fix nuget

add runtime

.gitignore

@@ -330,13 +330,16 @@ ASALocalRun/
 *.pdb
 # MFractors (Xamarin productivity tool) working folder 
 .mfractor/
-/.semantic-kernel/results/src/ISS.IPSA.AiAgent.Api/plugins/BasePlugin/YesNo
 **/bin/
 **/obj/
 **/.vs/
-
-/Xzy.KnowledgeBase/appsettings.Development.json
-/Xzy.KnowledgeBase/XzyAgent.db
-/Xzy.KnowledgeBase/AntSK.db
 /AntSK/AntSK.db
 /AntSK/appsettings.Development.json
+/AntSK.db
+**/tmp-memory-files/*
+**/tmp-memory-vectors/*
+/src/AntSK/AntSK.db
+/src/AntSK/appsettings.Development.json
+/src/AntSK.db
+/src/AntSK/llama_models
+/src/AntSK/AntSK.xml

AntSK.Domain/Domain/Dto/KMFile.cs

@@ -1,21 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Domain.Dto
-{
-    public class KMFile
-    {
-        public string Text { get; set; }
-
-        public string Url { get; set; }
-
-        public string LastUpdate { get; set; }
-
-        public string Schema { get; set; }
-
-        public string File { get; set; }
-    }
-}

AntSK.Domain/Domain/Interface/IKMService.cs

@@ -1,17 +0,0 @@
-using AntSK.Domain.Domain.Dto;
-using Microsoft.KernelMemory.Configuration;
-using Microsoft.KernelMemory;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Domain.Interface
-{
-    public interface IKMService
-    {
-        MemoryServerless GetMemory(SearchClientConfig searchClientConfig = null, TextPartitioningOptions textPartitioningOptions = null);
-        Task<List<KMFile>> GetDocumentByFileID(string fileid);
-    }
-}

AntSK.Domain/Domain/Service/KMService.cs

@@ -1,98 +0,0 @@
-using AntSK.Domain.Common.DependencyInjection;
-using AntSK.Domain.Domain.Interface;
-using Microsoft.KernelMemory;
-using AntSK.Domain.Utils;
-using AntSK.Domain.Domain.Dto;
-using AntSK.Domain.Options;
-using Microsoft.KernelMemory.ContentStorage.DevTools;
-using Microsoft.KernelMemory.FileSystem.DevTools;
-using Microsoft.KernelMemory.Postgres;
-using System.Net.Http;
-using Microsoft.Extensions.Options;
-using Microsoft.KernelMemory.Configuration;
-
-namespace AntSK.Domain.Domain.Service
-{
-    [ServiceDescription(typeof(IKMService), ServiceLifetime.Scoped)]
-    public class KMService(
-        IOptions<PostgresConfig> postgresOptions
-        ) : IKMService
-    {
-        public MemoryServerless GetMemory(SearchClientConfig searchClientConfig=null, TextPartitioningOptions textPartitioningOptions=null) 
-        {
-            var handler = new OpenAIHttpClientHandler();
-            var httpClient = new HttpClient(handler);
-            if (searchClientConfig.IsNull())
-            {
-                 searchClientConfig = new SearchClientConfig
-                {
-                    MaxAskPromptSize = 2048,
-                    MaxMatchesCount = 3,
-                    AnswerTokens = 1000,
-                    EmptyAnswer = "知识库未搜索到相关内容"
-                };
-            }
-
-            if (textPartitioningOptions.IsNull())
-            {
-                textPartitioningOptions = new TextPartitioningOptions
-                {
-                    MaxTokensPerLine = 99,
-                    MaxTokensPerParagraph = 299,
-                    OverlappingTokens = 47
-                };
-            }
-
-           var memory = new KernelMemoryBuilder()
-          .WithPostgresMemoryDb(postgresOptions.Value)
-          .WithSimpleFileStorage(new SimpleFileStorageConfig { StorageType = FileSystemTypes.Volatile, Directory = "_files" })
-          .WithSearchClientConfig(searchClientConfig)
-          //如果用本地模型需要设置token小一点。
-          .WithCustomTextPartitioningOptions(textPartitioningOptions)
-          .WithOpenAITextGeneration(new OpenAIConfig()
-          {
-              APIKey = OpenAIOption.Key,
-              TextModel = OpenAIOption.Model
-
-          }, null, httpClient)
-          .WithOpenAITextEmbeddingGeneration(new OpenAIConfig()
-          {
-              APIKey = OpenAIOption.Key,
-              EmbeddingModel = OpenAIOption.EmbeddingModel
-
-          }, null, false, httpClient)
-          .Build<MemoryServerless>();
-            return memory;
-        }
-
-        public async Task<List<KMFile>> GetDocumentByFileID(string fileid)
-        {
-            var _memory = GetMemory();
-            var memories = await _memory.ListIndexesAsync();
-            var memoryDbs = _memory.Orchestrator.GetMemoryDbs();
-            List<KMFile> docTextList = new List<KMFile>();
-
-            foreach (var memoryIndex in memories)
-            {
-                foreach (var memoryDb in memoryDbs)
-                {
-
-                    var items = await memoryDb.GetListAsync(memoryIndex.Name, new List<MemoryFilter>() { new MemoryFilter().ByDocument(fileid) }, 100, true).ToListAsync();
-                    foreach (var item in items)
-                    {
-                        KMFile file = new KMFile()
-                        {
-                            Text = item.Payload.FirstOrDefault(p => p.Key == "text").Value.ConvertToString(),
-                            Url = item.Payload.FirstOrDefault(p => p.Key == "url").Value.ConvertToString(),
-                            LastUpdate = item.Payload.FirstOrDefault(p => p.Key == "last_update").Value.ConvertToString(),
-                            Schema = item.Payload.FirstOrDefault(p => p.Key == "schema").Value.ConvertToString(),
-                            File = item.Payload.FirstOrDefault(p => p.Key == "file").Value.ConvertToString(),
-                        };
-                        docTextList.Add(file);
-                    }
-                }
-            }
-            return docTextList;
-        }
-    }
-}

AntSK.Domain/Domain/Service/KernelService.cs

@@ -1,157 +0,0 @@
-using AntSK.Domain.Common.DependencyInjection;
-using AntSK.Domain.Domain.Interface;
-using AntSK.Domain.Model;
-using AntSK.Domain.Options;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using Microsoft.SemanticKernel;
-using Microsoft.SemanticKernel.Plugins.Core;
-using RestSharp;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Net.Http;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Domain.Service
-{
-    [ServiceDescription(typeof(IKernelService), ServiceLifetime.Scoped)]
-    public class KernelService(
-        IApis_Repositories _apis_Repositories
-        ) : IKernelService
-    {
-        /// <summary>
-        /// 获取kernel实例，依赖注入不好按每个用户去Import不同的插件，所以每次new一个新的kernel
-        /// </summary>
-        /// <param name="modelId"></param>
-        /// <param name="apiKey"></param>
-        /// <returns></returns>
-        public Kernel GetKernel(string modelId=null,string apiKey=null)
-        {
-            var handler = new OpenAIHttpClientHandler();
-            var httpClient = new HttpClient(handler);
-            httpClient.Timeout = TimeSpan.FromMinutes(5);
-            var kernel = Kernel.CreateBuilder()
-              .AddOpenAIChatCompletion(
-               modelId: modelId!=null? modelId : OpenAIOption.Model,
-               apiKey: apiKey!=null? apiKey: OpenAIOption.Key,
-               httpClient: httpClient)
-               .Build();
-            RegisterPluginsWithKernel(kernel);
-            return kernel;
-        }
-
-        /// <summary>
-        /// 根据app配置的插件，导入插件
-        /// </summary>
-        /// <param name="app"></param>
-        /// <param name="_kernel"></param>
-        public void ImportFunctionsByApp(Apps app, Kernel _kernel)
-        {
-            //开启自动插件调用
-            var apiIdList = app.ApiFunctionList.Split(",");
-            var apiList = _apis_Repositories.GetList(p => apiIdList.Contains(p.Id));
-            List<KernelFunction> functions = new List<KernelFunction>();
-            var plugin = _kernel.Plugins.FirstOrDefault(p => p.Name == "ApiFunctions");
-            {
-                foreach (var api in apiList)
-                {
-                    switch (api.Method)
-                    {
-                        case HttpMethodType.Get:
-                            functions.Add(_kernel.CreateFunctionFromMethod((string msg) =>
-                            {
-                                try
-                                {
-                                    Console.WriteLine(msg);
-                                    RestClient client = new RestClient();
-                                    RestRequest request = new RestRequest(api.Url, Method.Get);
-                                    foreach (var header in api.Header.Split("\n"))
-                                    {
-                                        var headerArray = header.Split(":");
-                                        if (headerArray.Length == 2)
-                                        {
-                                            request.AddHeader(headerArray[0], headerArray[1]);
-                                        }
-                                    }
-                                    //这里应该还要处理一次参数提取，等后面再迭代
-                                    foreach (var query in api.Query.Split("\n"))
-                                    {
-                                        var queryArray = query.Split("=");
-                                        if (queryArray.Length == 2)
-                                        {
-                                            request.AddQueryParameter(queryArray[0], queryArray[1]);
-                                        }
-                                    }
-                                    var result = client.Execute(request);
-                                    return result.Content;
-                                }
-                                catch (System.Exception ex)
-                                {
-                                    return "调用失败：" + ex.Message;
-                                }
-                            }, api.Name, $"{api.Describe}"));
-                            break;
-                        case HttpMethodType.Post:
-                            functions.Add(_kernel.CreateFunctionFromMethod((string msg) =>
-                            {
-                                try
-                                {
-                                    Console.WriteLine(msg);
-                                    RestClient client = new RestClient();
-                                    RestRequest request = new RestRequest(api.Url, Method.Post);
-                                    foreach (var header in api.Header.Split("\n"))
-                                    {
-                                        var headerArray = header.Split(":");
-                                        if (headerArray.Length == 2)
-                                        {
-                                            request.AddHeader(headerArray[0], headerArray[1]);
-                                        }
-                                    }
-                                    //这里应该还要处理一次参数提取，等后面再迭代
-                                    request.AddJsonBody(api.JsonBody);
-                                    var result = client.Execute(request);
-                                    return result.Content;
-                                }
-                                catch (System.Exception ex)
-                                {
-                                    return "调用失败：" + ex.Message;
-                                }
-                            }, api.Name, $"{api.Describe}"));
-                            break;
-                    }
-                }
-                _kernel.ImportPluginFromFunctions("ApiFunctions", functions);
-            }
-
-        }
-
-        /// <summary>
-        /// 注册默认插件
-        /// </summary>
-        /// <param name="kernel"></param>
-        void RegisterPluginsWithKernel(Kernel kernel)
-        {
-            kernel.ImportPluginFromObject(new ConversationSummaryPlugin(), "ConversationSummaryPlugin");
-            kernel.ImportPluginFromObject(new TimePlugin(), "TimePlugin");
-            kernel.ImportPluginFromPromptDirectory(Path.Combine(RepoFiles.SamplePluginsPath(), "KMSPlugin"));
-        }
-
-        /// <summary>
-        /// 会话总结
-        /// </summary>
-        /// <param name="_kernel"></param>
-        /// <param name="questions"></param>
-        /// <param name="history"></param>
-        /// <returns></returns>
-        public async Task<string> HistorySummarize(Kernel _kernel,string questions, string history)
-        {
-            KernelFunction sunFun = _kernel.Plugins.GetFunction("ConversationSummaryPlugin", "SummarizeConversation");
-            var summary = await _kernel.InvokeAsync(sunFun, new() { ["input"] = $"内容是：{history.ToString()} {Environment.NewLine} 请注意用中文总结" });
-            string his = summary.GetValue<string>();
-            var msg = $"history：{history.ToString()}{Environment.NewLine} user：{questions}"; ;
-            return msg;
-        }
-    }
-}

AntSK.Domain/Map/AutoMapProfile.cs

@@ -1,18 +0,0 @@
-using AutoMapper;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Map
-{
-    public class AutoMapProfile : Profile
-    {
-        public AutoMapProfile()
-        {
-
-
-        }
-    }
-}

AntSK.Domain/Map/MapperExtend.cs

@@ -1,53 +0,0 @@
-using AutoMapper;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Map
-{
-    public static class MapperExtend
-    {
-        /// <summary>
-        /// Entity集合转DTO集合
-        /// </summary>
-        /// <typeparam name="T"></typeparam>
-        /// <param name="value"></param>
-        /// <returns></returns>
-        public static List<T> ToDTOList<T>(this object value)
-        {
-            if (value == null)
-                return new List<T>();
-
-            return Mapper.Map<List<T>>(value);
-        }
-        /// <summary>
-        /// Entity转DTO
-        /// </summary>
-        /// <typeparam name="T"></typeparam>
-        /// <param name="value"></param>
-        /// <returns></returns>
-        public static T ToDTO<T>(this object value)
-        {
-            if (value == null)
-                return default(T);
-
-            return Mapper.Map<T>(value);
-        }
-
-        /// <summary>
-        /// 给已有对象map,适合update场景，如需过滤空值需要在AutoMapProfile 设置
-        /// </summary>
-        /// <typeparam name="T"></typeparam>
-        /// <param name="self"></param>
-        /// <param name="result"></param>
-        /// <returns></returns>
-        public static T MapTo<T>(this object self, T result)
-        {
-            if (self == null)
-                return default(T);
-            return (T)Mapper.Map(self, result, self.GetType(), typeof(T));
-        }
-    }
-}

AntSK.Domain/Options/ConnectionOption.cs

@@ -1,20 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Options
-{
-    public class ConnectionOption
-    {
-        /// <summary>
-        /// sqlite连接字符串
-        /// </summary>
-        public static string Sqlite { get; set; }
-        /// <summary>
-        /// pg链接字符串
-        /// </summary>
-        public static string Postgres { get; set; }
-    }
-}

AntSK.Domain/Options/LLamaSharpOption.cs

@@ -1,15 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Options
-{
-    public class LLamaSharpOption
-    {
-        public static string Chat { get; set; }
-
-        public static string Embedding { get; set; }
-    }
-}

AntSK.Domain/Options/LoginOption.cs

@@ -1,15 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Options
-{
-    public class LoginOption
-    {
-        public static string User { get; set; }
-
-        public static string Password { get; set; }
-    }
-}

AntSK.Domain/Options/OpenAIOption.cs

@@ -1,17 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Options
-{
-    public class OpenAIOption
-    {
-        public static string EndPoint { get; set; }
-        public static string Key { get; set; }
-        public static string Model { get; set; }
-
-        public static string EmbeddingModel { get; set; }
-    }
-}

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

@@ -1,65 +0,0 @@
-using SqlSugar;
-using System;
-using System.Collections.Generic;
-using System.ComponentModel.DataAnnotations;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Repositories
-{
-    [SugarTable("Apps")]
-    public partial class Apps
-    {
-        [SugarColumn(IsPrimaryKey = true)]
-        public string Id { get; set; }
-
-        /// <summary>
-        /// 名称
-        /// </summary>
-        [Required]
-        public string Name { get; set; }
-
-        /// <summary>
-        /// 描述
-        /// </summary>
-        [Required]
-        public string Describe { get; set; }
-        /// <summary>
-        /// 图标
-        /// </summary>
-        [Required]
-        public string Icon { get; set; }
-
-        /// <summary>
-        /// 类型
-        /// </summary>
-        [Required]
-        public string Type { get; set; }
-
-        /// <summary>
-        /// 温度
-        /// </summary>
-        public double Temperature { get; set; }=70f;
-
-        /// <summary>
-        /// 提示词
-        /// </summary>
-        public string? Prompt { get; set; }
-
-        /// <summary>
-        /// 插件列表
-        /// </summary>
-        public string? ApiFunctionList { get; set; }
-
-
-        /// <summary>
-        /// 知识库ID列表
-        /// </summary>
-        public string? KmsIdList { get; set; }
-        /// <summary>
-        /// API调用秘钥
-        /// </summary>
-        public string? SecretKey { get; set; }
-    }
-}

