-
-        private Upload _uploadRef;
-
         protected override async Task OnInitializedAsync()
         {
             await base.OnInitializedAsync();
             _list = _apps_Repositories.GetList();
         }
 
-        protected async Task OnSendAsync()
+        private void OnRelevantSources(List<RelevantSource> relevantSources)
         {
-            try
-            {
-                if (string.IsNullOrWhiteSpace(_messageInput))
-                {
-                    _ = Message.Info("请输入消息", 2);
-                    return;
-                }
-
-                if (string.IsNullOrWhiteSpace(AppId))
-                {
-                    _ = Message.Info("请选择应用进行测试", 2);
-                    return;
-                }
-
-                var filePath = fileList.FirstOrDefault()?.Url;
-                var fileName = fileList.FirstOrDefault()?.FileName;
-
-                MessageList.Add(new MessageInfo()
-                {
-                    ID = Guid.NewGuid().ToString(),
-                    Context = _messageInput,
-                    CreateTime = DateTime.Now,
-                    IsSend = true,
-                    FilePath = filePath,
-                    FileName = fileName
-                });
-
-                var prompt = _messageInput;
-                _messageInput = "";
-                fileList.Clear();
-
-                Sendding = true;
-        
-                await SendAsync(prompt, filePath);
-
-                Sendding = false;
-            }
-            catch (System.Exception ex)
-            {
-                Sendding = false;
-                Logger.LogError(ex, "对话异常");
-                _ = Message.Error("异常:" + ex.Message, 2);
-            }
-        }
-
-        protected async Task OnCopyAsync(MessageInfo item)
-        {
-            await Task.Run(() => { _messageInput = item.Context; });
-        }
-
-        protected async Task OnClearAsync()
-        {
-            if (MessageList.Count > 0)
-            {
-                var content = "是否要清理会话记录";
-                var title = "清理";
-                var result = await _confirmService.Show(content, title, ConfirmButtons.YesNo);
-                if (result == ConfirmResult.Yes)
-                {
-                    MessageList.Clear();
-                    _ = Message.Info("清理成功");
-                }
-            }
-            else
-            {
-                _ = Message.Info("没有会话记录");
-            }
-        }
-
-        protected async Task<bool> SendAsync(string questions, string? filePath)
-        {
-            string msg = "";
-            //处理多轮会话
-            Apps app = _apps_Repositories.GetFirst(p => p.Id == AppId);
-            if (MessageList.Count > 0)
-            {
-                msg = await HistorySummarize(app, questions);
-            }
-
-            switch (app.Type)
-            {
-                case "chat" when filePath == null:
-                    //普通会话
-                    await SendChat(questions, msg, app);
-                    break;
-
-                default:
-                    //知识库问答
-                    await SendKms(questions, msg, filePath, app);
-                    break;
-            }
-
-            return await Task.FromResult(true);
-        }
-
-        /// <summary>
-        /// 发送知识库问答
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="msg"></param>
-        /// <param name="filePath"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task SendKms(string questions, string msg, string filePath, Apps app)
-        {
-            MessageInfo info = null;
-            var chatResult = _chatService.SendKmsByAppAsync(app, questions, msg, filePath, _relevantSources);
-            await foreach (var content in chatResult)
-            {
-                if (info == null)
-                {
-                    info = new MessageInfo();
-                    info.ID = Guid.NewGuid().ToString();
-                    info.Context = content?.ConvertToString();
-                    info.HtmlAnswers = content?.ConvertToString();
-                    info.CreateTime = DateTime.Now;
-
-                    MessageList.Add(info);
-                }
-                else
-                {
-                    info.HtmlAnswers += content.ConvertToString();
-                    await Task.Delay(50);
-                }
-
-                await InvokeAsync(StateHasChanged);
-            }
-
-            //全部处理完后再处理一次Markdown
-            await MarkDown(info);
-        }
-
-        /// <summary>
-        /// 发送普通对话
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="history"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task SendChat(string questions, string history, Apps app)
-        {
-            MessageInfo info = null;
-            var chatResult = _chatService.SendChatByAppAsync(app, questions, history);
-            await foreach (var content in chatResult)
-            {
-                if (info == null)
-                {
-                    info = new MessageInfo();
-                    info.ID = Guid.NewGuid().ToString();
-                    info.Context = content?.ConvertToString();
-                    info.HtmlAnswers = content?.ConvertToString();
-                    info.CreateTime = DateTime.Now;
-
-                    MessageList.Add(info);
-                }
-                else
-                {
-                    info.HtmlAnswers += content.ConvertToString();
-                    await Task.Delay(50);
-                }
-
-                await InvokeAsync(StateHasChanged);
-            }
-
-            //全部处理完后再处理一次Markdown
-            await MarkDown(info);
-        }
-
-        private async Task MarkDown(MessageInfo info)
-        {
-            if (info.IsNotNull())
-            {
-                // info!.HtmlAnswers = markdown.Transform(info.HtmlAnswers);
-                info!.HtmlAnswers = Markdown.ToHtml(info.HtmlAnswers);
-            }
-
-            await InvokeAsync(StateHasChanged);
-            await _JSRuntime.InvokeVoidAsync("Prism.highlightAll");
-            await _JSRuntime.ScrollToBottomAsync("scrollDiv");
-        }
-
-        /// <summary>
-        /// 历史会话的会话总结
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <returns></returns>
-        private async Task<string> HistorySummarize(Apps app, string questions)
-        {
-            var _kernel = _kernelService.GetKernelByApp(app);
-            if (MessageList.Count > 1)
-            {
-                StringBuilder history = new StringBuilder();
-                foreach (var item in MessageList)
-                {
-                    if (item.IsSend)
-                    {
-                        history.Append($"user:{item.Context}{Environment.NewLine}");
-                    }
-                    else
-                    {
-                        history.Append($"assistant:{item.Context}{Environment.NewLine}");
-                    }
-                }
-
-                if (MessageList.Count > 10)
-                {
-                    //历史会话大于10条，进行总结
-                    var msg = await _kernelService.HistorySummarize(_kernel, questions, history.ToString());
-                    return msg;
-                }
-                else
-                {
-                    var msg =
-                        $"history：{Environment.NewLine}{history.ToString()}{Environment.NewLine}{Environment.NewLine}";
-                    return msg;
-                }
-            }
-            else
-            {
-                return "";
-            }
-        }
-
-        private void OnSingleCompleted(UploadInfo fileInfo)
-        {
-            fileList.Add(new()
-            {
-                FileName = fileInfo.File.FileName,
-                Url = fileInfo.File.Url = fileInfo.File.Response,
-                Ext = fileInfo.File.Ext,
-                State = UploadState.Success,
-            });
-            _kMService.OnSingleCompleted(fileInfo);
-        }
-
-        private async Task<bool> HandleFileRemove(UploadFileItem file)
-        {
-            fileList.RemoveAll(x => x.FileName == file.FileName);
-            await Task.Yield();
-            return true;
+            _relevantSources = relevantSources;
+            InvokeAsync(StateHasChanged);
         }
     }
 }