AntSK.Domain/Repositories/Base/SqlSugarHelper.cs

@@ -1,51 +0,0 @@
-using SqlSugar;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-using AntSK.Domain.Options;
-using AntSK.Domain.Utils;
-using System.Reflection;
-
-namespace AntSK.Domain.Repositories.Base
-{
-    public class SqlSugarHelper
-    {
-        /// <summary>
-        /// sqlserver连接
-        /// </summary>
-        public static SqlSugarScope Sqlite = new SqlSugarScope(new ConnectionConfig()
-        {
-            ConnectionString = ConnectionOption.Postgres,
-            DbType = DbType.PostgreSQL,
-            InitKeyType = InitKeyType.Attribute,//从特性读取主键和自增列信息
-            IsAutoCloseConnection = true,
-            ConfigureExternalServices = new ConfigureExternalServices
-            {
-                //注意:  这儿AOP设置不能少
-                EntityService = (c, p) =>
-                {
-                    /***高版C#写法***/
-                    //支持string?和string  
-                    if (p.IsPrimarykey == false && new NullabilityInfoContext()
-                     .Create(c).WriteState is NullabilityState.Nullable)
-                    {
-                        p.IsNullable = true;
-                    }
-                }
-            }
-        }, Db =>
-        {
-            Db.Aop.OnLogExecuting = (sql, pars) =>
-            {
-                if (Environment.GetEnvironmentVariable("ASPNETCORE_ENVIRONMENT").ConvertToString() == "Development")
-                {
-                    Console.WriteLine(sql + "\r\n" +
-                        Sqlite.Utilities.SerializeObject(pars.ToDictionary(it => it.ParameterName, it => it.Value)));
-                    Console.WriteLine();
-                }
-            };
-        });
-    }
-}

AntSK.Domain/Xzy.KnowledgeBase.Domain.xml

@@ -1,473 +0,0 @@
-<?xml version="1.0"?>
-<doc>
-    <assembly>
-        <name>AntSK.Domain</name>
-    </assembly>
-    <members>
-        <member name="T:AntSK.Domain.Common.DependencyInjection.ServiceCollectionExtensions">
-            <summary>
-            容器扩展
-            </summary>
-        </member>
-        <member name="M:AntSK.Domain.Common.DependencyInjection.ServiceCollectionExtensions.AddServicesFromAssemblies(Microsoft.Extensions.DependencyInjection.IServiceCollection,System.String[])">
-            <summary>
-            从程序集中加载类型并添加到容器中
-            </summary>
-            <param name="services">容器</param>
-            <param name="assemblies">程序集集合</param>
-            <returns></returns>
-        </member>
-        <member name="F:AntSK.Domain.Common.DependencyInjection.ServiceLifetime.Scoped">
-            <summary>
-            作用域
-            </summary>
-        </member>
-        <member name="F:AntSK.Domain.Common.DependencyInjection.ServiceLifetime.Singleton">
-            <summary>
-            单例
-            </summary>
-        </member>
-        <member name="F:AntSK.Domain.Common.DependencyInjection.ServiceLifetime.Transient">
-            <summary>
-            瞬时
-            </summary>
-        </member>
-        <member name="M:AntSK.Domain.Map.MapperExtend.ToDTOList``1(System.Object)">
-            <summary>
-            Entity集合转DTO集合
-            </summary>
-            <typeparam name="T"></typeparam>
-            <param name="value"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Map.MapperExtend.ToDTO``1(System.Object)">
-            <summary>
-            Entity转DTO
-            </summary>
-            <typeparam name="T"></typeparam>
-            <param name="value"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Map.MapperExtend.MapTo``1(System.Object,``0)">
-            <summary>
-            给已有对象map,适合update场景，如需过滤空值需要在AutoMapProfile 设置
-            </summary>
-            <typeparam name="T"></typeparam>
-            <param name="self"></param>
-            <param name="result"></param>
-            <returns></returns>
-        </member>
-        <member name="P:AntSK.Domain.Model.PageList`1.PageIndex">
-            <summary>
-            当前页，从1开始
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Model.PageList`1.PageSize">
-            <summary>
-            每页数量
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Model.PageList`1.TotalCount">
-            <summary>
-            总数
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Options.ConnectionOption.Sqlite">
-            <summary>
-            sqlite连接字符串
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.Apps.Name">
-            <summary>
-            名称
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.Apps.Describe">
-            <summary>
-            描述
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.KmsDetails.FileName">
-            <summary>
-            文件名称
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.KmsDetails.DataCount">
-            <summary>
-            数据数量
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.KmsDetails.Status">
-            <summary>
-            状态
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.KmsDetails.CreateTime">
-            <summary>
-            创建时间
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.Kmss.Name">
-            <summary>
-            名称
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.Kmss.ChatModel">
-            <summary>
-            会话模型
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Repositories.Kmss.EmbeddingModel">
-            <summary>
-            向量模型
-            </summary>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetList">
-            <summary>
-            获取所有list
-            </summary>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetListAsync">
-            <summary>
-            获取所有list-异步
-            </summary>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetList(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda查询
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetListAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda查询-异步
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.Count(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda表达式获取数量
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.CountAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda表达式获取数量-异步
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetPageList(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}},SqlSugar.PageModel)">
-            <summary>
-            获取分页
-            </summary>
-            <param name="whereExpression"></param>
-            <param name="page"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetPageListAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}},SqlSugar.PageModel)">
-            <summary>
-            获取分页-异步
-            </summary>
-            <param name="whereExpression"></param>
-            <param name="page"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetById(System.Object)">
-            <summary>
-            根据id获取实体
-            </summary>
-            <param name="id"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetByIdAsync(System.Object)">
-            <summary>
-            根据id获取实体-异步
-            </summary>
-            <param name="id"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetSingle(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda获取单个对象 （注意，需要确保唯一，如果获取到2个会报错，这种场景需要使用GetFirst）
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetSingleAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda获取单个对象-异步  （注意，需要确保唯一，如果获取到2个会报错，这种场景需要使用GetFirst）
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetFirst(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda获取单个对象
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.GetFirstAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据lambda获取单个对象 --异步
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.Insert(`0)">
-            <summary>
-            实体插入
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertAsync(`0)">
-            <summary>
-            实体插入-异步
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertRange(System.Collections.Generic.List{`0})">
-            <summary>
-            批量插入
-            </summary>
-            <param name="objs"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertRangeAsync(System.Collections.Generic.List{`0})">
-            <summary>
-            批量插入-异步
-            </summary>
-            <param name="objs"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertReturnIdentity(`0)">
-            <summary>
-            插入返回自增列
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertReturnIdentityAsync(`0)">
-            <summary>
-            插入返回自增列-异步
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertReturnBigIdentity(`0)">
-            <summary>
-            插入返回longid
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.InsertReturnBigIdentityAsync(`0)">
-            <summary>
-            插入返回longid-异步
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.DeleteByIds(System.Object[])">
-            <summary>
-            批量删除
-            </summary>
-            <param name="ids"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.DeleteByIdsAsync(System.Object[])">
-            <summary>
-            批量删除-异步
-            </summary>
-            <param name="ids"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.Delete(System.Object)">
-            <summary>
-            根据主键删除
-            </summary>
-            <param name="id"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.DeleteAsync(System.Object)">
-            <summary>
-            根据主键删除-异步
-            </summary>
-            <param name="id"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.Delete(`0)">
-            <summary>
-            根据实体删除
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.DeleteAsync(`0)">
-            <summary>
-            根据实体删除-异步
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.Delete(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据表达式删除
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.DeleteAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            根据表达式删除-异步
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.Update(`0)">
-            <summary>
-            更新
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.UpdateAsync(`0)">
-            <summary>
-            更新-异步
-            </summary>
-            <param name="obj"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.UpdateRange(System.Collections.Generic.List{`0})">
-            <summary>
-            批量更新
-            </summary>
-            <param name="objs"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.UpdateRangeAsync(System.Collections.Generic.List{`0})">
-            <summary>
-            批量更新-异步
-            </summary>
-            <param name="objs"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.IsAny(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            是否包含元素
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Repositories.Base.Repository`1.IsAnyAsync(System.Linq.Expressions.Expression{System.Func{`0,System.Boolean}})">
-            <summary>
-            是否包含元素-异步
-            </summary>
-            <param name="whereExpression"></param>
-            <returns></returns>
-        </member>
-        <member name="F:AntSK.Domain.Repositories.Base.SqlSugarHelper.Sqlite">
-            <summary>
-            sqlserver连接
-            </summary>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.IsNull(System.Object)">
-            <summary>
-            判断是否为空，为空返回true
-            </summary>
-            <param name="data"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.IsNotNull(System.Object)">
-            <summary>
-            判断是否为空，为空返回true
-            </summary>
-            <param name="data"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.IsNull(System.String)">
-            <summary>
-            判断是否为空，为空返回true
-            </summary>
-            <param name="data"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToString(System.Object)">
-            <summary>
-            将obj类型转换为string
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToInt32(System.Object)">
-            <summary>
-            object 转int32
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToInt64(System.Object)">
-            <summary>
-            object 转int32
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToDouble(System.Object)">
-            <summary>
-            将字符串转double
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToDateTime(System.String)">
-            <summary>
-            转换为datetime类型
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToDateTime(System.String,System.String)">
-            <summary>
-            转换为datetime类型的格式字符串
-            </summary>
-            <param name="s">要转换的对象</param>
-            <param name="y">格式化字符串</param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ConvertToDecimal(System.Object)">
-            <summary>
-            将字符串转换成decimal
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.DecimalFraction(System.Decimal)">
-            <summary>
-            decimal保留2位小数
-            </summary>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.ReplaceHtml(System.String)">
-            <summary>
-            替换html种的特殊字符
-            </summary>
-            <param name="s"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Utils.ConvertUtils.StreamToByte(System.IO.Stream)">
-            <summary>
-            流转byte
-            </summary>
-            <param name="stream"></param>
-            <returns></returns>
-        </member>
-    </members>
-</doc>

AntSK.sln

@@ -1,37 +0,0 @@
-
-Microsoft Visual Studio Solution File, Format Version 12.00
-# Visual Studio Version 17
-VisualStudioVersion = 17.8.34330.188
-MinimumVisualStudioVersion = 10.0.40219.1
-Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AntSK", "AntSK\AntSK.csproj", "{9AA5A735-8FB1-4CC5-AB3E-D02B3A3B6682}"
-EndProject
-Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AntSK.Domain", "AntSK.Domain\AntSK.Domain.csproj", "{64F17C9A-97C2-46FA-9345-86C5289288AD}"
-EndProject
-Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Docker", "Docker", "{9F2E193A-5F9D-4C82-B591-CB133EEB59F0}"
-	ProjectSection(SolutionItems) = preProject
-		docker-compose.yml = docker-compose.yml
-		Dockerfile = Dockerfile
-	EndProjectSection
-EndProject
-Global
-	GlobalSection(SolutionConfigurationPlatforms) = preSolution
-		Debug|Any CPU = Debug|Any CPU
-		Release|Any CPU = Release|Any CPU
-	EndGlobalSection
-	GlobalSection(ProjectConfigurationPlatforms) = postSolution
-		{9AA5A735-8FB1-4CC5-AB3E-D02B3A3B6682}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{9AA5A735-8FB1-4CC5-AB3E-D02B3A3B6682}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{9AA5A735-8FB1-4CC5-AB3E-D02B3A3B6682}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{9AA5A735-8FB1-4CC5-AB3E-D02B3A3B6682}.Release|Any CPU.Build.0 = Release|Any CPU
-		{64F17C9A-97C2-46FA-9345-86C5289288AD}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{64F17C9A-97C2-46FA-9345-86C5289288AD}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{64F17C9A-97C2-46FA-9345-86C5289288AD}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{64F17C9A-97C2-46FA-9345-86C5289288AD}.Release|Any CPU.Build.0 = Release|Any CPU
-	EndGlobalSection
-	GlobalSection(SolutionProperties) = preSolution
-		HideSolutionNode = FALSE
-	EndGlobalSection
-	GlobalSection(ExtensibilityGlobals) = postSolution
-		SolutionGuid = {2076B7C9-2E5B-4580-9712-03F0D56BC1AF}
-	EndGlobalSection
-EndGlobal

AntSK/AntSK.xml

@@ -1,142 +0,0 @@
-<?xml version="1.0"?>
-<doc>
-    <assembly>
-        <name>AntSK</name>
-    </assembly>
-    <members>
-        <member name="M:AntSK.Controllers.FileController.UploadFile(Microsoft.AspNetCore.Http.IFormFile)">
-            <summary>
-            Upload FileName
-            </summary>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Controllers.InitController.InitTable">
-            <summary>
-            初始化DB 和表
-            </summary>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Controllers.LLamaSharpController.chat(AntSK.Models.OpenAIModel)">
-            <summary>
-            本地会话接口
-            </summary>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Controllers.LLamaSharpController.embedding(AntSK.Models.OpenAIEmbeddingModel)">
-            <summary>
-            本地嵌入接口
-            </summary>
-            <param name="model"></param>
-            <returns></returns>
-        </member>
-        <member name="T:AntSK.Controllers.OpenController">
-            <summary>
-            对外接口
-            </summary>
-        </member>
-        <member name="M:AntSK.Controllers.OpenController.#ctor(AntSK.Services.OpenApi.IOpenApiService)">
-            <summary>
-            对外接口
-            </summary>
-        </member>
-        <member name="M:AntSK.Controllers.OpenController.chat(AntSK.Models.OpenAIModel)">
-            <summary>
-            对话接口
-            </summary>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Pages.ChatPage.Chat.SendKms(System.String,System.String,AntSK.Domain.Repositories.Apps)">
-            <summary>
-            发送知识库问答
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <param name="app"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Pages.ChatPage.Chat.SendChat(System.String,System.String,AntSK.Domain.Repositories.Apps)">
-            <summary>
-            发送普通对话
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <param name="app"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Pages.ChatPage.Chat.HistorySummarize(System.String)">
-            <summary>
-            历史会话的会话总结
-            </summary>
-            <param name="questions"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Pages.ChatPage.OpenChat.SendKms(System.String,System.String,AntSK.Domain.Repositories.Apps)">
-            <summary>
-            发送知识库问答
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <param name="app"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Pages.ChatPage.OpenChat.SendChat(System.String,System.String,AntSK.Domain.Repositories.Apps)">
-            <summary>
-            发送普通对话
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <param name="app"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Pages.ChatPage.OpenChat.HistorySummarize(System.String)">
-            <summary>
-            历史会话的会话总结
-            </summary>
-            <param name="questions"></param>
-            <returns></returns>
-        </member>
-        <member name="T:AntSK.Pages.KmsPage.KmsDetail.UrlModel">
-            <summary>
-            根据文档ID获取文档
-            </summary>
-            <param name="fileid"></param>
-            <returns></returns>
-        </member>
-        <member name="T:AntSK.Services.LLamaSharp.LLamaChatService">
-            <summary>
-            
-            </summary>
-        </member>
-        <member name="T:AntSK.Services.LLamaSharp.LLamaEmbeddingService">
-            <summary>
-            本地Embedding
-            </summary>
-        </member>
-        <member name="M:AntSK.Services.OpenApi.OpenApiService.SendChat(System.String,AntSK.Domain.Repositories.Apps)">
-            <summary>
-            发送普通对话
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <param name="app"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Services.OpenApi.OpenApiService.SendKms(System.String,AntSK.Domain.Repositories.Apps)">
-            <summary>
-            发送知识库问答
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <param name="app"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Services.OpenApi.OpenApiService.HistorySummarize(AntSK.Models.OpenAIModel)">
-            <summary>
-            历史会话的会话总结
-            </summary>
-            <param name="questions"></param>
-            <param name="msg"></param>
-            <returns></returns>
-        </member>
-    </members>
-</doc>

AntSK/Controllers/InitController.cs

@@ -1,31 +0,0 @@
-using Microsoft.AspNetCore.Http;
-using Microsoft.AspNetCore.Mvc;
-using AntSK.Domain.Repositories;
-
-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));
-            return Ok();
-        }
-    }
-}

AntSK/Controllers/LLamaSharpController.cs

@@ -1,47 +0,0 @@
-using AntSK.Models;
-using Microsoft.AspNetCore.Http;
-using Microsoft.AspNetCore.Mvc;
-using AntSK.Domain.Utils;
-using AntSK.Services.LLamaSharp;
-
-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");
-
-        }
-    }
-}