src/AntSK/Pages/ChatPage/Components/ChatView.razor

@@ -0,0 +1,132 @@
+@namespace AntSK.Pages.ChatPage.Components
+@using AntSK.Domain.Repositories
+@using AntSK.Models
+@using Microsoft.AspNetCore.Components.Web.Virtualization
+@layout OpenLayout
+@inherits AntDomComponentBase
+
+<div id="chat">
+    @if (ShowTitle)
+    {
+        <PageHeader Class="site-page-header" Title="@app.Name" Subtitle="@app.Describe" />
+    }
+    <div id="scrollDiv" style="flex:1; width:100%; overflow-y:auto; overflow-x:hidden;padding:10px;">
+        <Virtualize Items="@(MessageList.OrderBy(o => o.CreateTime).ToList())" Context="item">
+            @if (item.IsSend)
+            {
+                <GridRow>
+                    <GridCol Span="23">
+                        <div class="chat-bubble sent">
+                            <Popover Title="@item.CreateTime.ToString()">
+                                <Unbound>
+                                    <Flex Vertical RefBack="context">
+                                        @if (item.FileName != null)
+                                        {
+                                            <p class="message-file">
+                                                <Upload DefaultFileList="[new(){ FileName= item.FileName }]" />
+                                            </p>
+                                        }
+                                        <p>@(item.Context)</p>
+                                    </Flex>
+                                </Unbound>
+                            </Popover>
+                        </div>
+                        <Icon Style="float:right;margin-top:10px;" Type="copy" Theme="outline" OnClick="async () =>await OnCopyAsync(item)" />
+                    </GridCol>
+                    <GridCol Span="1">
+                        <Image Width="25px" Height="25px" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/rmsportal/KDpgvguMpGfqaHPjicRK.svg" />
+                    </GridCol>
+                </GridRow>
+            }
+            else
+            {
+                <GridRow>
+                    <GridCol Span="1">
+                        <Image Width="25px" Height="25px" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/antfincdn/aPkFc8Sj7n/method-draw-image.svg" />
+                    </GridCol>
+                    <GridCol Span="23">
+                        <div class="chat-bubble received">
+                            @((MarkupString)(item.Context))
+                        </div>
+
+                    </GridCol>
+                </GridRow>
+            }
+        </Virtualize>
+    </div>
+
+    @if (fileList.Count > 0)
+    {
+        <Flex Vertical>
+            <Upload DefaultFileList="fileList" OnRemove="HandleFileRemove" />
+        </Flex>
+    }
+    <Flex Justify="end">
+
+        <AntDesign.Input @bind-Value="@(_messageInput)" DebounceMilliseconds="@(-1)" Placeholder="输入消息回车发送" OnPressEnter="@(async () => await OnSendAsync())" Disabled="@Sendding"></AntDesign.Input>
+        @if (app.EmbeddingModelID!=null)
+        {
+            <Upload Action="@("api/File/UploadFile")"
+                    Name="file"
+                    Accept="*/*"
+                    ShowUploadList="false"
+                    BeforeUpload="_kMService.BeforeUpload"
+                    OnSingleCompleted="OnSingleCompleted">
+                <Button Icon="@IconType.Outline.Upload" Type="@(ButtonType.Link)" Disabled="@Sendding" />
+            </Upload>
+        }
+        <Button Icon="clear" Type="@(ButtonType.Link)" OnClick="@(async () => await OnClearAsync())" Disabled="@Sendding"></Button>
+        <Button Icon="send" Type="@(ButtonType.Link)" OnClick="@(async () => await OnSendAsync())" Disabled="@Sendding"></Button>
+    </Flex>
+</div>
+
+<style>
+
+    body {
+        font-family: Arial, sans-serif;
+        margin: 0;
+        justify-content: center;
+        align-items: flex-start;
+        height: 100vh;
+    }
+
+    .chat-container {
+        width: 350px;
+        border: 1px solid #ccc;
+        border-radius: 5px;
+        overflow: hidden;
+        display: flex;
+        flex-direction: column;
+        background-color: #fff;
+        padding-bottom: 15px;
+    }
+
+    .chat-bubble {
+        padding: 10px;
+        margin: 10px;
+        margin-bottom: 0;
+        border-radius: 5px;
+        max-width: 70%;
+        position: relative;
+    }
+
+    .received {
+        background-color: #f0f0f0;
+        align-self: flex-start;
+        float: left;
+    }
+
+    .sent {
+        background-color: #daf8cb;
+        align-self: flex-end;
+        float: right;
+    }
+
+    .ant-card-body {
+        height: 90% !important;
+    }
+</style>
+
+@code {
+
+}

src/AntSK/Pages/ChatPage/Components/ChatView.razor.cs

@@ -0,0 +1,398 @@
+using AntDesign;
+using AntSK.Domain.Domain.Interface;
+using AntSK.Domain.Domain.Model;
+using AntSK.Domain.Domain.Model.Dto;
+using AntSK.Domain.Domain.Model.Enum;
+using AntSK.Domain.Repositories;
+using AntSK.Domain.Utils;
+using AntSK.LLM.StableDiffusion;
+using AntSK.Models;
+using Blazored.LocalStorage;
+using DocumentFormat.OpenXml.InkML;
+using Markdig;
+using Microsoft.AspNetCore.Components;
+using Microsoft.AspNetCore.Components.Server.ProtectedBrowserStorage;
+using Microsoft.JSInterop;
+using Microsoft.SemanticKernel;
+using Microsoft.SemanticKernel.ChatCompletion;
+using Microsoft.SemanticKernel.Connectors.OpenAI;
+using Newtonsoft.Json;
+using System.Collections.Generic;
+
+namespace AntSK.Pages.ChatPage.Components
+{
+    public partial class ChatView
+    {
+        [Parameter]
+        public string AppId { get; set; }
+
+        [Parameter]
+        public bool ShowTitle { get; set; } = false;
+        [Parameter]
+        public EventCallback<List<RelevantSource>> OnRelevantSources { get; set; }
+        [Inject] protected MessageService? Message { get; set; }
+        [Inject] protected IApps_Repositories _apps_Repositories { get; set; }
+        [Inject] protected IKmss_Repositories _kmss_Repositories { get; set; }
+        [Inject] protected IKmsDetails_Repositories _kmsDetails_Repositories { get; set; }
+        [Inject] protected IKernelService _kernelService { get; set; }
+        [Inject] protected IKMService _kMService { get; set; }
+        [Inject] IConfirmService _confirmService { get; set; }
+        [Inject] IChatService _chatService { get; set; }
+        [Inject] IJSRuntime _JSRuntime { get; set; }
+        [Inject] ILocalStorageService _localStorage { get; set; }
+        [Inject] IChats_Repositories _chats_Repositories { get; set; }
+        [Inject] ProtectedSessionStorage _protectedSessionStore { get; set; }
+
+        protected List<Chats> MessageList = [];
+        protected string? _messageInput;
+        protected string _json = "";
+        protected bool Sendding = false;
+
+        protected Apps app = new Apps();
+
+        private List<UploadFileItem> fileList = [];
+
+        private List<RelevantSource> _relevantSources = new List<RelevantSource>();
+
+        private string _userName { get; set; }
+
+        protected override async Task OnInitializedAsync()
+        {
+            await base.OnInitializedAsync();
+            await LoadData();
+          
+        }
+
+        protected override async Task OnParametersSetAsync()
+        {
+            await LoadData();
+        }
+
+        /// <summary>
+        /// 初始化加载数据
+        /// </summary>
+        /// <returns></returns>
+        private async Task LoadData()
+        {
+            app = _apps_Repositories.GetFirst(p => p.Id == AppId);
+            var userSessionStorageResult = await _protectedSessionStore.GetAsync<UserSession>("UserSession");
+            var userSession = userSessionStorageResult.Success ? userSessionStorageResult.Value : null;
+            _userName = userSession?.UserName;
+            await GetMsgList();
+        }
+        /// <summary>
+        /// 获取聊天记录列表
+        /// </summary>
+        /// <returns></returns>
+        private async Task GetMsgList()
+        {
+            List<Chats> msgs = new List<Chats>();
+            if (string.IsNullOrEmpty(_userName))
+            {
+                //匿名访问使用localstore
+                 msgs = await _localStorage.GetItemAsync<List<Chats>>($"msgs:{AppId}");
+            }
+            else 
+            {
+                msgs = await _chats_Repositories.GetListAsync(p => p.AppId == AppId && p.UserName == _userName);
+            }
+            if (msgs != null && msgs.Count > 0)
+            {
+                MessageList = msgs;
+            }
+        }
+
+        /// <summary>
+        /// 清空聊天记录列表
+        /// </summary>
+        /// <returns></returns>
+        private async Task ClearMsgList() 
+        {
+            MessageList.Clear();
+            if (string.IsNullOrEmpty(_userName))
+            {
+                await _localStorage.SetItemAsync<List<Chats>>($"msgs:{AppId}", MessageList);
+            }
+            else 
+            {
+                await _chats_Repositories.DeleteAsync(p => p.AppId == AppId && p.UserName == _userName);
+            }        
+        }
+        /// <summary>
+        /// 保存聊天记录
+        /// </summary>
+        /// <returns></returns>
+        private async Task SaveMsg(List<Chats> MessageList)
+        {
+            if (string.IsNullOrEmpty(_userName))
+            {
+                await _localStorage.SetItemAsync<List<Chats>>($"msgs:{AppId}", MessageList);
+            }
+            else 
+            {
+                if (MessageList.Count() > 0)
+                {
+                    await _chats_Repositories.InsertAsync(MessageList.LastOrDefault());
+                }
+            }          
+        }
+
+        protected async Task OnClearAsync()
+        {
+            if (MessageList.Count > 0)
+            {
+                var content = "是否要清理会话记录";
+                var title = "清理";
+                var result = await _confirmService.Show(content, title, ConfirmButtons.YesNo);
+                if (result == ConfirmResult.Yes)
+                {
+
+                    await ClearMsgList();
+                    await InvokeAsync(StateHasChanged);
+                    _ = Message.Info("清理成功");
+
+                }
+            }
+            else
+            {
+                _ = Message.Info("没有会话记录");
+            }
+        }
+        protected async Task OnSendAsync()
+        {
+            try
+            {
+                if (string.IsNullOrWhiteSpace(_messageInput))
+                {
+                    _ = Message.Info("请输入消息", 2);
+                    return;
+                }
+                var filePath = fileList.FirstOrDefault()?.Url;
+                var fileName = fileList.FirstOrDefault()?.FileName;
+
+                var chat = new Chats()
+                {
+                    Id = Guid.NewGuid().ToString(),
+                    UserName = _userName,
+                    AppId = AppId,
+                    Context = _messageInput,
+                    CreateTime = DateTime.Now,
+                    IsSend = true
+                };
+                MessageList.Add(chat);
+                if (!string.IsNullOrEmpty(_userName))
+                {
+                    await _chats_Repositories.InsertAsync(chat);
+                }
+
+                Sendding = true;
+                await SendAsync(_messageInput, filePath);
+                _messageInput = "";
+                Sendding = false;
+            }
+            catch (System.Exception ex)
+            {
+                Sendding = false;
+                Console.WriteLine("异常:" + ex.Message);
+                _ = Message.Error("异常:" + ex.Message, 2);
+            }
+
+        }
+
+
+        protected async Task OnCopyAsync(Chats item)
+        {
+            await Task.Run(() =>
+            {
+                _messageInput = item.Context;
+            });
+        }
+
+        protected async Task OnClearAsync(string id)
+        {
+            await Task.Run(() =>
+            {
+                MessageList = MessageList.Where(w => w.Id != id).ToList();
+            });
+        }
+
+        /// <summary>
+        /// 开始发送消息
+        /// </summary>
+        /// <param name="questions"></param>
+        /// <param name="filePath"></param>
+        /// <returns></returns>
+        protected async Task<bool> SendAsync(string questions, string? filePath)
+        {
+            ChatHistory history = new ChatHistory();
+            //处理多轮会话
+            Apps app = _apps_Repositories.GetFirst(p => p.Id == AppId);
+            if (MessageList.Count > 0)
+            {
+                history = await _chatService.GetChatHistory(MessageList);
+            }
+
+            if (app.Type == AppType.chat.ToString() && (filePath == null || app.EmbeddingModelID.IsNull()))
+            {
+                await SendChat(questions, history, app);
+            }
+            else if (app.Type == AppType.kms.ToString() || filePath != null || app.EmbeddingModelID.IsNotNull())
+            {
+                await SendKms(questions, history, app, filePath);
+               
+            }
+            else if (app.Type == AppType.img.ToString())
+            {
+                await SendImg(questions,app);
+            }
+
+            //缓存消息记录
+            if (app.Type != AppType.img.ToString())
+            {
+                await SaveMsg(MessageList);
+                if (OnRelevantSources.IsNotNull())
+                {
+                    await OnRelevantSources.InvokeAsync(_relevantSources);
+                }       
+            }
+
+
+            return await Task.FromResult(true);
+        }
+
+        /// <summary>
+        /// 发送图片对话
+        /// </summary>
+        /// <param name="questions"></param>
+        /// <param name="app"></param>
+        /// <returns></returns>
+        private async Task SendImg(string questions,Apps app)
+        {
+            Chats info = new Chats();
+            info.Id = Guid.NewGuid().ToString();
+            info.UserName=_userName;
+            info.AppId=AppId;
+            info.CreateTime = DateTime.Now;
+            var base64= await _chatService.SendImgByAppAsync(app, questions);
+            if (string.IsNullOrEmpty(base64))
+            {
+                info.Context = "生成失败";
+            }
+            else 
+            {
+                info.Context = $"<img src=\"data:image/jpeg;base64,{base64}\" alt=\"Base64 Image\" />";
+            }
+            MessageList.Add(info);
+        }
+
+        /// <summary>
+        /// 发送知识库问答
+        /// </summary>
+        /// <param name="questions"></param>
+        /// <param name="msg"></param>
+        /// <param name="app"></param>
+        /// <returns></returns>
+        private async Task SendKms(string questions, ChatHistory history, Apps app, string? filePath)
+        {
+            Chats info = new Chats()
+            {
+                Id = Guid.NewGuid().ToString(),
+                AppId = AppId,
+                UserName = _userName,
+                CreateTime = DateTime.Now,
+                Context=""
+            };
+            MessageList.Add(info);
+            var chatResult = _chatService.SendKmsByAppAsync(app, questions, history, filePath, _relevantSources);
+            await foreach (var content in chatResult)
+            {
+
+                info.Context += content.ConvertToString();
+                await Task.Delay(50);
+                await InvokeAsync(StateHasChanged);
+            }
+            //全部处理完后再处理一次Markdown
+            await MarkDown(info);
+        }
+
+        /// <summary>
+        /// 发送普通对话
+        /// </summary>
+        /// <param name="questions"></param>
+        /// <param name="history"></param>
+        /// <param name="app"></param>
+        /// <returns></returns>
+        private async Task SendChat(string questions, ChatHistory history, Apps app)
+        {
+            Chats info = null;
+            var chatResult = _chatService.SendChatByAppAsync(app, questions, history);
+            await foreach (var content in chatResult)
+            {
+                if (info == null)
+                {
+                    info = new Chats();
+                    info.Id = Guid.NewGuid().ToString();
+                    info.UserName = _userName;
+                    info.AppId = AppId;
+                    info.Context = content.ConvertToString();
+                    info.CreateTime = DateTime.Now;
+
+                    MessageList.Add(info);
+                }
+                else
+                {
+                    info.Context += content.ConvertToString();
+                    await Task.Delay(50);
+                }
+                await InvokeAsync(StateHasChanged);
+            }
+            //全部处理完后再处理一次Markdown
+            await MarkDown(info);
+        }
+
+        /// <summary>
+        /// 处理markdown
+        /// </summary>
+        /// <param name="info"></param>
+        /// <returns></returns>
+        private async Task MarkDown(Chats info)
+        {
+            if (info.IsNotNull())
+            {
+                // info!.HtmlAnswers = markdown.Transform(info.HtmlAnswers);
+                info!.Context = Markdown.ToHtml(info.Context);
+
+            }
+            await InvokeAsync(StateHasChanged);
+            await _JSRuntime.InvokeVoidAsync("Prism.highlightAll");
+            await _JSRuntime.ScrollToBottomAsync("scrollDiv");
+        }
+
+        /// <summary>
+        /// 上传文件事件
+        /// </summary>
+        /// <param name="fileInfo"></param>
+        private void OnSingleCompleted(UploadInfo fileInfo)
+        {
+            fileList.Add(new()
+            {
+                FileName = fileInfo.File.FileName,
+                Url = fileInfo.File.Url = fileInfo.File.Response,
+                Ext = fileInfo.File.Ext,
+                State = UploadState.Success,
+            });
+            _kMService.OnSingleCompleted(fileInfo);
+        }
+        /// <summary>
+        /// 移除文件事件
+        /// </summary>
+        /// <param name="file"></param>
+        /// <returns></returns>
+        private async Task<bool> HandleFileRemove(UploadFileItem file)
+        {
+            fileList.RemoveAll(x => x.FileName == file.FileName);
+            await Task.Yield();
+            return true;
+        }
+    }
+}