AntSK/Layouts/OpenLayout.razor

@@ -1,8 +0,0 @@
-@namespace AntSK
-@inherits LayoutComponentBase
-
-@Body
-
-@code {
-
-}

AntSK/Pages/AppPage/AddApp.razor

@@ -1,97 +0,0 @@
-@namespace AntSK.Pages.AppPage
-@using AntSK.Domain.Repositories
-@using AntSK.Models
-@page "/App/Add"
-@page "/App/Add/{AppId}"
-@using AntSK.Services.Auth
-@inherits AuthComponentBase
-
-<PageContainer Title="新增应用">
-    <ChildContent>
-        <Card>
-            <Form Model="@_appModel"
-                  Style="margin-top: 8px;"
-                  OnFinish="HandleSubmit">
-                <FormItem Label="知识库名称" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <Input Placeholder="请输入知识库名称" @bind-Value="@context.Name" />
-                </FormItem>
-                <FormItem Label="图标" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <Input Placeholder="请输入图标" @bind-Value="@context.Icon" />
-                    <a href="https://antblazor.com/zh-CN/components/icon" target="_blank">图标库</a>
-                </FormItem>
-                <FormItem Label="类型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <RadioGroup @bind-Value="context.Type">
-                        <Radio RadioButton Value="@("chat")">会话应用</Radio>
-                         <Radio RadioButton Value="@("kms")">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>
-                 @if (@context.Type == "chat")
-                {
-
-                    <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(选择后会开启自动调用)" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                        <Select Mode="multiple"
-                                @bind-Values="apiIds"
-                                Placeholder="选择API插件"
-                                TItemValue="string"
-                                TItem="string"
-                                Size="@AntSizeLDSType.Default">
-                            <SelectOptions>
-                                @foreach (var api in _apiList)
-                                {
-                                    <SelectOption TItem="string" TItemValue="string" Value="@api.Id" Label="@api.Name" />
-                                }
-                            </SelectOptions>
-                        </Select>
-                    </FormItem>
-                }
-                @if (@context.Type == "kms")
-                {
-                    <FormItem Label="知识库" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                        <Select Mode="multiple"
-                                @bind-Values="kmsIds"
-                                Placeholder="选择知识库"
-                                TItemValue="string"
-                                TItem="string"
-                                Size="@AntSizeLDSType.Default">
-                            <SelectOptions>
-                                @foreach (var kms in _kmsList)
-                                {
-                                    <SelectOption TItem="string" TItemValue="string" Value="@kms.Id" Label="@kms.Name" />
-                                }
-                            </SelectOptions>
-                        </Select>
-                    </FormItem>
-                }
-                <FormItem Label=" " Style="margin-top:32px" WrapperCol="LayoutModel._submitFormLayout.WrapperCol">
-                    <Button Type="primary" HtmlType="submit">
-                        保存
-                    </Button>
-                    <Button OnClick="Back">
-                        返回
-                    </Button>
-                </FormItem>
-            </Form>
-        </Card>
-    </ChildContent>
-</PageContainer>
-
-
-<style>
-    .avatar-uploader > .ant-upload {
-        width: 128px;
-        height: 128px;
-    }
-</style>

AntSK/Pages/AppPage/AddApp.razor.cs

@@ -1,101 +0,0 @@
-using AntDesign;
-using Microsoft.AspNetCore.Components;
-using AntSK.Domain.Repositories;
-using AntSK.Models;
-using System.IO;
-
-namespace AntSK.Pages.AppPage
-{
-    public partial class AddApp
-    {
-        [Parameter]
-        public string AppId { get; set; }
-
-        [Inject]
-        protected IApps_Repositories _apps_Repositories { get; set; }
-
-        [Inject]
-        protected IKmss_Repositories _kmss_Repositories { get; set; }
-
-        [Inject]
-        protected IApis_Repositories _apis_Repositories { get; set; }
-        [Inject]
-        protected NavigationManager NavigationManager { get; set; }
-        [Inject]
-        protected MessageService? Message { get; set; }
-
-        private Apps _appModel = new Apps() ;
-
-        IEnumerable <string>  kmsIds;
-
-        private List<Kmss> _kmsList = new List<Kmss>();
-
-        IEnumerable<string> apiIds;
-
-        private List<Apis> _apiList = new List<Apis>();
-
-
-        protected override async Task OnInitializedAsync()
-        {
-            await base.OnInitializedAsync();
-            _kmsList = _kmss_Repositories.GetList();
-            _apiList= _apis_Repositories.GetList();
-            if (!string.IsNullOrEmpty(AppId))
-            {
-                //查看
-                _appModel= _apps_Repositories.GetFirst(p => p.Id == AppId);
-                kmsIds = _appModel.KmsIdList?.Split(",");
-                apiIds= _appModel.ApiFunctionList?.Split(",");
-            }
-
-
-        }
-        private void HandleSubmit()
-        {
-            if (string.IsNullOrEmpty(AppId))
-            {
-                //新增
-                _appModel.Id = Guid.NewGuid().ToString();
-                //秘钥
-                _appModel.SecretKey="sk-"+ Guid.NewGuid().ToString();
-                if (_apps_Repositories.IsAny(p => p.Name == _appModel.Name))
-                {
-                    _ = Message.Error("名称已存在！", 2);
-                    return;
-                }
-
-                if (kmsIds != null && kmsIds.Count() > 0)
-                {
-                    _appModel.KmsIdList = string.Join(",", kmsIds);
-                }
-                if (apiIds != null && apiIds.Count() > 0)
-                {
-                    _appModel.ApiFunctionList = string.Join(",", apiIds);
-                }
-                _apps_Repositories.Insert(_appModel);
-            }
-            else {
-                //修改
-                if (kmsIds != null && kmsIds.Count() > 0)
-                {
-                    _appModel.KmsIdList = string.Join(",", kmsIds);
-                }
-                if (apiIds != null && apiIds.Count() > 0)
-                {
-                    _appModel.ApiFunctionList = string.Join(",", apiIds);
-                }
-                _apps_Repositories.Update(_appModel);
-            }
-          
-
-            //NavigationManager.NavigateTo($"/app/detail/{_appModel.Id}");
-            NavigationManager.NavigateTo($"/applist");
-        }
-
-
-        private void Back() {
-            NavigationManager.NavigateTo("/applist");
-        }
-    }
-
-}

AntSK/Pages/ChatPage/Chat.razor

@@ -1,152 +0,0 @@
-@namespace AntSK.Pages.ChatPage
-@using AntSK.Domain.Repositories
-@using AntSK.Models
-@using Microsoft.AspNetCore.Components.Web.Virtualization
-@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:700px;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>
-                </TitleTemplate>
-                <Body>
-                    <div id="scrollDiv" style="height: 530px; 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">
-                                                @(item.Context)
-                                                @* <span class="timestamp">@item.CreateTime</span> *@
-                                            </div>
-                                        </GridCol>
-                                        <GridCol Span="1">
-                                            <Image Width="100%" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/rmsportal/KDpgvguMpGfqaHPjicRK.svg" />
-                                        </GridCol>
-                                    </GridRow>
-                                }
-                                else
-                                {
-                                    <GridRow Style="width:100%">
-                                        <GridCol Span="1">
-                                            <Image Width="100%" 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))
-                                                @* <span class="timestamp">@item.CreateTime</span> *@
-                                            </div>
-                                        </GridCol>
-                                    </GridRow>
-                                }
-                            </Virtualize>
-                        </GridRow>
-                    </div>
-                    <div style="height: 10px;"></div>
-                    <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="send" Type="@(ButtonType.Link)" OnClick="@(async () => await OnSendAsync())" Disabled="@Sendding"></Button>
-                        </Suffix>
-                    </AntDesign.Input>
-                </Body>
-            </Card>
-        </Spin>
-    </GridCol>
-    <GridCol Span="12">
-        <Card Style="height: 700px;overflow: auto;">
-            <TitleTemplate>
-                <Icon Type="search" /> 调试结果
-            </TitleTemplate>
-            <Extra>
-
-            </Extra>
-            <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>
-                            <Body>
-                                @((MarkupString)(@item.Text))
-                            </Body>
-                        </ChildContent>
-                    </AntList>
-                </Body>
-            </Card>
-        </GridCol>
-    </GridRow>
-
-    <style>
-
-        body {
-            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;
-        }
-
-        .timestamp {
-            display: block;
-            font-size: 0.75em;
-            margin-top: 5px;
-        }
-
-        .received .timestamp {
-            text-align: right;
-            margin-right: 10px;
-        }
-
-        .sent .timestamp {
-            text-align: left;
-            margin-left: 10px;
-        }
-    </style>
-    @code {
-
-}

AntSK/Pages/ChatPage/Chat.razor.cs

@@ -1,316 +0,0 @@
-using AntDesign;
-using AntSK.Domain.Domain.Interface;
-using AntSK.Domain.Model;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using Azure.AI.OpenAI;
-using Azure.Core;
-using DocumentFormat.OpenXml.EMMA;
-using DocumentFormat.OpenXml.Wordprocessing;
-using MarkdownSharp;
-using Microsoft.AspNetCore.Components;
-using Microsoft.KernelMemory;
-using Microsoft.OpenApi.Models;
-using Microsoft.SemanticKernel;
-using Microsoft.SemanticKernel.ChatCompletion;
-using Microsoft.SemanticKernel.Connectors.OpenAI;
-using Newtonsoft.Json;
-using RestSharp;
-using SqlSugar;
-using System;
-using System.Text;
-
-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]
-        protected MemoryServerless _memory { get; set; }
-        //[Inject]
-        //protected Kernel _kernel { get; set; }
-        [Inject]
-        protected IKernelService _kernelService { get; set; }
-
-        protected bool _loading = false;
-        protected List<MessageInfo> MessageList = [];
-        protected string? _messageInput;
-        protected string _json = "";
-        protected bool Sendding = false;
-
-        List<RelevantSource> RelevantSources = new List<RelevantSource>();
-
-        protected List<Apps> _list = new List<Apps>();
-        protected override async Task OnInitializedAsync()
-        {
-            await base.OnInitializedAsync();
-            _list = _apps_Repositories.GetList();
-        }
-        protected async Task OnSendAsync()
-        {
-            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;
-                }
-
-                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;
-                _ = 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
-            if (MessageList.Count > 0)
-            {
-                msg = await HistorySummarize(questions);
-            }
-
-            Apps app = _apps_Repositories.GetFirst(p => p.Id == AppId);
-            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)
-        {
-            var _kernel = _kernelService.GetKernel();
-            //知识库问答
-            var filters = new List<MemoryFilter>();
-
-            var kmsidList = app.KmsIdList.Split(",");
-            foreach (var kmsid in kmsidList)
-            {
-                filters.Add(new MemoryFilter().ByTag("kmsid", kmsid));
-            }
-            var  xlresult = await _memory.SearchAsync(questions, index: "kms", filters: filters);
-            string dataMsg = "";
-            if (xlresult != null)
-            {
-                foreach (var item in xlresult.Results)
-                {
-                    foreach (var part in item.Partitions)
-                    {
-                        dataMsg += $"[file:{item.SourceName};Relevance:{(part.Relevance*100).ToString("F2")}%]:{part.Text}{Environment.NewLine}";
-                        //输出调试信息
-                        var markdown = new Markdown();
-                        string sourceName = item.SourceName;
-                        var fileDetail = _kmsDetails_Repositories.GetFirst(p => p.FileGuidName == item.SourceName);
-                        if (fileDetail.IsNotNull())
-                        {
-                            sourceName = fileDetail.FileName;
-                        }
-                        RelevantSources.Add(new RelevantSource() { SourceName = sourceName, Text = markdown.Transform(part.Text), Relevance = part.Relevance });
-                    }
-                }
-              
-                KernelFunction jsonFun = _kernel.Plugins.GetFunction("KMSPlugin", "Ask");
-                var chatResult = _kernel.InvokeStreamingAsync<StreamingChatMessageContent>(function: jsonFun, 
-                    arguments: new KernelArguments() { ["data"] = dataMsg, ["history"] = msg, ["questions"]=questions });
-
-                MessageInfo info = null;
-                var markdown1 = new Markdown();
-                await foreach (var content in chatResult)
-                {
-                    if (info == null)
-                    {
-                        info = new MessageInfo();
-                        info.ID = Guid.NewGuid().ToString();
-                        info.Context = content?.Content?.ConvertToString();
-                        info.HtmlAnswers = content?.Content?.ConvertToString();
-                        info.CreateTime = DateTime.Now;
-
-                        MessageList.Add(info);
-                    }
-                    else
-                    {
-                        info.HtmlAnswers += content.Content;
-                        await Task.Delay(50);
-                    }
-                    await InvokeAsync(StateHasChanged);
-                }
-                //全部处理完后再处理一次Markdown
-                if (info.IsNotNull())
-                {
-                    info!.HtmlAnswers = markdown1.Transform(info.HtmlAnswers);
-                }
-
-                await InvokeAsync(StateHasChanged);
-            }
-        }
-
-        /// <summary>
-        /// 发送普通对话
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="msg"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task SendChat(string questions, string msg, Apps app)
-        {
-            var _kernel = _kernelService.GetKernel();
-            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}}";
-            }
-            var temperature = app.Temperature/100;//存的是0~100需要缩小
-            OpenAIPromptExecutionSettings settings = new() {Temperature= temperature };
-            if (!string.IsNullOrEmpty(app.ApiFunctionList))
-            {
-                _kernelService.ImportFunctionsByApp(app, _kernel);
-                settings = new() { ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions,Temperature = temperature };
-            }
-            
-            var func = _kernel.CreateFunctionFromPrompt(app.Prompt, settings);
-            var chatResult = _kernel.InvokeStreamingAsync<StreamingChatMessageContent>(function: func, arguments: new KernelArguments() { ["input"] = msg });
-            MessageInfo info = null;
-            var markdown = new Markdown();
-            await foreach (var content in chatResult)
-            {
-                if (info == null)
-                {
-                    info = new MessageInfo();
-                    info.ID = Guid.NewGuid().ToString();
-                    info.Context = content?.Content?.ConvertToString();
-                    info.HtmlAnswers = content?.Content?.ConvertToString();
-                    info.CreateTime = DateTime.Now;
-
-                    MessageList.Add(info);
-                }
-                else
-                {
-                    info.HtmlAnswers += content.Content;
-                    await Task.Delay(50); 
-                }
-                await InvokeAsync(StateHasChanged);
-            }
-            //全部处理完后再处理一次Markdown
-            if (info.IsNotNull())
-            {
-                info!.HtmlAnswers = markdown.Transform(info.HtmlAnswers);
-            }
-     
-            await InvokeAsync(StateHasChanged);
-        }
-
-       
-
-        /// <summary>
-        /// 历史会话的会话总结
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <returns></returns>
-        private async Task<string> HistorySummarize(string questions)
-        {
-            var _kernel = _kernelService.GetKernel();
-            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 questions;
-            }
-        }
-    }
-
-    public class RelevantSource
-    {
-        public string SourceName { get; set; }
-
-        public string Text { get; set; }
-        public float Relevance { get; set; }
-    }
-}

AntSK/Pages/ChatPage/OpenChat.razor

@@ -1,114 +0,0 @@
-@namespace AntSK.Pages.ChatPage
-@using AntSK.Domain.Repositories
-@using AntSK.Models
-@using Microsoft.AspNetCore.Components.Web.Virtualization
-@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">
-                            @(item.Context)
-                            @* <span class="timestamp">@item.CreateTime</span> *@
-                        </div>
-                    </GridCol>
-                    <GridCol Span="1">
-                        <Image Width="100%" Style="margin-top:10px;" Src="https://gw.alipayobjects.com/zos/rmsportal/KDpgvguMpGfqaHPjicRK.svg" />
-                    </GridCol>
-                </GridRow>
-            }
-            else
-            {
-                <GridRow>
-                    <GridCol Span="1">
-                        <Image Width="100%" 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))
-                            @* <span class="timestamp">@item.CreateTime</span> *@
-                        </div>
-                    </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="send" Type="@(ButtonType.Link)" OnClick="@(async () => await OnSendAsync())" Disabled="@Sendding"></Button>
-            </Suffix>
-        </AntDesign.Input>
-    </div>
-</div>
-
-<style>
-
-    body {
-        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;
-    }
-
-    .timestamp {
-        display: block;
-        font-size: 0.75em;
-        margin-top: 5px;
-    }
-
-    .received .timestamp {
-        text-align: right;
-        margin-right: 10px;
-    }
-
-    .sent .timestamp {
-        text-align: left;
-        margin-left: 10px;
-    }
-</style>
-
-@code {
-
-}