src/AntSK/Pages/ChatPage/OpenChat.razor

@@ -2,100 +2,26 @@
 @using AntSK.Domain.Repositories
 @using AntSK.Models
 @using Microsoft.AspNetCore.Components.Web.Virtualization
+@using AntSK.Pages.ChatPage.Components
 @page "/OpenChat/{AppId}"
 @layout OpenLayout
 
-<div id="chat" style="display:flex; flex-direction:column; height:100%; overflow-x:hidden;">
-    <PageHeader Class="site-page-header" Title="@app.Name" Subtitle="@app.Describe" />
-    <div id="scrollDiv" style="flex:1; width:100%; overflow-y:auto; overflow-x:hidden;padding:10px;">
-        <Virtualize Items="@(MessageList.OrderBy(o => o.CreateTime).ToList())" Context="item">
-            @if (item.IsSend)
-            {
-                <GridRow>
-                    <GridCol Span="23">
-                        <div class="chat-bubble sent">
-                            <Popover Title="@item.CreateTime.ToString()">
-                                @(item.Context)
-                            </Popover>
-                        </div>
-                        <Icon Style="float:right;margin-top:10px;" Type="copy" Theme="outline" OnClick="async () =>await OnCopyAsync(item)" />
-                    </GridCol>
-                    <GridCol Span="1">
-                        <Image Width="25px" Height="25px" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/rmsportal/KDpgvguMpGfqaHPjicRK.svg" />
-                    </GridCol>
-                </GridRow>
-            }
-            else
-            {
-                <GridRow>
-                    <GridCol Span="1">
-                        <Image Width="25px" Height="25px" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/antfincdn/aPkFc8Sj7n/method-draw-image.svg" />
-                    </GridCol>
-                    <GridCol Span="23">
-                        <div class="chat-bubble received">
-                            @((MarkupString)(item.HtmlAnswers))
-                        </div>
+<ChatView AppId="@AppId" ShowTitle=true>
 
-                    </GridCol>
-                </GridRow>
-            }
-
-        </Virtualize>
-    </div>
-    <div style="flex-shrink:0;margin:10px;">
-        <AntDesign.Input @bind-Value="@(_messageInput)" DebounceMilliseconds="@(-1)" Placeholder="输入消息回车发送" OnPressEnter="@(async () => await OnSendAsync())" Disabled="@Sendding">
-            <Suffix>
-                <Button Icon="clear" Type="@(ButtonType.Link)" OnClick="@(async () => await OnClearAsync())" Disabled="@Sendding"></Button>
-                <Button Icon="send" Type="@(ButtonType.Link)" OnClick="@(async () => await OnSendAsync())" Disabled="@Sendding"></Button>
-            </Suffix>
-        </AntDesign.Input>
-    </div>
-</div>
+</ChatView>
 
 <style>
-
-    body {
+    #chat{
+        height:100% ;
+        display:flex;
+        flex-direction: column;
+        overflow-x: hidden;
         font-family: Arial, sans-serif;
         margin: 0;
         padding: 10px;
-        justify-content: center;
-        align-items: flex-start;
-        height: 100vh;
-    }
-
-    .chat-container {
-        width: 350px;
-        border: 1px solid #ccc;
-        border-radius: 5px;
-        overflow: hidden;
-        display: flex;
-        flex-direction: column;
-        background-color: #fff;
-        padding-bottom: 15px;
-    }
-
-    .chat-bubble {
-        padding: 10px;
-        margin: 10px;
-        margin-bottom: 0;
-        border-radius: 5px;
-        max-width: 70%;
-        position: relative;
-    }
-
-    .received {
-        background-color: #f0f0f0;
-        align-self: flex-start;
-        float: left;
-    }
-
-    .sent {
-        background-color: #daf8cb;
-        align-self: flex-end;
-        float: right;
     }
 </style>
-
-@code {
-
-}
+@code{
+    [Parameter]
+    public string AppId { get; set; }
+}

src/AntSK/Pages/ChatPage/OpenChat.razor.cs

@@ -1,265 +0,0 @@
-using AntDesign;
-using AntSK.Domain.Domain.Interface;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using Microsoft.AspNetCore.Components;
-using Microsoft.KernelMemory;
-using Microsoft.SemanticKernel;
-using Microsoft.SemanticKernel.Connectors.OpenAI;
-using SqlSugar;
-using System.Text;
-using AntSK.Domain.Utils;
-using Microsoft.JSInterop;
-using Markdig;
-using AntSK.Domain.Domain.Model;
-
-namespace AntSK.Pages.ChatPage
-{
-    public partial class OpenChat
-    {
-        [Parameter]
-        public string AppId { get; set; }
-        [Inject]
-        protected MessageService? Message { get; set; }
-        [Inject]
-        protected IApps_Repositories _apps_Repositories { get; set; }
-        [Inject]
-        protected IKmss_Repositories _kmss_Repositories { get; set; }
-        [Inject]
-        protected IKmsDetails_Repositories _kmsDetails_Repositories { get; set; }
-        [Inject]
-        protected IKernelService _kernelService { get; set; }
-        [Inject]
-        protected IKMService _kMService { get; set; }
-        [Inject]
-        IConfirmService _confirmService { get; set; }
-        [Inject]
-        IChatService _chatService { get; set; }
-        [Inject] IJSRuntime _JSRuntime { get; set; }
-
-
-        protected bool _loading = false;
-        protected List<MessageInfo> MessageList = [];
-        protected string? _messageInput;
-        protected string _json = "";
-        protected bool Sendding = false;
-
-        protected Apps app = new Apps();
-
-        protected override async Task OnInitializedAsync()
-        {
-            await base.OnInitializedAsync();
-            app = _apps_Repositories.GetFirst(p => p.Id == AppId);
-        }
-
-        protected async Task OnClearAsync()
-        {
-            if (MessageList.Count > 0)
-            {
-                var content = "是否要清理会话记录";
-                var title = "清理";
-                var result = await _confirmService.Show(content, title, ConfirmButtons.YesNo);
-                if (result == ConfirmResult.Yes)
-                {
-                    MessageList.Clear();
-                    _ = Message.Info("清理成功");
-                }
-            }
-            else
-            {
-                _ = Message.Info("没有会话记录");
-            }
-        }
-        protected async Task OnSendAsync()
-        {
-            try
-            {
-                if (string.IsNullOrWhiteSpace(_messageInput))
-                {
-                    _ = Message.Info("请输入消息", 2);
-                    return;
-                }
-
-                MessageList.Add(new MessageInfo()
-                {
-                    ID = Guid.NewGuid().ToString(),
-                    Context = _messageInput,
-                    CreateTime = DateTime.Now,
-                    IsSend = true
-                });
-
-
-                Sendding = true;
-                await SendAsync(_messageInput);
-                _messageInput = "";
-                Sendding = false;
-            }
-            catch (System.Exception ex)
-            {
-                Sendding = false;
-                Console.WriteLine("异常:" + ex.Message);
-                _ = Message.Error("异常:" + ex.Message, 2);
-            }
-
-        }
-        protected async Task OnCopyAsync(MessageInfo item)
-        {
-            await Task.Run(() =>
-            {
-                _messageInput = item.Context;
-            });
-        }
-
-        protected async Task OnClearAsync(string id)
-        {
-            await Task.Run(() =>
-            {
-                MessageList = MessageList.Where(w => w.ID != id).ToList();
-            });
-        }
-
-        protected async Task<bool> SendAsync(string questions)
-        {
-            string msg = "";
-            //处理多轮会话
-            Apps app = _apps_Repositories.GetFirst(p => p.Id == AppId);
-            if (MessageList.Count > 0)
-            {
-                msg = await HistorySummarize(app, questions);
-            }
-            switch (app.Type)
-            {
-                case "chat":
-                    //普通会话
-                    await SendChat(questions, msg, app);
-                    break;
-                case "kms":
-                    //知识库问答
-                    await SendKms(questions, msg, app);
-                    break;
-            }
-
-            return await Task.FromResult(true);
-        }
-
-        /// <summary>
-        /// 发送知识库问答
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="msg"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task SendKms(string questions, string msg, Apps app)
-        {
-            MessageInfo info = null;
-            var chatResult=_chatService.SendKmsByAppAsync(app, questions, "" ,msg);
-            await foreach (var content in chatResult)
-            {
-                if (info == null)
-                {
-                    info = new MessageInfo();
-                    info.ID = Guid.NewGuid().ToString();
-                    info.Context = content.ConvertToString();
-                    info.HtmlAnswers = content.ConvertToString();
-                    info.CreateTime = DateTime.Now;
-
-                    MessageList.Add(info);
-                }
-                else
-                {
-                    info.HtmlAnswers += content.ConvertToString();
-                    await Task.Delay(50);
-                }
-                await InvokeAsync(StateHasChanged);
-            }
-            //全部处理完后再处理一次Markdown
-            await MarkDown(info);
-        }
-
-        /// <summary>
-        /// 发送普通对话
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="history"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task SendChat(string questions, string history, Apps app)
-        {
-            MessageInfo info = null;
-            var chatResult = _chatService.SendChatByAppAsync(app, questions, history);
-            await foreach (var content in chatResult)
-            {
-                if (info == null)
-                {
-                    info = new MessageInfo();
-                    info.ID = Guid.NewGuid().ToString();
-                    info.Context = content.ConvertToString();
-                    info.HtmlAnswers = content.ConvertToString();
-                    info.CreateTime = DateTime.Now;
-
-                    MessageList.Add(info);
-                }
-                else
-                {
-                    info.HtmlAnswers += content.ConvertToString();
-                    await Task.Delay(50);
-                }
-                await InvokeAsync(StateHasChanged);
-            }
-            //全部处理完后再处理一次Markdown
-            await MarkDown(info);
-        }
-
-        private async Task MarkDown(MessageInfo info)
-        {
-            if (info.IsNotNull())
-            {
-                // info!.HtmlAnswers = markdown.Transform(info.HtmlAnswers);
-                info!.HtmlAnswers = Markdown.ToHtml(info.HtmlAnswers);
-
-            }
-            await InvokeAsync(StateHasChanged);
-            await _JSRuntime.InvokeVoidAsync("Prism.highlightAll");
-            await _JSRuntime.ScrollToBottomAsync("scrollDiv");
-        }
-        /// <summary>
-        /// 历史会话的会话总结
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <returns></returns>
-        private async Task<string> HistorySummarize(Apps app, string questions)
-        {
-            var _kernel = _kernelService.GetKernelByApp(app);
-            if (MessageList.Count > 1)
-            {
-                StringBuilder history = new StringBuilder();
-                foreach (var item in MessageList)
-                {
-                    if (item.IsSend)
-                    {
-                        history.Append($"user:{item.Context}{Environment.NewLine}");
-                    }
-                    else
-                    {
-                        history.Append($"assistant:{item.Context}{Environment.NewLine}");
-                    }
-                }
-                if (MessageList.Count > 10)
-                {
-                    //历史会话大于10条，进行总结
-                    var msg = await _kernelService.HistorySummarize(_kernel, questions, history.ToString());
-                    return msg;
-                }
-                else
-                {
-                    var msg = $"history：{history.ToString()}{Environment.NewLine} user：{questions}"; ;
-                    return msg;
-                }
-            }
-            else
-            {
-                return "";
-            }
-        }
-    }
-}