AntSK/Pages/ChatPage/OpenChat.razor.cs

@@ -1,285 +0,0 @@
-using AntDesign;
-using AntSK.Domain.Model;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using Azure.AI.OpenAI;
-using Azure.Core;
-using DocumentFormat.OpenXml.EMMA;
-using MarkdownSharp;
-using Microsoft.AspNetCore.Components;
-using Microsoft.KernelMemory;
-using Microsoft.OpenApi.Models;
-using Microsoft.SemanticKernel;
-using Microsoft.SemanticKernel.ChatCompletion;
-using Microsoft.SemanticKernel.Connectors.OpenAI;
-using Newtonsoft.Json;
-using SqlSugar;
-using System;
-using System.Text;
-using AntSK.Domain.Utils;
-using AntSK.Domain.Domain.Interface;
-using AntSK.Domain.Domain.Service;
-
-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 MemoryServerless _memory { get; set; }
-        [Inject]
-        protected IKernelService _kernelService { 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 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;
-                _ = 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
-            if (MessageList.Count > 0)
-            {
-                msg = await HistorySummarize(questions);
-            }
-
-            Apps app=_apps_Repositories.GetFirst(p => p.Id == AppId);
-            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)
-        {
-            var _kernel = _kernelService.GetKernel();
-            //知识库问答
-            var filters = new List<MemoryFilter>();
-
-            var kmsidList = app.KmsIdList.Split(",");
-            foreach (var kmsid in kmsidList)
-            {
-                filters.Add(new MemoryFilter().ByTag("kmsid", kmsid));
-            }
-
-
-            var xlresult = await _memory.SearchAsync(questions, index: "kms", filters: filters);
-            string dataMsg = "";
-            if (xlresult != null)
-            {
-                foreach (var item in xlresult.Results)
-                {
-                    foreach (var part in item.Partitions)
-                    {
-                        dataMsg += $"[file:{item.SourceName};Relevance:{(part.Relevance * 100).ToString("F2")}%]:{part.Text}{Environment.NewLine}";
-                    }
-                }
-                KernelFunction jsonFun = _kernel.Plugins.GetFunction("KMSPlugin", "Ask");
-                var chatResult = _kernel.InvokeStreamingAsync<StreamingChatMessageContent>(function: jsonFun,
-                    arguments: new KernelArguments() { ["data"] = dataMsg, ["history"] = msg, ["questions"] = questions });
-
-                MessageInfo info = null;
-                var markdown1 = new Markdown();
-                await foreach (var content in chatResult)
-                {
-                    if (info == null)
-                    {
-                        info = new MessageInfo();
-                        info.ID = Guid.NewGuid().ToString();
-                        info.Context = content?.Content?.ConvertToString();
-                        info.HtmlAnswers = content?.Content?.ConvertToString();
-                        info.CreateTime = DateTime.Now;
-
-                        MessageList.Add(info);
-                    }
-                    else
-                    {
-                        info.HtmlAnswers += content.Content;
-                        await Task.Delay(50);
-                    }
-                    await InvokeAsync(StateHasChanged);
-                }
-                //全部处理完后再处理一次Markdown
-                if (info.IsNotNull())
-                {
-                    info!.HtmlAnswers = markdown1.Transform(info.HtmlAnswers);
-                }
-
-                await InvokeAsync(StateHasChanged);
-            }
-        }
-
-        /// <summary>
-        /// 发送普通对话
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="msg"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task SendChat(string questions, string msg, Apps app)
-        {
-            var _kernel= _kernelService.GetKernel();
-            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}}";
-            }
-            //注册插件
-            var temperature = app.Temperature / 100;//存的是0~100需要缩小
-            OpenAIPromptExecutionSettings settings = new() { Temperature = temperature };
-            if (!string.IsNullOrEmpty(app.ApiFunctionList))
-            {
-                _kernelService.ImportFunctionsByApp(app, _kernel);
-                settings = new() { ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions, Temperature = temperature };
-            }
-
-            var func = _kernel.CreateFunctionFromPrompt(app.Prompt, settings);
-            var chatResult = _kernel.InvokeStreamingAsync<StreamingChatMessageContent>(function: func, arguments: new KernelArguments() { ["input"] = msg });
-            MessageInfo info = null;
-            var markdown = new Markdown();
-            await foreach (var content in chatResult)
-            {
-                if (info == null)
-                {
-                    info = new MessageInfo();
-                    info.ID = Guid.NewGuid().ToString();
-                    info.Context = content?.Content?.ConvertToString(); 
-                    info.HtmlAnswers = content?.Content?.ConvertToString();
-                    info.CreateTime = DateTime.Now;
-
-                    MessageList.Add(info);
-                }
-                else
-                {
-                    info.HtmlAnswers += content.Content;
-                    await Task.Delay(50); 
-                }
-                await InvokeAsync(StateHasChanged);
-            }
-            //全部处理完后再处理一次Markdown
-            info!.HtmlAnswers = markdown.Transform(info.HtmlAnswers);
-            await InvokeAsync(StateHasChanged);
-        }
-
-        /// <summary>
-        /// 历史会话的会话总结
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <returns></returns>
-        private async Task<string> HistorySummarize(string questions)
-        {
-            var _kernel = _kernelService.GetKernel();
-            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 questions;
-            }
-        }
-    }
-}

AntSK/Pages/ChatPage/OpenChat.razor.css

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

AntSK/Pages/Index.razor

@@ -1,41 +0,0 @@
-@namespace AntSK.Pages
-@using MarkdownSharp
-@page "/"
-@using AntSK.Services.Auth
-@inherits AuthComponentBase
-
-<Body>
-    @((MarkupString)(body))
-    <Image Width="200px" Src="@imgSrc" />
-</Body>
-
-@code {
-    [Inject]
-    NavigationManager NavigationManager { get; set; }
-    private string imgSrc { get; set; }
-
-    protected override async Task OnInitializedAsync()
-    {
-        await base.OnInitializedAsync();
-        imgSrc = NavigationManager.BaseUri + "assets/gzh.png";
-    }
-    private string body = new Markdown().Transform(@"非常感谢您对**AntSK**的喜爱，您的支持对我来说是莫大的鼓励。
-
-如果您对技术类视频感兴趣，欢迎关注我的B站账号，获取更多精彩内容。
-
-- **Bilibili账号**：[点击这里](https://space.bilibili.com/1673184683/channel/series)
-
-同时，如果您感兴趣，可以访问我的GitHub页面，查看更多开源项目和代码：
-
-- **GitHub页面**：[点击这里](https://github.com/xuzeyu91)
-
-另外，如果您想加入由我创建的**.Net/AI应用开发微信交流群**，欢迎先添加我的微信**（xuzeyu91）**。
-
-发送“进群请求”，我将会把您邀请进群。
-
-期待与您在线上交流技术，共同进步！
-
-也欢迎您关注我的公众号，后面可以第一时间知道**AntSK**项目进展。");
-
-
-}

AntSK/Pages/KmsPage/AddKms.razor.cs

@@ -1,36 +0,0 @@
-using AntDesign;
-using Microsoft.AspNetCore.Components;
-using AntSK.Domain.Repositories;
-using AntSK.Models;
-using System.IO;
-
-namespace AntSK.Pages.KmsPage
-{
-
-    public partial class AddKms
-    {
-        [Inject]
-        protected IKmss_Repositories _kmss_Repositories { get; set; }
-        [Inject]
-        protected NavigationManager NavigationManager { get; set; }
-        [Inject]
-        protected MessageService? Message { get; set; }
-
-        private readonly Kmss _kmsModel = new Kmss() ;
-
-        private void HandleSubmit()
-        {
-            _kmsModel.Id = Guid.NewGuid().ToString();
-            if (_kmss_Repositories.IsAny(p => p.Name == _kmsModel.Name))
-            {
-                _ = Message.Error("名称已存在！", 2);
-                return;
-            }
-
-            _kmss_Repositories.Insert(_kmsModel);
-
-            NavigationManager.NavigateTo("/kmslist");
-
-        }
-    }    
-}

AntSK/Pages/KmsPage/KmsDetail.razor

@@ -1,183 +0,0 @@
-@namespace AntSK.Pages.KmsPage
-@using AntSK.Domain.Repositories
-@using System.ComponentModel.DataAnnotations
-@page "/Kms/Detail/{KmsID}"
-@inject NavigationManager NavigationManager
-@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>
-                        <Dropdown Style="position: absolute; right: 20px; margin-bottom: 8px;">
-                            <Overlay>
-                                <Menu>
-                                    @(_fileUpload(() => FileShowModal()))
-                                    @(_urlUpload(() => UrlShowModal()))
-                                    @(_textUpload(() => TextShowModal()))
-                                </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>
-                        <AntList TItem="KmsDetails"
-                                 DataSource="_data"
-                                 ItemLayout="ListItemLayout.Horizontal">
-                            <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>
-                                <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>
-
-<Modal Title="链接读取"
-       Visible="@_urlVisible"
-       OnOk="@UrlHandleOk"
-       OnCancel="@UrlHandleCancel"
-       ConfirmLoading="@_urlConfirmLoading">
-    <Form Model="@urlModel"
-          LabelColSpan="8"
-          WrapperColSpan="16"
-          @ref="@_urlForm">
-        <FormItem Label="URL地址">
-            <Input @bind-Value="@context.Url" />
-        </FormItem>
-    </Form>
-</Modal>
-
-<Modal Title="文本导入"
-       Visible="@_textVisible"
-       OnOk="@TextHandleOk"
-       OnCancel="@TextHandleCancel"
-       ConfirmLoading="@_textConfirmLoading">
-    <Form Model="@textModel"
-          LabelColSpan="8"
-          WrapperColSpan="16"
-          @ref="@_textForm">
-        <FormItem Label="文本内容">
-            <TextArea @bind-Value="@context.Text" Rows="5" />
-        </FormItem>
-    </Form>
-</Modal>
-
-<Modal Title="文件导入"
-       Visible="@_fileVisible"
-       OnOk="@FileHandleOk"
-       OnCancel="@FileHandleCancel"
-       ConfirmLoading="@_fileConfirmLoading">
-    <Upload Action="@("api/File/UploadFile")"
-            Name="file"
-            Drag
-            Multiple
-            Accept="text/plain,
-            application/msword,
-            application/vnd.openxmlformats-officedocument.wordprocessingml.document,
-            application/vnd.ms-excel,
-            application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,
-            application/vnd.ms-powerpoint,
-            application/vnd.openxmlformats-officedocument.presentationml.presentation,
-            application/pdf,
-            application/json,
-            text/markdown,
-            text/x-markdown"
-            BeforeUpload="BeforeUpload"
-            OnSingleCompleted="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。
-        </p>
-    </Upload>
-</Modal>
-
-
-@code {
-
-    RenderFragment _fileUpload(Action clickAction) =>@<MenuItem>
-        <a target="_blank" rel="noopener noreferrer" @onclick="@clickAction">
-            文件导入
-        </a>
-    </MenuItem>;
-
-    RenderFragment _urlUpload(Action clickAction) =>@<MenuItem>
-        <a target="_blank" rel="noopener noreferrer" @onclick="@clickAction">
-            链接读取
-        </a>
-    </MenuItem>;
-
-    RenderFragment _textUpload(Action clickAction) =>@<MenuItem>
-        <a target="_blank" rel="noopener noreferrer" @onclick="@clickAction">
-            文本导入
-        </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>;
-}

AntSK/Pages/KmsPage/KmsDetailList.razor

@@ -1,23 +0,0 @@
-@namespace AntSK.Pages.KmsPage
-@using AntSK.Domain.Repositories
-@using AntSK.Domain.Domain.Dto
-@page "/Kms/DetailList/{KmsID}/{FileId}"
-@inject NavigationManager NavigationManager
-@using AntSK.Services.Auth
-@inherits AuthComponentBase
-
-
-<Button Type="@ButtonType.Primary" OnClick="NavigateBack">返回</Button>
-<AntList DataSource="@_data" TItem="KMFile">
-    <ListItem  >
-        <ListItemMeta   Description="@context.Text">
-            <TitleTemplate>
-                <a>@context.LastUpdate</a>
-            </TitleTemplate>
-        </ListItemMeta>
-    </ListItem>
-</AntList>
-
-@code {
-
-}

AntSK/Pages/KmsPage/KmsDetailList.razor.cs

@@ -1,30 +0,0 @@
-using AntSK.Domain.Domain.Dto;
-using AntSK.Domain.Domain.Interface;
-using DocumentFormat.OpenXml.Office2010.Excel;
-using Microsoft.AspNetCore.Components;
-
-namespace AntSK.Pages.KmsPage
-{
-    public partial class KmsDetailList
-    {
-        [Parameter]
-        public string KmsId { get; set; }
-        [Parameter]
-        public string FileId { get; set; }
-
-        [Inject]
-        protected IKMService iKMService { get; set; }
-
-        private List<KMFile> _data = new List<KMFile>() ;
-
-        protected override async Task OnInitializedAsync()
-        {
-            await base.OnInitializedAsync();
-            _data = await iKMService.GetDocumentByFileID(FileId);
-        }
-
-        private void NavigateBack() {
-            NavigationManager.NavigateTo($"/kms/detail/{KmsId}");
-        } 
-    }
-}

AntSK/Pages/Setting/AIModel/AddModel.razor

@@ -1,52 +0,0 @@
-@namespace AntSK.Pages.Setting.AIModel
-@using AntSK.Domain.Repositories
-@using AntSK.Models
-@using AntSK.Domain.Model.Enum
-@page "/setting/model/add"
-@page "/setting/model/add/{ModelId}"
-@using AntSK.Services.Auth
-@inherits AuthComponentBase
-
-
-<PageContainer Title="新增模型">
-    <ChildContent>
-        <Card>
-            <Form Model="@_aiModel"
-                  Style="margin-top: 8px;"
-                  OnFinish="HandleSubmit">
-                <FormItem Label="模型描述" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <Input Placeholder="请输入模型描述" @bind-Value="@context.ModelDescription" />
-                </FormItem>
-                <FormItem Label="模型类型" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                    <RadioGroup @bind-Value="context.AIModelType">
-                        <Radio RadioButton Value="@(AIModelType.Chat)">会话模型</Radio>
-                         <Radio RadioButton Value="@(AIModelType.Embedding)">向量模型</Radio>
-                     </RadioGroup>
-                </FormItem>
-
-                 <FormItem Label="模型地址" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                     <Input Placeholder="请输入模型地址" @bind-Value="@context.EndPoint" />
-                 </FormItem>
-                 <FormItem Label="模型名称" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                     <Input Placeholder="请输入模型名称" @bind-Value="@context.ModelName" />
-                 </FormItem>
-                <FormItem Label="模型秘钥" LabelCol="LayoutModel._formItemLayout.LabelCol" WrapperCol="LayoutModel._formItemLayout.WrapperCol">
-                     <InputPassword @bind-Value="@context.ModelKey" Placeholder="请输入模型秘钥" Size="@InputSize.Large"  />
-                </FormItem>
-         
-                <FormItem Label=" " Style="margin-top:32px" WrapperCol="LayoutModel._submitFormLayout.WrapperCol">
-                    <Button Type="primary" OnClick="HandleSubmit">
-                        保存
-                    </Button>
-                    <Button OnClick="Back">
-                        返回
-                    </Button>
-                </FormItem>
-            </Form>
-        </Card>
-    </ChildContent>
-</PageContainer>
-
-@code {
-
-}

AntSK/Pages/Setting/AIModel/AddModel.razor.cs

@@ -1,68 +0,0 @@
-using AntDesign;
-using AntDesign.ProLayout;
-using AntSK.Domain.Options;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using DocumentFormat.OpenXml.InkML;
-using DocumentFormat.OpenXml.Wordprocessing;
-using Microsoft.AspNetCore.Components;
-
-namespace AntSK.Pages.Setting.AIModel
-{
-    public partial class AddModel
-    {
-        [Parameter]
-        public string ModelId { get; set; }
-        [Inject] protected IAIModels_Repositories _aimodels_Repositories { get; set; }
-        [Inject] protected MessageService? Message { get; set; }
-        [Inject] public HttpClient HttpClient { get; set; }
-
-        private AIModels _aiModel = new AIModels();
-
-        IEnumerable<string> _menuKeys;
-
-        private List<MenuDataItem> menuList = new List<MenuDataItem>();
-        protected override async Task OnInitializedAsync()
-        {
-            await base.OnInitializedAsync();
-            if (!string.IsNullOrEmpty(ModelId))
-            {
-                _aiModel= _aimodels_Repositories.GetFirst(p => p.Id == ModelId);
-            }
-        }
-
-        private void HandleSubmit()
-        {
-            if (string.IsNullOrEmpty(ModelId))
-            {
-                //新增
-                _aiModel.Id = Guid.NewGuid().ToString();
-
-                if (_aimodels_Repositories.IsAny(p => p.ModelDescription == _aiModel.ModelDescription ))
-                {
-                    _ = Message.Error("模型描述已存在！", 2);
-                    return;
-                }
-
-                if (_aimodels_Repositories.IsAny(p =>p.AIModelType==_aiModel.AIModelType&& p.EndPoint == _aiModel.EndPoint&&p.ModelKey==_aiModel.ModelKey&&p.ModelName==_aiModel.ModelName))
-                {
-                    _ = Message.Error("模型已存在！", 2);
-                    return;
-                }
-
-                _aimodels_Repositories.Insert(_aiModel);
-            }
-            else
-            {
-                _aimodels_Repositories.Update(_aiModel);
-            }
-
-            Back();
-        }
-
-        private void Back() 
-        {
-            NavigationManager.NavigateTo("/setting/modellist");
-        }
-    }
-}

AntSK/Pages/Setting/AIModel/ModelDown.razor

@@ -1,15 +0,0 @@
-@namespace AntSK.Pages.Setting.AIModel
-@page "/setting/modeldown"
-@inject NavigationManager NavigationManager
-@using AntSK.Services.Auth
-@inherits AuthComponentBase
-<PageContainer Title="模型下载">
-    <ChildContent>
-        <h1>支持LLamaSharp的本地模型 支持gguf类型，推荐使用llama或者qwen</h1>
-        <h1>如果模型加载报内存错误，可能是和llama.cpp版本不一致</h1>
-        <a href="https://hf-mirror.com/models?search=gguf" target="_blank" rel="noopener noreferrer">打开下载地址</a>
-    </ChildContent>
-</PageContainer>
-@code {
-
-}

AntSK/Pages/_Host.cshtml

@@ -1,30 +0,0 @@
-@page "/"
-@namespace AntSK.Pages
-@addTagHelper *, Microsoft.AspNetCore.Mvc.TagHelpers
-@{
-    Layout = null;
-}
-
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>AntSK</title>
-    <base href="~/" />
-    <link href="_content/AntDesign/css/ant-design-blazor.css" rel="stylesheet" />
-    <link href="_content/AntDesign.ProLayout/css/ant-design-pro-layout-blazor.css" rel="stylesheet" />
-    <link href="./css/site.css" rel="stylesheet" />
-    <link href="AntSK.styles.css" rel="stylesheet" />
-</head>
-<body>
-    <app>
-        <component type="typeof(App)" render-mode="Server" />
-    </app>
-
-     <script type="text/javascript" src="@("https://unpkg.com/@antv/g2plot@2.4.17/dist/g2plot.min.js")"></script>
-    <script src="_content/AntDesign/js/ant-design-blazor.js"></script>
-    <script src="_content/AntDesign.Charts/ant-design-charts-blazor.js"></script>
-    <script src="_framework/blazor.server.js"></script>
-</body>
-</html>

AntSK/Program.cs

@@ -1,194 +0,0 @@
-using AntDesign.ProLayout;
-using Microsoft.AspNetCore.Components;
-using System.Text.Encodings.Web;
-using System.Text.Unicode;
-using AntSK.Domain.Utils;
-using AntSK.Services;
-using AntSK.Domain.Common.DependencyInjection;
-using Microsoft.AspNetCore.Mvc;
-using Swashbuckle.AspNetCore.SwaggerGen;
-using System.Reflection;
-using AntSK.Domain.Options;
-using Microsoft.KernelMemory.ContentStorage.DevTools;
-using Microsoft.KernelMemory.FileSystem.DevTools;
-using Microsoft.KernelMemory;
-using Microsoft.SemanticKernel;
-using Microsoft.KernelMemory.Postgres;
-using AntSK.Domain.Repositories;
-using Microsoft.SemanticKernel.Plugins.Core;
-using Microsoft.AspNetCore.Components.Authorization;
-using AntSK.Services.Auth;
-
-var builder = WebApplication.CreateBuilder(args);
-// Add services to the container.
-builder.Services.AddControllers().AddJsonOptions(config =>
-{
-    //此设定解决JsonResult中文被编码的问题
-    config.JsonSerializerOptions.Encoder = JavaScriptEncoder.Create(UnicodeRanges.All);
-
-    config.JsonSerializerOptions.Converters.Add(new DateTimeConverter());
-    config.JsonSerializerOptions.Converters.Add(new DateTimeNullableConvert());
-});
-// Add services to the container.
-builder.Services.AddRazorPages();
-builder.Services.AddServerSideBlazor();
-builder.Services.AddAntDesign();
-
-builder.Services.AddAuthorizationCore();
-builder.Services.AddScoped<AuthenticationStateProvider, AntSKAuthProvider>();
-
-builder.Services.AddScoped(sp => new HttpClient
-{
-    BaseAddress = new Uri(sp.GetService<NavigationManager>()!.BaseUri)
-});
-builder.Services.Configure<ProSettings>(builder.Configuration.GetSection("ProSettings"));
-builder.Services.AddServicesFromAssemblies("AntSK");
-builder.Services.AddServicesFromAssemblies("AntSK.Domain");
-
-builder.Services.AddSwaggerGen(c =>
-{
-    c.SwaggerDoc("v1", new() { Title = "AntSK.Api", Version = "v1" });
-    //添加Api层注释（true表示显示控制器注释）
-    var xmlFile = $"{Assembly.GetExecutingAssembly().GetName().Name}.xml";
-    var xmlPath = Path.Combine(AppContext.BaseDirectory, xmlFile);
-    c.IncludeXmlComments(xmlPath, true);
-    //添加Domain层注释（true表示显示控制器注释）
-    var xmlFile1 = $"{Assembly.GetExecutingAssembly().GetName().Name.Replace("Api", "Domain")}.xml";
-    var xmlPath1 = Path.Combine(AppContext.BaseDirectory, xmlFile1);
-    c.IncludeXmlComments(xmlPath1, true);
-    c.DocInclusionPredicate((docName, apiDes) =>
-    {
-        if (!apiDes.TryGetMethodInfo(out MethodInfo method))
-            return false;
-        var version = method.DeclaringType.GetCustomAttributes(true).OfType<ApiExplorerSettingsAttribute>().Select(m => m.GroupName);
-        if (docName == "v1" && !version.Any())
-            return true;
-        var actionVersion = method.GetCustomAttributes(true).OfType<ApiExplorerSettingsAttribute>().Select(m => m.GroupName);
-        if (actionVersion.Any())
-            return actionVersion.Any(v => v == docName);
-        return version.Any(v => v == docName);
-    });
-});
-
-// 读取连接字符串配置
-{
-    builder.Configuration.GetSection("ConnectionStrings").Get<ConnectionOption>();
-    builder.Configuration.GetSection("OpenAIOption").Get<OpenAIOption>();
-    builder.Configuration.GetSection("Login").Get<LoginOption>();
-    builder.Configuration.GetSection("LLamaSharp").Get<LLamaSharpOption>();
-}
-InitSK(builder);
-var app = builder.Build();
-
-// Configure the HTTP request pipeline.
-if (!app.Environment.IsDevelopment())
-{
-    app.UseExceptionHandler("/Error");
-    // The default HSTS value is 30 days. You may want to change this for production scenarios, see https://aka.ms/aspnetcore-hsts.
-    app.UseHsts();
-}
-
-//app.UseHttpsRedirection();
-
-app.UseStaticFiles();
-
-InitDB(app);
-
-app.UseRouting();
-
-app.MapBlazorHub();
-app.MapFallbackToPage("/_Host");
-app.UseSwagger();
-//配置Swagger UI
-app.UseSwaggerUI(c =>
-{
-    c.SwaggerEndpoint("/swagger/v1/swagger.json", "AntSK API"); //注意中间段v1要和上面SwaggerDoc定义的名字保持一致
-});
-app.UseEndpoints(endpoints =>
-{
-    endpoints.MapControllers();
-});
-app.Run();
-void InitDB(WebApplication app) 
-{
-    using (var scope = app.Services.CreateScope())
-    {
-        //codefirst 创建表
-        var _repository = scope.ServiceProvider.GetRequiredService<IApps_Repositories>();
-        _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;");
-    }
-}
-
-//初始化SK
-void InitSK(WebApplicationBuilder builder)
-{  
-    var services = builder.Services;
-    var handler = new OpenAIHttpClientHandler();
-    var httpClient = new HttpClient(handler);
-    httpClient.Timeout= TimeSpan.FromMinutes(5);
-    services.AddScoped<Kernel>((serviceProvider) =>
-    {
-        var kernel = Kernel.CreateBuilder()
-         .AddOpenAIChatCompletion(
-          modelId: OpenAIOption.Model,
-          apiKey: OpenAIOption.Key,
-          httpClient: httpClient)
-          .Build();
-        RegisterPluginsWithKernel(kernel);
-        return kernel;
-    });
-    //Kernel Memory
-    var searchClientConfig = new SearchClientConfig
-    {
-        MaxAskPromptSize = 2048,
-        MaxMatchesCount = 3,
-        AnswerTokens = 1000,
-        EmptyAnswer = "知识库未搜索到相关内容"
-    };
-
-    builder.Services.Configure<PostgresConfig>(builder.Configuration.GetSection("Postgres"));
-    var postgresConfig = builder.Configuration.GetSection("Postgres").Get<PostgresConfig>()!;
-
-    services.AddScoped<MemoryServerless>(serviceProvider =>
-    {
-        var memory = new KernelMemoryBuilder()
-           .WithPostgresMemoryDb(postgresConfig)
-           .WithSimpleFileStorage(new SimpleFileStorageConfig { StorageType = FileSystemTypes.Volatile, Directory = "_files" })
-           .WithSearchClientConfig(searchClientConfig)
-           //如果用本地模型需要设置token小一点。
-           .WithCustomTextPartitioningOptions(new Microsoft.KernelMemory.Configuration.TextPartitioningOptions
-           {
-               MaxTokensPerLine = 99,
-               MaxTokensPerParagraph = 299,
-               OverlappingTokens = 47
-           })
-           .WithOpenAITextGeneration(new OpenAIConfig()
-           {
-               APIKey = OpenAIOption.Key,
-               TextModel = OpenAIOption.Model
-
-           }, null, httpClient)
-           .WithOpenAITextEmbeddingGeneration(new OpenAIConfig()
-           {
-               APIKey = OpenAIOption.Key,
-               EmbeddingModel = OpenAIOption.EmbeddingModel
-
-           }, null, false, httpClient)
-           .Build<MemoryServerless>();
-        return memory;
-    });
-}
- void RegisterPluginsWithKernel(Kernel kernel)
-{
-    kernel.ImportPluginFromObject(new ConversationSummaryPlugin(), "ConversationSummaryPlugin");
-    kernel.ImportPluginFromObject(new TimePlugin(), "TimePlugin");
-}
-

AntSK/Services/Auth/AntSKAuthProvider .cs

@@ -1,56 +0,0 @@
-using AntSK.Domain.Options;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using Microsoft.AspNetCore.Components.Authorization;
-using System.Security.Claims;
-using System.Security.Principal;
-
-namespace AntSK.Services.Auth
-{
-    public class AntSKAuthProvider(IUsers_Repositories _users_Repositories) : AuthenticationStateProvider
-    {
-        private ClaimsIdentity identity = new ClaimsIdentity();
-
-
-        public async Task<bool> SignIn(string username, string password)
-        {
-
-            var user = _users_Repositories.GetFirst(p => p.No == username);
-            if (username == LoginOption.User && password == LoginOption.Password)
-            {
-                // 管理员认证成功，创建用户的ClaimsIdentity
-                var claims = new[] { new Claim(ClaimTypes.Name, username) };
-                identity = new ClaimsIdentity(claims, "AntSKAdmin");
-                NotifyAuthenticationStateChanged(GetAuthenticationStateAsync());
-                return true;
-            }
-            else  
-            {
-                if (user.IsNull())
-                {
-                    return false;
-                }
-                if (!PasswordUtil.VerifyPassword(password, user.Password))
-                {
-                    return false;
-                }
-                // 用户认证成功，创建用户的ClaimsIdentity
-                var claims = new[] { new Claim(ClaimTypes.Name, username) };
-                identity = new ClaimsIdentity(claims, "AntSKUser");
-                NotifyAuthenticationStateChanged(GetAuthenticationStateAsync());
-                return true;
-            }
-        }
-
-        public  ClaimsPrincipal GetCurrentUser()
-        {
-            var user = new ClaimsPrincipal(identity);
-            return user;
-        }
-        public override Task<AuthenticationState> GetAuthenticationStateAsync()
-        {
-            var user = new ClaimsPrincipal(identity);
-            return Task.FromResult(new AuthenticationState(user));
-        }
-    }
-}

AntSK/Services/LLamaSharp/LLamaChatService.cs

@@ -1,106 +0,0 @@
-using AntSK.Domain.Common.DependencyInjection;
-using AntSK.Domain.Options;
-using AntSK.Models.OpenAPI;
-using AntSK.Models;
-using LLama;
-using LLama.Common;
-using Newtonsoft.Json;
-using static Azure.Core.HttpHeader;
-
-namespace AntSK.Services.LLamaSharp
-{
-    public interface ILLamaChatService
-    {
-        Task<string> ChatAsync(string input);
-        IAsyncEnumerable<string> ChatStreamAsync(string input);
-    }
-
-    /// <summary>
-    /// 
-    /// </summary>
-    [ServiceDescription(typeof(ILLamaChatService), Domain.Common.DependencyInjection.ServiceLifetime.Singleton)]
-    public class LLamaChatService : IDisposable, ILLamaChatService
-    {
-        private readonly ChatSession _session;
-        private readonly LLamaContext _context;
-        private readonly ILogger<LLamaChatService> _logger;
-        private bool _continue = false;
-
-        private const string SystemPrompt = "You are a personal assistant who needs to help users in Chinese.";
-
-        public LLamaChatService(ILogger<LLamaChatService> logger)
-        {
-            var @params = new ModelParams(LLamaSharpOption.Chat)
-            {
-                ContextSize = 2048,
-            };
-
-            // todo: share weights from a central service
-            using var weights = LLamaWeights.LoadFromFile(@params);
-
-            _logger = logger;
-            _context = new LLamaContext(weights, @params);
-
-            _session = new ChatSession(new InteractiveExecutor(_context));
-            _session.History.AddMessage(AuthorRole.System, SystemPrompt);
-        }
-
-        public void Dispose()
-        {
-            _context?.Dispose();
-        }
-
-        public async Task<string> ChatAsync(string input)
-        {
-
-            if (!_continue)
-            {
-                _logger.LogInformation("Prompt: {text}", SystemPrompt);
-                _continue = true;
-            }
-            _logger.LogInformation("Input: {text}", input);
-            var outputs = _session.ChatAsync(
-                new ChatHistory.Message(AuthorRole.User, input),
-                new InferenceParams()
-                {
-                    RepeatPenalty = 1.0f,
-                    AntiPrompts = new string[] { "User:" },
-                });
-
-            var result = "";
-            await foreach (var output in outputs)
-            {
-                _logger.LogInformation("Message: {output}", output);
-                result += output;
-            }
-
-            return result;
-        }
-
-        public async IAsyncEnumerable<string> ChatStreamAsync(string input)
-        {
-            if (!_continue)
-            {
-                _logger.LogInformation(SystemPrompt);
-                _continue = true;
-            }
-
-            _logger.LogInformation(input);
-
-            var outputs = _session.ChatAsync(
-                new ChatHistory.Message(AuthorRole.User, input!)
-                , new InferenceParams()
-                {
-                    RepeatPenalty = 1.0f,
-                    AntiPrompts = new string[] { "User:" },
-                });
-
-            await foreach (var output in outputs)
-            {
-                _logger.LogInformation(output);
-                yield return output;
-            }
-        }
-
-    }
-}