src/AntSK/Pages/ChatPage/OpenChat.razor.css

@@ -1,3 +0,0 @@
-.ant-card-body {
-    height: 90% !important;
-}

src/AntSK/Pages/Index.Razor.cs

@@ -70,7 +70,7 @@ namespace AntSK.Pages
 
         private void NavToAIModel()
         {
-            NavigationManager.NavigateTo("/setting/modellist");
+            NavigationManager.NavigateTo("/modelmanager/modellist");
         }
     }
 }

src/AntSK/Pages/Index.razor

@@ -116,7 +116,7 @@
              </Card>
          </SpaceItem>
          <SpaceItem>
-             <Card Bordered="true" Title=@("📱模型管理") Hoverable="true" Style="height:260px;width:300px">
+             <Card Bordered="true" Title=@("📱模型集成与管理") Hoverable="true" Style="height:260px;width:300px">
                  <Body>
                      <Text>1、适配和管理集成不同厂商的不同模型</Text>
                      <br>
@@ -124,8 +124,12 @@
                          2、并且支持llama.cpp所支持的gguf类型的模型离线运行
                      </Text>
                      <br>
+                    <Text>
+                        3、支持llamafactory所支持的模型，包括baichuan、gemma、yuan、yi等
+                    </Text>
+                    <br>
                      <Text>
-                         3、未来将实现模型的训练、微调、部署一站式服务
+                         4、未来将实现模型的训练、微调、部署一站式服务
                      </Text>
                      <br>
                  </Body>
@@ -148,16 +152,17 @@
              </Card>
          </SpaceItem>
          <SpaceItem>
-             <Card Bordered="true" Title=@("🥤如果本项目帮助到了您") Hoverable="true" Style="height:260px;width:300px">
+            <Card Bordered="true" Title=@("❤项目最新进展") Hoverable="true" Style="height:260px;width:300px">
                  <Body>
-                     <Image Height="170" Src="./assets/zfb.png" />
+                     <Image Height="170" Src="./assets/gzh.jpg" />
                  </Body>
              </Card>
          </SpaceItem>
          <SpaceItem>
-             <Card Bordered="true" Title=@("您可用以下方式支持~🥤") Hoverable="true" Style="height:260px;width:300px">
+             <Card Bordered="true" Title=@("🥤项目赞助") Hoverable="true" Style="height:260px;width:300px">
                  <Body>
-                     <Image Height="170" Src="./assets/wx.png" />
+                    <Image Width="110" Src="./assets/zfb.png" />
+                    <Image Width="110" Src="./assets/wx.png" />
                  </Body>
              </Card>
          </SpaceItem>

src/AntSK/Pages/KmsPage/AddKms.razor

@@ -50,6 +50,9 @@
                 <FormItem Label="重叠部分(token)" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
                     <AntDesign.InputNumber @bind-Value="context.OverlappingTokens" PlaceHolder="重叠部分"></AntDesign.InputNumber>
                 </FormItem>
+                <FormItem Label="是否开启OCR" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
+                    <Switch @bind-Value="@isOcr" />
+                </FormItem>
 
                 <FormItem Label=" " Style="margin-top:32px" WrapperCol="LayoutModel._submitFormLayout.WrapperCol">
                     <Button Type="primary" HtmlType="submit">

src/AntSK/Pages/KmsPage/AddKms.razor.cs

@@ -25,6 +25,8 @@ namespace AntSK.Pages.KmsPage
 
         private List<AIModels> _chatList { get; set; }
         private List<AIModels> _embeddingList { get; set; }
+
+        private bool isOcr { get; set; }
         protected override async Task OnInitializedAsync()
         {
             await base.OnInitializedAsync();
@@ -36,6 +38,7 @@ namespace AntSK.Pages.KmsPage
             {
                 //查看
                 _kmsModel = await _kmss_Repositories.GetFirstAsync(p => p.Id == KmsId);
+                isOcr = _kmsModel.IsOCR == 1;
             }
         }
         private void HandleSubmit()
@@ -51,6 +54,10 @@ namespace AntSK.Pages.KmsPage
                 _ = Message.Error("行切片需小于段落切片！", 2);
                 return;
             }
+            if (isOcr)
+            {
+                _kmsModel.IsOCR = 1;
+            }
 
             if (string.IsNullOrEmpty(KmsId))
             {
@@ -73,7 +80,7 @@ namespace AntSK.Pages.KmsPage
 
         private void NavigateModelList()
         {
-            NavigationManager.NavigateTo("/setting/modellist");
+            NavigationManager.NavigateTo("/modelmanager/modellist");
         }
     }
 }