AntSK/Services/LLamaSharp/LLamaEmbeddingService.cs

@@ -1,42 +0,0 @@
-using AntSK.Domain.Common.DependencyInjection;
-using AntSK.Domain.Options;
-using AntSK.Models.OpenAPI;
-using AntSK.Models;
-using LLama;
-using LLama.Common;
-using Newtonsoft.Json;
-
-namespace AntSK.Services.LLamaSharp
-{
-    public interface ILLamaEmbeddingService
-    {
-        Task<List<float>> Embedding(string text);
-    }
-
-    /// <summary>
-    /// 本地Embedding
-    /// </summary>
-    [ServiceDescription(typeof(ILLamaEmbeddingService), Domain.Common.DependencyInjection.ServiceLifetime.Singleton)]
-    public class LLamaEmbeddingService : IDisposable, ILLamaEmbeddingService
-    {
-        private LLamaEmbedder _embedder;
-
-        public LLamaEmbeddingService() {
-
-            var @params = new ModelParams(LLamaSharpOption.Embedding) { EmbeddingMode = true };
-            using var weights = LLamaWeights.LoadFromFile(@params);
-            _embedder = new LLamaEmbedder(weights, @params);
-        }
-        public void Dispose()
-        {
-            _embedder?.Dispose();
-        }
-
-        public async Task<List<float>> Embedding(string text)
-        {
-            float[] embeddings =await _embedder.GetEmbeddings(text);
-            //PG只有1536维
-            return embeddings.ToList(); 
-        }
-    }
-}

AntSK/Services/LLamaSharp/LLamaSharpService.cs

@@ -1,79 +0,0 @@
-using AntDesign;
-using AntSK.Domain.Common.DependencyInjection;
-using AntSK.Domain.Domain.Service;
-using AntSK.Domain.Options;
-using AntSK.Domain.Utils;
-using AntSK.Models;
-using AntSK.Models.OpenAPI;
-using AntSK.Services.OpenApi;
-using Azure;
-using DocumentFormat.OpenXml.EMMA;
-using LLama;
-using LLama.Common;
-using Newtonsoft.Json;
-using System.Text;
-using System.Threading;
-using static Azure.Core.HttpHeader;
-using ServiceLifetime = AntSK.Domain.Common.DependencyInjection.ServiceLifetime;
-
-namespace AntSK.Services.LLamaSharp
-{
-
-    public interface ILLamaSharpService
-    {
-        Task Chat(OpenAIModel model, HttpContext HttpContext);
-        Task ChatStream(OpenAIModel model, HttpContext HttpContext);
-        Task Embedding(OpenAIEmbeddingModel model, HttpContext HttpContext);
-    }
-
-    [ServiceDescription(typeof(ILLamaSharpService), ServiceLifetime.Scoped)]
-    public class LLamaSharpService(
-        ILLamaEmbeddingService _lLamaEmbeddingService,
-        ILLamaChatService _lLamaChatService
-        ) : ILLamaSharpService
-    {
-   
-        public async Task ChatStream(OpenAIModel model, HttpContext HttpContext)
-        {
-            HttpContext.Response.Headers.Add("Content-Type", "text/event-stream");
-            OpenAIStreamResult result = new OpenAIStreamResult();
-            result.created = DateTimeOffset.UtcNow.ToUnixTimeSeconds();
-            result.choices = new List<StreamChoicesModel>() { new StreamChoicesModel() { delta = new OpenAIMessage() { role = "assistant" } } };
-            string questions = model.messages.LastOrDefault().content;
-
-            await foreach (var r in _lLamaChatService.ChatStreamAsync(questions))
-            {
-                result.choices[0].delta.content = r.ConvertToString();
-                string message = $"data: {JsonConvert.SerializeObject(result)}\n\n";
-                await HttpContext.Response.WriteAsync(message, Encoding.UTF8);
-                await HttpContext.Response.Body.FlushAsync();
-            }
-            await HttpContext.Response.WriteAsync("data: [DONE]");
-            await HttpContext.Response.Body.FlushAsync();
-            await HttpContext.Response.CompleteAsync();
-        }
-
-        public async Task Chat(OpenAIModel model, HttpContext HttpContext)
-        {
-            string questions = model.messages.LastOrDefault().content;
-            OpenAIResult result = new OpenAIResult();
-            result.created = DateTimeOffset.UtcNow.ToUnixTimeSeconds();
-            result.choices = new List<ChoicesModel>() { new ChoicesModel() { message = new OpenAIMessage() { role = "assistant" } } };
-
-            result.choices[0].message.content =await _lLamaChatService.ChatAsync(questions); ;
-            HttpContext.Response.ContentType = "application/json";
-            await HttpContext.Response.WriteAsync(JsonConvert.SerializeObject(result));
-            await HttpContext.Response.CompleteAsync();
-        }
-
-
-        public async Task Embedding(OpenAIEmbeddingModel model, HttpContext HttpContext)
-        {
-            var result = new OpenAIEmbeddingResult();
-            result.data[0].embedding = await _lLamaEmbeddingService.Embedding(model.input[0]);
-            HttpContext.Response.ContentType = "application/json";
-            await HttpContext.Response.WriteAsync(JsonConvert.SerializeObject(result));
-            await HttpContext.Response.CompleteAsync();
-        }
-    }
-}

AntSK/Services/OpenApi/OpenApiService.cs

@@ -1,241 +0,0 @@
-using AntSK.Domain.Common.DependencyInjection;
-using AntSK.Domain.Model;
-using AntSK.Domain.Repositories;
-using AntSK.Domain.Utils;
-using AntSK.Models;
-using AntSK.Models.OpenAPI;
-using AntSK.Pages.ChatPage;
-using MarkdownSharp;
-using Microsoft.KernelMemory;
-using Microsoft.SemanticKernel.Connectors.OpenAI;
-using Microsoft.SemanticKernel;
-using System.Text;
-using System;
-using ServiceLifetime = AntSK.Domain.Common.DependencyInjection.ServiceLifetime;
-using AntDesign.Core.Extensions;
-using Azure.AI.OpenAI;
-using Azure;
-using Azure.Core;
-using Microsoft.AspNetCore.Http.HttpResults;
-using AntDesign;
-using Newtonsoft.Json;
-using System.Text.Json;
-using AntSK.Domain.Domain.Interface;
-using static LLama.Common.ChatHistory;
-using DocumentFormat.OpenXml.Wordprocessing;
-
-namespace AntSK.Services.OpenApi
-{
-    public interface IOpenApiService
-    {
-        Task Chat(OpenAIModel model, string sk, HttpContext HttpContext);
-    }
-
-    [ServiceDescription(typeof(IOpenApiService), ServiceLifetime.Scoped)]
-    public class OpenApiService(
-        IApps_Repositories _apps_Repositories,
-        IKmss_Repositories _kmss_Repositories,
-        IKmsDetails_Repositories _kmsDetails_Repositories,
-        MemoryServerless _memory,
-        IKernelService _kernelService
-        ) : IOpenApiService
-    {
-        public async Task Chat(OpenAIModel model,string sk, HttpContext HttpContext)
-        {
-            Apps app = _apps_Repositories.GetFirst(p => p.SecretKey == sk);      
-            if (app.IsNotNull())
-            {
-                string msg= await HistorySummarize(model);
-                switch (app.Type)
-                {
-                    case "chat":
-                        //普通会话
-                        if (model.stream)
-                        {
-                            OpenAIStreamResult result1 = new OpenAIStreamResult();
-                            result1.created = DateTimeOffset.UtcNow.ToUnixTimeSeconds();
-                            result1.choices = new List<StreamChoicesModel>() { new StreamChoicesModel() { delta = new OpenAIMessage() { role = "assistant" } } };
-                            await SendChatStream( HttpContext, result1, app, msg);
-                            HttpContext.Response.ContentType = "application/json";
-                            await HttpContext.Response.WriteAsync(JsonConvert.SerializeObject(result1));
-                            await HttpContext.Response.CompleteAsync();
-                            return;
-                        }
-                        else 
-                        {
-                            OpenAIResult result2 = new OpenAIResult();
-                            result2.created = DateTimeOffset.UtcNow.ToUnixTimeSeconds();
-                            result2.choices = new List<ChoicesModel>() { new ChoicesModel() { message = new OpenAIMessage() { role = "assistant" } } };
-                            result2.choices[0].message.content = await SendChat(msg, app);
-                            HttpContext.Response.ContentType = "application/json";
-                            await HttpContext.Response.WriteAsync(JsonConvert.SerializeObject(result2));
-                            await HttpContext.Response.CompleteAsync();
-                        }
-                        break;
-                    case "kms":
-                        //知识库问答
-                        OpenAIResult result3 = new OpenAIResult();
-                        result3.created = DateTimeOffset.UtcNow.ToUnixTimeSeconds();
-                        result3.choices = new List<ChoicesModel>() { new ChoicesModel() { message = new OpenAIMessage() { role = "assistant" } } };
-                        result3.choices[0].message.content = await SendKms( msg, app);
-                        HttpContext.Response.ContentType = "application/json";
-                        await HttpContext.Response.WriteAsync(JsonConvert.SerializeObject(result3));
-                        await HttpContext.Response.CompleteAsync();
-                        break;
-                }
-            }
-    
-        }
-
-        private async Task SendChatStream( HttpContext HttpContext, OpenAIStreamResult result, Apps app, string msg)
-        {
-            var _kernel = _kernelService.GetKernel();
-            var temperature = app.Temperature / 100;//存的是0~100需要缩小
-            OpenAIPromptExecutionSettings settings = new() { Temperature = temperature };
-            if (!string.IsNullOrEmpty(app.ApiFunctionList))
-            {
-                _kernelService.ImportFunctionsByApp(app, _kernel);
-                settings = new() { ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions, Temperature = temperature };
-            }
-
-            HttpContext.Response.Headers.Add("Content-Type", "text/event-stream");
-
-            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}}";
-            }
-            //var promptTemplateFactory = new KernelPromptTemplateFactory();
-            //var promptTemplate = promptTemplateFactory.Create(new PromptTemplateConfig(app.Prompt));
-            //var renderedPrompt = await promptTemplate.RenderAsync(_kernel);
-            //Console.WriteLine(renderedPrompt);
-
-            var func = _kernel.CreateFunctionFromPrompt(app.Prompt, settings);
-            var chatResult = _kernel.InvokeStreamingAsync<StreamingChatMessageContent>(function: func, arguments: new KernelArguments() { ["input"] = msg });
-            int i = 0;
-
-            await foreach (var content in chatResult)
-            {
-                result.choices[0].delta.content = content.Content.ConvertToString();
-                string message = $"data: {JsonConvert.SerializeObject(result)}\n\n";
-                await HttpContext.Response.WriteAsync(message, Encoding.UTF8);
-                await HttpContext.Response.Body.FlushAsync();
-                //模拟延迟。
-                await Task.Delay(TimeSpan.FromMilliseconds(50));
-            }
-
-            await HttpContext.Response.WriteAsync("data: [DONE]");
-            await HttpContext.Response.Body.FlushAsync();
-
-            await HttpContext.Response.CompleteAsync();
-        }
-
-        /// <summary>
-        /// 发送普通对话
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="msg"></param>
-        /// <param name="app"></param>
-        /// <returns></returns>
-        private async Task<string> SendChat( string msg, Apps app)
-        {
-            string result = "";
-            if (string.IsNullOrEmpty(app.Prompt) || !app.Prompt.Contains("{{$input}}"))
-            {
-                //如果模板为空，给默认提示词
-                app.Prompt = app.Prompt.ConvertToString() + "{{$input}}";
-            }
-            var _kernel = _kernelService.GetKernel();
-            var temperature = app.Temperature / 100;//存的是0~100需要缩小
-            OpenAIPromptExecutionSettings settings = new() { Temperature = temperature };
-            if (!string.IsNullOrEmpty(app.ApiFunctionList))
-            {
-                _kernelService.ImportFunctionsByApp(app, _kernel);
-                settings = new() { ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions, Temperature = temperature };
-            }
-            var promptTemplateFactory = new KernelPromptTemplateFactory();
-            var promptTemplate = promptTemplateFactory.Create(new PromptTemplateConfig(app.Prompt));
-
-            var func = _kernel.CreateFunctionFromPrompt(app.Prompt, settings);
-            var chatResult = await _kernel.InvokeAsync(function: func, arguments: new KernelArguments() { ["input"] = msg });
-            if (chatResult.IsNotNull())
-            {
-                string answers = chatResult.GetValue<string>();
-                result = answers;
-            }
-            return result;
-        }
-
-        /// <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<string> SendKms(string msg, Apps app)
-        {
-            var _kernel = _kernelService.GetKernel();
-            string result = "";
-            //知识库问答
-            var filters = new List<MemoryFilter>();
-
-            var kmsidList = app.KmsIdList.Split(",");
-            foreach (var kmsid in kmsidList)
-            {
-                filters.Add(new MemoryFilter().ByTag("kmsid", kmsid));
-            }
-
-            var xlresult = await _memory.SearchAsync(msg, index: "kms", filters: filters);
-            string dataMsg = "";
-            if (xlresult != null)
-            {
-                foreach (var item in xlresult.Results)
-                {
-                    foreach (var part in item.Partitions)
-                    {
-                        dataMsg += $"[file:{item.SourceName};Relevance:{(part.Relevance * 100).ToString("F2")}%]:{part.Text}{Environment.NewLine}";
-                    }
-                }
-                KernelFunction jsonFun = _kernel.Plugins.GetFunction("KMSPlugin", "Ask");
-                var chatResult = await _kernel.InvokeAsync(function: jsonFun,
-                    arguments: new KernelArguments() { ["data"] = dataMsg, ["history"] = "", ["questions"] = msg });
-                if (chatResult.IsNotNull())
-                {
-                    string answers = chatResult.GetValue<string>();
-                    result = answers;
-                }  
-            }
-            return result;
-        }
-        /// <summary>
-        /// 历史会话的会话总结
-        /// </summary>
-        /// <param name="questions"></param>
-        /// <param name="msg"></param>
-        /// <returns></returns>
-        private async Task<string> HistorySummarize(OpenAIModel model)
-        {
-            var _kernel = _kernelService.GetKernel();
-            StringBuilder history = new StringBuilder();
-            string questions = model.messages[model.messages.Count-1].content;
-            for(int i=0;i<model.messages.Count()-1;i++)
-            {
-                var item = model.messages[i];
-                history.Append($"{item.role}:{item.content}{Environment.NewLine}");
-            }
-
-            if (model.messages.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;
-            }
-        }
-    }
-}

AntSK/Xzy.KnowledgeBase.xml

@@ -1,14 +0,0 @@
-<?xml version="1.0"?>
-<doc>
-    <assembly>
-        <name>AntSK</name>
-    </assembly>
-    <members>
-        <member name="M:AntSK.Controllers.InitController.InitTable">
-            <summary>
-            初始化DB 和表
-            </summary>
-            <returns></returns>
-        </member>
-    </members>
-</doc>

AntSK/plugins/KMSPlugin/Ask/config.json

@@ -1,30 +0,0 @@
-{
-  "schema": 1,
-  "type": "completion",
-  "description": "知识库问答",
-  "completion": {
-    "temperature": 0.0,
-    "top_p": 0.0,
-    "presence_penalty": 0.0,
-    "frequency_penalty": 0.0
-  },
-  "input": {
-    "parameters": [
-      {
-        "name": "doc",
-        "description": "背景文档。",
-        "defaultValue": ""
-      },
-      {
-        "name": "history",
-        "description": "历史聊天记录。",
-        "defaultValue": ""
-      },
-      {
-        "name": "questions",
-        "description": "用户问题。",
-        "defaultValue": ""
-      }
-    ]
-  }
-}

Dockerfile

@@ -3,11 +3,11 @@ FROM mcr.microsoft.com/dotnet/sdk:8.0 AS build
 WORKDIR /src
 
 # Copy csproj and restore as distinct layers
-COPY ["AntSK/AntSK.csproj", "AntSK/"]
+COPY ["src/AntSK/AntSK.csproj", "AntSK/"]
 RUN dotnet restore "AntSK/AntSK.csproj"
 
 # Copy everything else and build
-COPY . .
+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
@@ -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 +1,28 @@
+# 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
+ENTRYPOINT ["dotnet", "AntSK.dll"]

README.en.md

@@ -1,197 +1,214 @@
 [简体中文](./README.md) | English
 # AntSK
+## AI Knowledge Base/Intelligent Agent built on .Net8+AntBlazor+SemanticKernel
 
-## Based on AI knowledge base/agent created by Net8+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 functions
+- **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**: It uses advanced natural language processing technology to accurately understand, process and respond to complex semantic queries, and provides users with accurate 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.
 