src/AntSK/Pages/KmsPage/Components/KmsTest.razor

@@ -0,0 +1,84 @@
+@namespace AntSK.Pages.KmsPage
+@using AntSK.Domain.Repositories
+@using System.ComponentModel.DataAnnotations
+@using AntSK.Domain.Domain.Model.Dto
+@using AntSK.Domain.Domain.Interface
+@using AntSK.Domain.Domain.Model.Constant
+@using Microsoft.KernelMemory
+@inherits AntDomComponentBase
+
+<GridContent>
+    <Row Gutter="24">
+        <Col Lg="7" Md="24">
+        <TextArea @bind-Value="_msg"  MinRows="8"/>
+        <Button Type="@ButtonType.Primary" Style="margin-top:10px;" OnClick="Search">搜索</Button>
+        </Col>
+        <Col Lg="17" Md="24">
+        <AntList DataSource="@_data" TItem="RelevantSource">
+                <ListItem>
+                    <ListItemMeta Description="@context.Text">
+                        <TitleTemplate>
+                        <a>@("文件：" + context.SourceName + " 相似度：" + context.Relevance)</a>
+                        </TitleTemplate>
+                    </ListItemMeta>
+                </ListItem>
+            </AntList>
+
+        </Col>
+    </Row>
+</GridContent>
+
+@code {
+    [Parameter]
+    public string KmsId { get; set; }
+
+    [Inject]
+    IKMService _kMService { get; set; }
+    [Inject]
+    IKmsDetails_Repositories _kmsDetails_Repositories { get; set; }
+    private MemoryServerless _memory { get; set; }
+    private List<RelevantSource> _data = new List<RelevantSource>();
+    private string _msg;
+    private Dictionary<string, string> fileNameDic = new Dictionary<string, string>();
+
+    protected override async Task OnInitializedAsync()
+    {
+        await base.OnInitializedAsync();
+        _memory=_kMService.GetMemoryByKMS(KmsId);
+    }
+
+    private async Task Search()
+    {
+        _data.Clear();
+        var filters = new MemoryFilter().ByTag(KmsConstantcs.KmsIdTag, KmsId);
+        var searchResult = await _memory.SearchAsync(_msg, index: KmsConstantcs.KmsIndex, filters: [filters]);
+
+        _data.AddRange(
+            searchResult.Results.SelectMany(item => item.Partitions.Select(part => new RelevantSource()
+            {
+                SourceName = GetFileName(item.SourceName),
+                Text = part.Text,
+                Relevance = part.Relevance
+            })).Take(10).ToList()
+        );
+    }
+
+
+    private string GetFileName(string fileGuidName)
+    {
+        if (fileNameDic.ContainsKey(fileGuidName))
+        {
+            return fileNameDic[fileGuidName];
+        }
+
+        var fileDetail = _kmsDetails_Repositories.GetFirst(p => p.FileGuidName == fileGuidName);
+        if (fileDetail == null)
+        {
+            return fileGuidName;
+        }
+        var fileName = fileDetail.FileName;
+        fileNameDic.Add(fileGuidName, fileName);
+        return fileName;     
+    }
+
+}

src/AntSK/Pages/KmsPage/KmsDetail.razor

@@ -6,100 +6,111 @@
 @using AntSK.Services.Auth
 @inherits AuthComponentBase
 
-<div>
-    <PageContainer Title="知识库文档">
-        <ChildContent>
-            <div class="standardList">
-                <Card Class="listCard"
-                      Title="知识库文档"
-                      Style="margin-top: 24px;"
-                      BodyStyle="padding: 0 32px 40px 32px">
 
-                    <Extra>
-                        <Button Type="@ButtonType.Primary" Style="position: absolute; right:360px; margin-bottom: 8px;" OnClick="Refresh">刷新 </Button>
-                        <Dropdown Style="position: absolute; right: 20px; margin-bottom: 8px;">
-                            <Overlay>
-                                <Menu>
-                                    @(_fileUpload(() => FileShowModal()))
-                                    @(_urlUpload(() => UrlShowModal()))
-                                    @(_textUpload(() => TextShowModal()))
-                                </Menu>
-                            </Overlay>
+<Card Class="tabsCard">
+    <CardTabs>
+        <Tabs DefaultActiveKey="1">
+            <TabPane Key="1">
+                <TabTemplate>知识库文档</TabTemplate>
+                <ChildContent>
+                    <div class="standardList">
+                        <Card Class="listCard"
+                              Title="知识库文档">
+
+                            <Extra>
+                                <Button Type="@ButtonType.Primary" Style="position: absolute; right:360px; margin-bottom: 8px;" OnClick="Refresh">刷新 </Button>
+                                <Dropdown Style="position: absolute; right: 20px; margin-bottom: 8px;" Trigger="@(new Trigger[] { Trigger.Click })">
+                                    <Overlay>
+                                        <Menu>
+                                            @(_fileUpload(() => FileShowModal()))
+                                            @(_urlUpload(() => UrlShowModal()))
+                                            @(_textUpload(() => TextShowModal()))
+                                            @(_excelUpload(() => ExcelShowModal()))
+                                        </Menu>
+                                    </Overlay>
+                                    <ChildContent>
+                                        <Button>导入 <Icon Type="down" /></Button>
+                                    </ChildContent>
+                                </Dropdown>
+                                <div class="extraContent" style="margin-right:100px;">
+                                    <Search Class="extraContentSearch" Placeholder="搜索文档" @bind-Value="_model.Id" />
+                                </div>
+
+                            </Extra>
                             <ChildContent>
-                                <Button>导入 <Icon Type="down" /></Button>
-                            </ChildContent>
-                        </Dropdown>
-                        <div class="extraContent" style="margin-right:100px;">
-                            <Search Class="extraContentSearch" Placeholder="搜索文档" @bind-Value="_model.Id" />
-                        </div>
-
-                    </Extra>
-                    <ChildContent>
-                        <AntList TItem="KmsDetails"
-                                 DataSource="_data"
-                                 ItemLayout="ListItemLayout.Horizontal">
-                            <ListItem Actions="@(new[] {
+                                <AntList TItem="KmsDetails"
+                                         DataSource="_data"
+                                         ItemLayout="ListItemLayout.Horizontal" Size="small">
+                                    <ListItem Actions="@(new[] {
                             detail(()=> FileDetail(context.Id)) ,
                             delete(async ()=>await DeleteFile(context.Id)) ,
                              })">
-                                <ListItemMeta Description="@context.Id">
-                                    <TitleTemplate>
-                                        <div>文件ID</div>
-                                    </TitleTemplate>
-                                </ListItemMeta>
-                                <ListItemMeta Description="@context.Type">
-                                    <TitleTemplate>
-                                        <div>文件类型</div>
-                                    </TitleTemplate>
-                                </ListItemMeta>
-                                @if (@context.Type == "file")
-                                {
-                                    <ListItemMeta Avatar="" Description="@context.FileName">
-                                        <TitleTemplate>
-                                            <a>文件名称</a>
-                                        </TitleTemplate>
-                                    </ListItemMeta>
-                                }
-                                else if (@context.Type == "url")
-                                {
-                                    <ListItemMeta Avatar="" Description="@context.Url">
-                                        <TitleTemplate>
-                                            <a href="@context.Url" target="_blank">Url</a>
-                                        </TitleTemplate>
-                                    </ListItemMeta>
-                                }
-                                else if (@context.Type == "text")
-                                {
-                                    <ListItemMeta Avatar="" Description="……">
-                                        <TitleTemplate>
-                                            <a>文本内容</a>
-                                        </TitleTemplate>
-                                    </ListItemMeta>
-                                }
-                                <ListItemMeta Avatar="" Description="@context.DataCount.ToString()">
-                                    <TitleTemplate>
-                                        <a>文档切片数量</a>
-                                    </TitleTemplate>
-                                </ListItemMeta>
-                                <ListItemMeta Avatar="" Description="@context.Status.ToString()">
-                                    <TitleTemplate>
-                                        <a>状态</a>
-                                    </TitleTemplate>
-                                </ListItemMeta>
-                                <div class="listContent">
-                                    <div class="listContentItem">
-                                        <span>创建时间</span>
-                                        <p>@context.CreateTime.ToString("yyyy-MM-dd HH:mm")</p>
-                                    </div>
-                                </div>
-                            </ListItem>
-                        </AntList>
-                    </ChildContent>
-                </Card>
-            </div>
-        </ChildContent>
-    </PageContainer>
-</div>
+                                        <ListItemMeta Description="@context.Id">
+                                            <TitleTemplate>
+                                                <div>文件ID</div>
+                                            </TitleTemplate>
+                                        </ListItemMeta>
+                                        <ListItemMeta Description="@context.Type">
+                                            <TitleTemplate>
+                                                <div>文件类型</div>
+                                            </TitleTemplate>
+                                        </ListItemMeta>
+                                        @if (@context.Type == "file" || @context.Type == "excel")
+                                        {
+                                            <ListItemMeta Avatar="" Description="@context.FileName">
+                                                <TitleTemplate>
+                                                    <a>文件名称</a>
+                                                </TitleTemplate>
+                                            </ListItemMeta>
+                                        }
+                                        else if (@context.Type == "url")
+                                        {
+                                            <ListItemMeta Avatar="" Description="@context.Url">
+                                                <TitleTemplate>
+                                                    <a href="@context.Url" target="_blank">Url</a>
+                                                </TitleTemplate>
+                                            </ListItemMeta>
+                                        }
+                                        else if (@context.Type == "text")
+                                        {
+                                            <ListItemMeta Avatar="" Description="……">
+                                                <TitleTemplate>
+                                                    <a>文本内容</a>
+                                                </TitleTemplate>
+                                            </ListItemMeta>
+                                        }
+                                        <ListItemMeta Avatar="" Description="@context.DataCount.ToString()">
+                                            <TitleTemplate>
+                                                <a>文档切片数量</a>
+                                            </TitleTemplate>
+                                        </ListItemMeta>
+                                        <ListItemMeta Avatar="" Description="@context.Status.ToString()">
+                                            <TitleTemplate>
+                                                <a>状态</a>
+                                            </TitleTemplate>
+                                        </ListItemMeta>
+                                        <div class="listContent">
+                                            <div class="listContentItem">
+                                                <span>创建时间</span>
+                                                <p>@context.CreateTime.ToString("yyyy-MM-dd HH:mm")</p>
+                                            </div>
+                                        </div>
+                                    </ListItem>
+                                </AntList>
+                            </ChildContent>
+                        </Card>
+                    </div>
+                </ChildContent>
+            </TabPane>
+            <TabPane Key="2">
+                <TabTemplate>搜索测试</TabTemplate>
+                <ChildContent>
+                    <KmsTest KmsId="@KmsId"></KmsTest>
+                </ChildContent>
+            </TabPane>
+        </Tabs>
+    </CardTabs>
+</Card>
 
 <Modal Title="链接读取"
        Visible="@_urlVisible"
@@ -113,6 +124,12 @@
         <FormItem Label="URL地址">
             <Input @bind-Value="@context.Url" />
         </FormItem>
+        <FormItem Label="切分方式">
+            <RadioGroup @bind-Value="@_isQa">
+                <Radio Value="false">直接切分</Radio>
+                <Radio Value="true">QA切分</Radio>
+            </RadioGroup>
+        </FormItem>
     </Form>
 </Modal>
 
@@ -124,10 +141,16 @@
     <Form Model="@textModel"
           LabelColSpan="8"
           WrapperColSpan="16"
-          @ref="@_textForm">
+          @ref="@_textForm">  
         <FormItem Label="文本内容">
             <TextArea @bind-Value="@context.Text" Rows="5" />
         </FormItem>
+        <FormItem Label="切分方式">
+            <RadioGroup @bind-Value="@_isQa">
+                <Radio Value="false">直接切分</Radio>
+                <Radio Value="true">QA切分</Radio>
+            </RadioGroup>
+        </FormItem>
     </Form>
 </Modal>
 
@@ -135,7 +158,7 @@
        Visible="@_fileVisible"
        OnOk="@FileHandleOk"
        OnCancel="@FileHandleCancel"
-       ConfirmLoading="@_fileConfirmLoading">
+       ConfirmLoading="@_fileConfirmLoading">   
     <Upload Action="@("api/File/UploadFile")"
             Name="file"
             Drag
@@ -147,15 +170,50 @@
             <Icon Type="inbox" />
         </p>
         <p class="ant-upload-text">单击或拖动文件到此区域进行上传</p>
+        @if (km.IsOCR == 1)
+        {
+            <p class="ant-upload-hint">
+                支持 txt、word、pdf、md、excel、ppt、jpeg、png、tiff 等文件。
+            </p>
+        }
+        else
+        {
+            <p class="ant-upload-hint">
+                支持 txt、word、pdf、md、excel、ppt 等文件。
+            </p>
+        }
+
+    </Upload>
+    <RadioGroup @bind-Value="@_isQa" Style="margin-top:5px;">
+        <Radio Value="false">直接切分</Radio>
+        <Radio Value="true">QA切分</Radio>
+    </RadioGroup>
+</Modal>
+
+<Modal Title="Excel导入"
+       Visible="@_excelVisible"
+       OnOk="@ExcelHandleOk"
+       OnCancel="@ExcelHandleCancel"
+       ConfirmLoading="@_excelConfirmLoading">
+    <a href="api/File/DownExcelTemplate" target="_blank">下载模板</a>
+    <Upload Action="@("api/File/UploadFile")"
+            Name="file"
+            Drag
+            Multiple
+            Accept="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"
+            BeforeUpload="iKMService.BeforeUpload"
+            OnSingleCompleted="iKMService.OnSingleCompleted">
+        <p class="ant-upload-drag-icon">
+            <Icon Type="inbox" />
+        </p>
+        <p class="ant-upload-text">单击或拖动文件到此区域进行上传</p>
         <p class="ant-upload-hint">
-            支持txt、word、pdf、md、excel、ppt等文件。
+            支持excel文件。
         </p>
     </Upload>
 </Modal>
 
-
 @code {
-
     RenderFragment _fileUpload(Action clickAction) =>@<MenuItem>
         <a target="_blank" rel="noopener noreferrer" @onclick="@clickAction">
             文件导入
@@ -174,6 +232,12 @@
         </a>
     </MenuItem>;
 
+    RenderFragment _excelUpload(Action clickAction) =>@<MenuItem>
+        <a target="_blank" rel="noopener noreferrer" @onclick="@clickAction">
+            Excel导入
+        </a>
+    </MenuItem>;
+
     RenderFragment detail(Action clickAction) => @<a key="detail" @onclick="@clickAction">详情</a>;
     RenderFragment delete(Action clickAction) => @<a key="edit" @onclick="@clickAction">删除</a>;
 }