+- **Online Search**: AntSK, real-time access to the latest information, ensuring users receive the most timely and relevant data.
 
-- **Kernel Memory**: It has the ability to continuously learn and store knowledge points. AntSK has a long-term memory function to accumulate experience and provide a more personalized interactive experience.
+- **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**.
 
+- **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.
 
-- **Knowledge base**: Knowledge base documents can be created by importing knowledge base documents (Word, PDF, Excel, Txt, Markdown, Json, PPT) and other forms.
-
-
-
-- **API plug-in system**: an open API plug-in system that allows third-party developers or service providers to easily integrate their services into AntSK and continuously enhance application functions.
-
-
-
-- **Online search**: AntSK can obtain the latest information in real time to ensure that the information received by users is always the most timely and relevant.
-
-
-
-- **GPTs generation**: This platform supports the creation of personalized GPT models and attempts to build your own GPT models.
-
-
-
-- **API interface publishing**: internal functions are provided externally in the form of API, so that developers can easily translate Xzy AntSK KnowledgeBase is integrated into other applications to enhance application intelligence.
-
-- **Model management**: Adapt and manage different models from different vendors.
-
-
-
-## Application scenarios
-
-
-
-AntSK is applicable to a variety of business scenarios, such as:
-
-- Enterprise level knowledge management system
-
-- Automatic customer service and chat robot
-
-- Enterprise Search Engine
+## ⛪Application Scenarios
 
+AntSK is suitable for various business scenarios, such as:
+- Enterprise knowledge management system
+- Automatic customer service and chatbots
+- Enterprise search engine
 - Personalized recommendation system
-
-- Intelligent assisted writing
-
-- Education and online learning platform
-
+- Intelligent writing assistance
+- Education and online learning platforms
 - Other interesting AI Apps
 
+## ✏️Function Examples
+### Online Demo
+```
+https://antsk.ai-dotnet.com/
+```
+```
+Default account: test
 
+Default password: test
 
-## 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?
-
-Login is the default login account and password
-
-Here I use Postgres as data storage and vector storage, because both the Semantic Kernel and Kernel Memory support it. Of course, you can switch to other ones.
-
-The model supports openai by default. If you need to use azure openai and need to adjust the dependency injection of SK, you can also use one api for integration.
-
-The following configuration files need to be configured
-
+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.
 ```
 
-"ConnectionStrings":{
+### Other Function Examples
+[Video Demonstration](https://www.bilibili.com/video/BV1zH4y1h7Y9/)
 
-"Postgres": "Host=; Port=; Database=antsk; Username=; Password="
+## ❓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.
 
-"OpenAIOption":{
+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.
 
-"EndPoint": "",
+The Login configuration in the configuration file is the default login account and password.
 
-"Key": "",
+The following configuration file needs to be configured
 
-"Model": "",
+## 1️⃣Using docker-compose
 
-"Embedding Model": """""
+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.
 
-Postgres:{
-
-"ConnectionString": "Host=; Port=; Database=antsk; Username=; Password=",
-
-"TableNamePrefix": "km -"
-
-},
-"Login": {
-  "User": "admin",
-  "Password": "xuzeyu"
-}
+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
 ```
 
-I use CodeFirst mode. As long as the database link is configured, the table structure is automatically created
-
-If you want to use LLamaSharp to run the local model, you also need to set the following configuration:
+## 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/AIDotNet/antsk:v0.1.5ports:
+      - 5000:5000
+    networks:
+      - antsk
+    depends_on:
+      - antskpg
+    restart: always
+    environment:
+      - ASPNETCORE_URLS=http://*:5000
+    volumes:
+      - ./appsettings.json:/app/appsettings.json # Local configuration file needs to be placed in the same directory
+      - D://model:/app/model
+networks:
+  antsk:
+```
+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
+```
+
+## 3️⃣Some meanings of configuration file
+```
+{
+  "DBConnection": {
+    "DbType": "Sqlite",
+    "ConnectionStrings": "Data Source=AntSK.db;"
+  },
+  "KernelMemory": {
+    "VectorDb": "Disk",
+    "ConnectionString": "Host=;Port=;Database=antsk;Username=;Password=",
+    "TableNamePrefix": "km-"
+  },
   "LLamaSharp": {
-    "Chat": "D:\\Code\\AI\\AntBlazor\\model\\tinyllama-1.1b-chat.gguf",
-    "Embedding": "D:\\Code\\AI\\AntBlazor\\model\\tinyllama-1.1b-chat.gguf"
+    "RunType": "GPU",
+    "FileDirectory": "D:\\Code\\AI\\AntBlazor\\model\\"
   },
-```
-
-You need to configure the addresses of the Chat and Embedding models, and then modify EndPoint to local. When using the local model, parameters such as Key, Model, and Embedding Model are not used, so you can freely fill in these parameters:
-```
- "OpenAIOption": {
-    "EndPoint": "https://ip:port/llama/",
-    "Key": "",
-    "Model": "",
-    "EmbeddingModel": ""
+  "Login": {
+    "User": "admin",
+    "Password": "xuzeyu"
   },
+  "BackgroundTaskBroker": {
+    "ImportKMSTask": {
+      "WorkerCount": 1 
+    }
+  }
+}
+```
+```
+// 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
+
+//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

@@ -1,26 +1,35 @@
-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。
 
-- **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。
-
-- **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。
+- **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。
 
 - **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。
 
-- **模型管理**：适配和管理集成不同厂商的不同模型。
+- **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。
 
-## 应用场景
+- **.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
@@ -31,49 +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：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
+```
+
+### 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,如果需要使用azure openai需要调整SK的依赖注入，也可以使用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。
 
-Login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 
 
-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，
+提供了pg版本 **appsettings.json** 和 简化版本（**Sqlite+disk**） **docker-compose.simple.yml**
 
-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。
+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
 ```
@@ -81,54 +82,143 @@ docker-compose up -d
 ```
 来启动AntSK
 
-
-## 配置文件的一些含义
+## 2️⃣如何在docker中挂载本地模型，和模型下载的目录
 ```
-  "ConnectionStrings": {
-    "Postgres": "Host=;Port=;Database=antsk;Username=;Password="//这个是业务数据的连接字符串
+# 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:v0.2.7
+    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
+      - 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:
+```
+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
+```
+
+## 3️⃣配置文件的一些含义
+```
+{
+  "DBConnection": {
+    "DbType": "Sqlite", 
+    "ConnectionStrings": "Data Source=AntSK.db;"
   },
-  "OpenAIOption": {
-    "EndPoint": "", //openai协议的接口，写到v1之前
-    "Key": "",//接口秘钥，如果使用本地模型可以随意填写一个但不能为空
-    "Model": "",//会话模型，使用接口时需要，使用本地模型可以随意填写
-    "EmbeddingModel": ""//向量模型，使用接口时需要，使用本地模型可以随意填写
-  },
-  "Postgres": {
+  "KernelMemory": {
+    "VectorDb": "Disk", 
     "ConnectionString": "Host=;Port=;Database=antsk;Username=;Password=",
     "TableNamePrefix": "km-"
   },
+  "LLamaSharp": {
+    "RunType": "GPU", 
+    "FileDirectory": "D:\\Code\\AI\\AntBlazor\\model\\"
+  },
   "Login": {
     "User": "admin",
     "Password": "xuzeyu"
+  },
+  "BackgroundTaskBroker": {
+    "ImportKMSTask": {
+      "WorkerCount": 1 
+    }
   }
+}
 ```
-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
+```
+//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
 
-如果想使用LLamaSharp运行本地模型还需要设置如下配置：
-```
-  "LLamaSharp": {
-    "Chat": "D:\\Code\\AI\\AntBlazor\\model\\tinyllama-1.1b-chat.gguf",//本地会话模型的磁盘路径
-    "Embedding": "D:\\Code\\AI\\AntBlazor\\model\\tinyllama-1.1b-chat.gguf"//本地向量模型的磁盘路径
-  },
+//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
 ```
 
-需要配置Chat和Embedding模型的地址，然后修改EndPoint为本地，使用本地模型时并没有用到Key、Model、EmbeddingModel这些参数，所以这几个你可以随意填写：
+## ⚠️找不到样式问题解决：
+AntSK/src/AntSK下执行:
 ```
- "OpenAIOption": {
-    "EndPoint": "http://ip:port/llama/",//如果使用本地模型这个ip端口是AntSK服务启动的ip和端口
-    "Key": "",//接口秘钥，如果使用本地模型可以随意填写一个但不能为空
-    "Model": "",//会话模型，使用接口时需要，使用本地模型可以随意填写
-    "EmbeddingModel": ""//向量模型，使用接口时需要，使用本地模型可以随意填写
-  },
+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
+
+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
+## ☎️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)
+![公众号](https://github.com/AIDotNet/AntSK/blob/main/images/gzh.jpg)
 
----
+## 🌟 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>
 
-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！

docker-compose.simple.yml

@@ -0,0 +1,19 @@
+# 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:v0.2.7
+    # 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:p0.2.7
+    ports:
+      - 5000:5000
+    networks:
+      - antsk
+    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
+networks:
+  antsk:

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:v0.1.3 
+    image: registry.cn-hangzhou.aliyuncs.com/xuzeyu91/antsk:v0.2.7
+    # 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:p0.2.7
     ports:
       - 5000:5000
     networks:
@@ -31,4 +33,4 @@ services:
     volumes:
       - ./appsettings.json:/app/appsettings.json # 本地配置文件 需要放在同级目录
 networks:
-  antsk:
+  antsk:

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.Domain.csproj

@@ -8,26 +8,46 @@
     <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="LLamaSharp.kernel-memory" Version="0.10.0" />
-    <PackageReference Include="LLamaSharp.semantic-kernel" Version="0.10.0" />
-    <PackageReference Include="MarkdownSharp" Version="2.0.5" />
+    <PackageReference Include="Markdig" Version="0.36.2" />
     <PackageReference Include="Newtonsoft.Json" Version="13.0.3" />
-    <PackageReference Include="SqlSugarCore" Version="5.1.4.143" />
+    <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="1.4.0" />
-    <PackageReference Include="Microsoft.SemanticKernel.Core" Version="1.4.0" />
-    <PackageReference Include="Microsoft.SemanticKernel.Plugins.Core" Version="1.4.0-alpha" />
-    <PackageReference Include="Microsoft.KernelMemory.Core" Version="0.30.240227.1" />
-    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Postgres" Version="0.30.240227.1" />
+    <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="0.35.240321.1" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Postgres" Version="0.35.240321.1" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Qdrant" Version="0.35.240321.1" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.Redis" Version="0.35.240321.1" />
+    <PackageReference Include="Microsoft.KernelMemory.MemoryDb.AzureAISearch" Version="0.35.240321.1" />
 
-    <PackageReference Include="LLamaSharp" Version="0.10.0" />
-    <PackageReference Include="LLamaSharp.Backend.Cpu" Version="0.10.0" />
+    <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.xml

@@ -17,6 +17,27 @@
             <param name="assemblies">程序集集合</param>
             <returns></returns>
         </member>
+        <member name="M:AntSK.Domain.Common.DependencyInjection.InitExtensions.CodeFirst(Microsoft.AspNetCore.Builder.WebApplication)">
+            <summary>
+            使用codefirst创建数据库表
+            </summary>
+            <param name="services"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Common.DependencyInjection.InitExtensions.LoadFun(Microsoft.AspNetCore.Builder.WebApplication)">
+            <summary>
+            加载数据库的插件
+            </summary>
+            <param name="services"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Common.DependencyInjection.InitExtensions.AddAntSKSwagger(Microsoft.Extensions.DependencyInjection.IServiceCollection)">
+            <summary>
+            swagger 初始化
+            </summary>
+            <param name="serviceCollection"></param>
+            <returns></returns>
+        </member>
         <member name="F:AntSK.Domain.Common.DependencyInjection.ServiceLifetime.Scoped">
             <summary>
             作用域
@@ -32,7 +53,161 @@
             瞬时
             </summary>
         </member>
-        <member name="M:AntSK.Domain.Domain.Service.KernelService.GetKernel(System.String,System.String)">
+        <member name="M:AntSK.Domain.Common.Map.MapperExtend.ToDTOList``1(System.Object)">
+            <summary>
+            Entity集合转DTO集合
+            </summary>
+            <typeparam name="T"></typeparam>
+            <param name="value"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Common.Map.MapperExtend.ToDTO``1(System.Object)">
+            <summary>
+            Entity转DTO
+            </summary>
+            <typeparam name="T"></typeparam>
+            <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
+            </summary>
+        </member>
+        <member name="T:AntSK.Domain.Domain.Model.Enum.AIModelType">
+            <summary>
+            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
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Domain.Model.PageList`1.PageSize">
+            <summary>
+            每页数量
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Domain.Model.PageList`1.TotalCount">
+            <summary>
+            总数
+            </summary>
+        </member>
+        <member name="M:AntSK.Domain.Domain.Other.EmbeddingConfig.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,Microsoft.SemanticKernel.ChatCompletion.ChatHistory)">
+            <summary>
+            发送消息
+            </summary>
+            <param name="app"></param>
+            <param name="questions"></param>
+            <param name="history"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Domain.Service.FunctionService.SearchMarkedMethods">
+            <summary>
+            查询程序集中的方法委托，后续利用Source Generators生成
+            </summary>
+        </member>
+        <member name="M:AntSK.Domain.Domain.Service.KernelService.GetKernelByApp(AntSK.Domain.Repositories.Apps)">
             <summary>
             获取kernel实例，依赖注入不好按每个用户去Import不同的插件，所以每次new一个新的kernel
             </summary>
@@ -47,6 +222,20 @@
             <param name="app"></param>
             <param name="_kernel"></param>
         </member>
+        <member name="M:AntSK.Domain.Domain.Service.KernelService.ImportApiFunction(AntSK.Domain.Repositories.Apps,System.Collections.Generic.List{Microsoft.SemanticKernel.KernelFunction})">
+            <summary>
+            导入API插件
+            </summary>
+            <param name="app"></param>
+            <param name="functions"></param>
+        </member>
+        <member name="M:AntSK.Domain.Domain.Service.KernelService.ImportNativeFunction(AntSK.Domain.Repositories.Apps,System.Collections.Generic.List{Microsoft.SemanticKernel.KernelFunction})">
+            <summary>
+            导入原生插件
+            </summary>
+            <param name="app"></param>
+            <param name="functions"></param>
+        </member>
         <member name="M:AntSK.Domain.Domain.Service.KernelService.RegisterPluginsWithKernel(Microsoft.SemanticKernel.Kernel)">
             <summary>
             注册默认插件
@@ -62,61 +251,31 @@
             <param name="history"></param>
             <returns></returns>
         </member>
-        <member name="M:AntSK.Domain.Map.MapperExtend.ToDTOList``1(System.Object)">
-            <summary>
-            Entity集合转DTO集合
-            </summary>
-            <typeparam name="T"></typeparam>
-            <param name="value"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Map.MapperExtend.ToDTO``1(System.Object)">
-            <summary>
-            Entity转DTO
-            </summary>
-            <typeparam name="T"></typeparam>
-            <param name="value"></param>
-            <returns></returns>
-        </member>
-        <member name="M:AntSK.Domain.Map.MapperExtend.MapTo``1(System.Object,``0)">
-            <summary>
-            给已有对象map,适合update场景，如需过滤空值需要在AutoMapProfile 设置
-            </summary>
-            <typeparam name="T"></typeparam>
-            <param name="self"></param>
-            <param name="result"></param>
-            <returns></returns>
-        </member>
-        <member name="P:AntSK.Domain.Model.MessageInfo.IsSend">
-            <summary>
-            发送是true  接收是false
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Model.PageList`1.PageIndex">
-            <summary>
-            当前页，从1开始
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Model.PageList`1.PageSize">
-            <summary>
-            每页数量
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Model.PageList`1.TotalCount">
-            <summary>
-            总数
-            </summary>
-        </member>
-        <member name="P:AntSK.Domain.Options.ConnectionOption.Sqlite">
+        <member name="P:AntSK.Domain.Options.DBConnectionOption.DbType">
             <summary>
             sqlite连接字符串
             </summary>
         </member>
-        <member name="P:AntSK.Domain.Options.ConnectionOption.Postgres">
+        <member name="P:AntSK.Domain.Options.DBConnectionOption.ConnectionStrings">
             <summary>
             pg链接字符串
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Options.KernelMemoryOption.VectorDb">
+            <summary>
+            向量库
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Options.KernelMemoryOption.ConnectionString">
+            <summary>
+            连接字符串
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Options.KernelMemoryOption.TableNamePrefix">
+            <summary>
+            表前缀
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Apis.Name">
             <summary>
             接口名称
@@ -177,6 +336,16 @@
             类型
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.ChatModelID">
+            <summary>
+            会话模型ID
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.EmbeddingModelID">
+            <summary>
+            Embedding 模型Id
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Apps.Temperature">
             <summary>
             温度
@@ -192,6 +361,11 @@
             插件列表
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.Apps.NativeFunctionList">
+            <summary>
+            本地函数列表
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Apps.KmsIdList">
             <summary>
             知识库ID列表
@@ -202,6 +376,31 @@
             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.Funs.Path">
+            <summary>
+            接口描述
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.KmsDetails.FileName">
             <summary>
             文件名称
@@ -227,6 +426,11 @@
             创建时间
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.KmsDetails.Status">
+            <summary>
+            状态
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Kmss.Icon">
             <summary>
             图标
@@ -242,6 +446,16 @@
             会话模型
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.Kmss.ChatModelID">
+            <summary>
+            会话模型ID
+            </summary>
+        </member>
+        <member name="P:AntSK.Domain.Repositories.Kmss.EmbeddingModelID">
+            <summary>
+            向量模型ID
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Kmss.MaxTokensPerParagraph">
             <summary>
             每个段落的最大标记数。
@@ -509,11 +723,16 @@
             <param name="whereExpression"></param>
             <returns></returns>
         </member>
-        <member name="F:AntSK.Domain.Repositories.Base.SqlSugarHelper.Sqlite">
+        <member name="M:AntSK.Domain.Repositories.Base.SqlSugarHelper.SqlScope">
             <summary>
             sqlserver连接
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.AIModels.AIType">
+            <summary>
+            AI类型
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.AIModels.AIModelType">
             <summary>
             模型类型
@@ -534,6 +753,11 @@
             模型秘钥
             </summary>
         </member>
+        <member name="P:AntSK.Domain.Repositories.AIModels.ModelDescription">
+            <summary>
+            部署名，azure需要使用
+            </summary>
+        </member>
         <member name="P:AntSK.Domain.Repositories.Users.No">
             <summary>
             工号，用于登陆
@@ -649,11 +873,151 @@
             <param name="stream"></param>
             <returns></returns>
         </member>
+        <member name="M:AntSK.Domain.Utils.ConvertUtils.ToQueryString(System.Collections.Generic.Dictionary{System.String,System.String})">
+            <summary>
+            json参数转化querystring参数
+            </summary>
+            <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.
             </summary>
             <returns>The full path to samples/plugins</returns>
         </member>
+        <member name="T:AntSK.Domain.Utils.XmlCommentHelper">
+            <summary>
+            注释辅助类
+            </summary>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.LoadAll">
+            <summary>
+            从当前dll文件中加载所有的xml文件
+            </summary>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.LoadXml(System.String[])">
+            <summary>
+            从xml中加载
+            </summary>
+            <param name="xmls"></param>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.Load(System.String[])">
+            <summary>
+            从文件中加载
+            </summary>
+            <param name="xmlFiles"></param>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.Load(System.IO.Stream[])">
+            <summary>
+            从流中加载
+            </summary>
+            <param name="streams"></param>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetTypeComment(System.Type,System.String,System.Boolean)">
+            <summary>
+            读取类型中的注释
+            </summary>
+            <param name="type">类型</param>
+            <param name="xPath">注释路径</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetFieldOrPropertyComment(System.Reflection.MemberInfo,System.String,System.Boolean)">
+            <summary>
+            读取字段或者属性的注释
+            </summary>
+            <param name="fieldOrPropertyInfo">字段或者属性</param>
+            <param name="xPath">注释路径</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetMethodComment(System.Reflection.MethodInfo,System.String,System.Boolean)">
+            <summary>
+            读取方法中的注释
+            </summary>
+            <param name="methodInfo">方法</param>
+            <param name="xPath">注释路径</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetMethodReturnComment(System.Reflection.MethodInfo,System.Boolean)">
+            <summary>
+            读取方法中的返回值注释
+            </summary>
+            <param name="methodInfo">方法</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetParameterComment(System.Reflection.ParameterInfo,System.Boolean)">
+            <summary>
+            读取参数的注释
+            </summary>
+            <param name="parameterInfo">参数</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetParameterComments(System.Reflection.MethodInfo,System.Boolean)">
+            <summary>
+            读取方法的所有参数的注释
+            </summary>
+            <param name="methodInfo">方法</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetComment(System.String,System.String,System.Boolean)">
+            <summary>
+            读取指定名称节点的注释
+            </summary>
+            <param name="name">节点名称</param>
+            <param name="xPath">注释路径</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetSummary(System.String,System.Boolean)">
+            <summary>
+            读取指定节点的summary注释
+            </summary>
+            <param name="name">节点名称</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetExample(System.String,System.Boolean)">
+            <summary>
+            读取指定节点的example注释
+            </summary>
+            <param name="name">节点名称</param>
+            <param name="humanize">可读性优化(比如：去掉xml标记)</param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetMemberNameForMethod(System.Reflection.MethodInfo)">
+            <summary>
+            获取方法的节点名称
+            </summary>
+            <param name="method"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetMemberNameForType(System.Type)">
+            <summary>
+            获取类型的节点名称
+            </summary>
+            <param name="type"></param>
+            <returns></returns>
+        </member>
+        <member name="M:AntSK.Domain.Utils.XmlCommentHelper.GetMemberNameForFieldOrProperty(System.Reflection.MemberInfo)">
+            <summary>
+            获取字段或者属性的节点名称
+            </summary>
+            <param name="fieldOrPropertyInfo"></param>
+            <returns></returns>
+        </member>
     </members>
 </doc>

src/AntSK.Domain/Common/AntSkFunctionAttribute.cs

@@ -0,0 +1,8 @@
+namespace AntSK.Domain.Common
+{
+    [AttributeUsage(AttributeTargets.Method)]
+    public class AntSkFunctionAttribute : Attribute
+    {
+        // 自定义的ActionAttribute
+    }
+}

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

@@ -1,10 +1,5 @@
 using Microsoft.Extensions.DependencyInjection;
-using System;
-using System.Collections.Generic;
-using System.Linq;
 using System.Reflection;
-using System.Text;
-using System.Threading.Tasks;
 
 namespace AntSK.Domain.Common.DependencyInjection
 {

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

@@ -0,0 +1,166 @@
+using AntSK.Domain.Domain.Model.Constant;
+using AntSK.Domain.Domain.Service;
+using AntSK.Domain.Repositories;
+using DocumentFormat.OpenXml.Office2016.Drawing.ChartDrawing;
+using Microsoft.AspNetCore.Builder;
+using Microsoft.AspNetCore.Mvc;
+using Microsoft.Extensions.DependencyInjection;
+using Microsoft.OpenApi.Models;
+using SqlSugar;
+using Swashbuckle.AspNetCore.SwaggerGen;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Reflection;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Common.DependencyInjection
+{
+    public static class InitExtensions
+    {
+        /// <summary>
+        /// 使用codefirst创建数据库表
+        /// </summary>
+        /// <param name="services"></param>
+        /// <returns></returns>
+        public static WebApplication CodeFirst(this WebApplication app)
+        {
+            using (var scope = app.Services.CreateScope())
+            {
+                // 获取仓储服务
+                var _repository = scope.ServiceProvider.GetRequiredService<IApps_Repositories>();
+
+                // 创建数据库（如果不存在）
+                _repository.GetDB().DbMaintenance.CreateDatabase();
+
+                // 获取当前应用程序域中所有程序集
+                var assemblies = AppDomain.CurrentDomain.GetAssemblies();
+
+                // 在所有程序集中查找具有[SugarTable]特性的类
+                foreach (var assembly in assemblies)
+                {
+                    // 获取该程序集中所有具有SugarTable特性的类型
+                    var entityTypes = assembly.GetTypes()
+                        .Where(type => TypeIsEntity(type));
+
+                    // 为每个找到的类型初始化数据库表
+                    foreach (var type in entityTypes)
+                    {
+                        _repository.GetDB().CodeFirst.InitTables(type);
+                    }
+                }
+                //安装向量插件
+                _repository.GetDB().Ado.ExecuteCommandAsync($"CREATE EXTENSION IF NOT EXISTS vector;");
+            }
+            return app;
+        }
+
+        public static WebApplication InitDbData(this WebApplication app)
+        {
+            using (var scope = app.Services.CreateScope())
+            {
+                // 初始化字典
+                var _dic_Repository = scope.ServiceProvider.GetRequiredService<IDics_Repositories>();
+                var llamafactoryStart = _dic_Repository.GetFirst(p => p.Type == LLamaFactoryConstantcs.LLamaFactorDic && p.Key == LLamaFactoryConstantcs.IsStartKey);
+                if (llamafactoryStart==null)
+                {
+                    llamafactoryStart = new Dics();
+                    llamafactoryStart.Id=Guid.NewGuid().ToString();
+                    llamafactoryStart.Type = LLamaFactoryConstantcs.LLamaFactorDic;
+                    llamafactoryStart.Key = LLamaFactoryConstantcs.IsStartKey;
+                    llamafactoryStart.Value = "false";
+                    _dic_Repository.Insert(llamafactoryStart);
+                }
+
+            }
+            return app;
+        }
+        /// <summary>
+        /// 加载数据库的插件
+        /// </summary>
+        /// <param name="services"></param>
+        /// <returns></returns>
+        public static WebApplication LoadFun(this WebApplication app)
+        {
+            try
+            {
+                using (var scope = app.Services.CreateScope())
+                {
+                    //codefirst 创建表
+                    var funRep = scope.ServiceProvider.GetRequiredService<IFuns_Repositories>();
+                    var functionService = scope.ServiceProvider.GetRequiredService<FunctionService>();
+                    var funs = funRep.GetList();
+                    foreach (var fun in funs)
+                    {
+                        functionService.FuncLoad(fun.Path);
+                    }
+                }
+            }
+            catch (Exception ex)
+            {
+                Console.WriteLine(ex.Message + " ---- " + ex.StackTrace);
+            }
+            return app;
+        }
+        private static bool TypeIsEntity(Type type)
+        {
+            // 检查类型是否具有SugarTable特性
+            return type.GetCustomAttributes(typeof(SugarTable), inherit: false).Length > 0;
+        }
+
+        /// <summary>
+        /// swagger 初始化
+        /// </summary>
+        /// <param name="serviceCollection"></param>
+        /// <returns></returns>
+        public static IServiceCollection AddAntSKSwagger(this IServiceCollection serviceCollection)
+        {
+            serviceCollection.AddSwaggerGen(c =>
+            {
+                c.SwaggerDoc("v1", new() { Title = "AntSK.Api", Version = "v1" });
+                //添加Api层注释（true表示显示控制器注释）
+                var xmlFile = $"{Assembly.GetExecutingAssembly().GetName().Name}.xml";
+                var xmlPath = Path.Combine(AppContext.BaseDirectory, xmlFile);
+                c.IncludeXmlComments(xmlPath, true);
+                //添加Domain层注释（true表示显示控制器注释）
+                var xmlFile1 = $"{Assembly.GetExecutingAssembly().GetName().Name.Replace("Api", "Domain")}.xml";
+                var xmlPath1 = Path.Combine(AppContext.BaseDirectory, xmlFile1);
+                c.IncludeXmlComments(xmlPath1, true);
+                c.DocInclusionPredicate((docName, apiDes) =>
+                {
+                    if (!apiDes.TryGetMethodInfo(out MethodInfo method))
+                        return false;
+                    var version = method.DeclaringType.GetCustomAttributes(true).OfType<ApiExplorerSettingsAttribute>().Select(m => m.GroupName);
+                    if (docName == "v1" && !version.Any())
+                        return true;
+                    var actionVersion = method.GetCustomAttributes(true).OfType<ApiExplorerSettingsAttribute>().Select(m => m.GroupName);
+                    if (actionVersion.Any())
+                        return actionVersion.Any(v => v == docName);
+                    return version.Any(v => v == docName);
+                });
+                c.AddSecurityDefinition("Bearer", new OpenApiSecurityScheme()
+                {
+                    Description = "Directly enter bearer {token} in the box below (note that there is a space between bearer and token)",
+                    Name = "Authorization",
+                    In = ParameterLocation.Header,
+                    Type = SecuritySchemeType.ApiKey,
+                });
+                c.AddSecurityRequirement(new OpenApiSecurityRequirement
+                {
+                    {
+                        new OpenApiSecurityScheme
+                        {
+                            Reference = new OpenApiReference()
+                            {
+                                Id = "Bearer",
+                                Type = ReferenceType.SecurityScheme
+                            }
+                        }, Array.Empty<string>()
+                    }
+                });
+            });
+            return serviceCollection;
+        }
+    }
+}

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

@@ -1,10 +1,4 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Domain.Common.DependencyInjection
+namespace AntSK.Domain.Common.DependencyInjection
 {
     public class ServiceDescriptionAttribute : Attribute
     {

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;
+
+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 = EmbeddingConfig.LoadModel(pyDllPath, modelName);
+        }
+
+        public void Dispose()
+        {
+            EmbeddingConfig.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 EmbeddingConfig.GetEmbedding(text);
+            return new Microsoft.KernelMemory.Embedding(embeddings);
+        }
+
+        public int CountTokens(string text)
+        {
+            return EmbeddingConfig.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/Common/LLamaFactory/ProcessWrapper.cs

@@ -0,0 +1,71 @@
+using System;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Common.LLamaFactory
+{
+    public class ProcessWrapper
+    {
+        private Process process;
+
+        public static bool isProcessComplete = false;
+
+
+        public void StartProcess(string arguments, string workingDirectory)
+        {
+            process =  new Process
+            {
+                StartInfo = new ProcessStartInfo
+                {
+                    FileName = "python",
+                    Arguments = arguments,
+                    UseShellExecute = false,
+                    RedirectStandardOutput = true,
+                    RedirectStandardError = true,
+                    CreateNoWindow = true,
+                    WorkingDirectory = workingDirectory
+                }
+            };
+            using (Process start = Process.Start(process.StartInfo))
+            {
+                using (StreamReader reader = start.StandardOutput)
+                {
+                    string result = reader.ReadToEnd();
+                    if (result != null)
+                    {
+                        if (result.Contains(":8000"))
+                        {
+                            isProcessComplete = true;
+                        }
+                    }
+                    Console.WriteLine(result);
+                }
+                start.WaitForExit();
+            }
+        }
+
+        public string WaitForProcessExit()
+        {
+            process.WaitForExit();
+            return process.StandardOutput.ReadToEnd();
+        }
+
+        public void KillProcess()
+        {
+            try
+            {
+                if (!process.HasExited)
+                {
+                    process.Kill();
+                }
+            }
+            catch (InvalidOperationException)
+            {
+                // Process already exited.
+            }
+        }
+    }
+}

src/AntSK.Domain/Common/Map/AutoMapProfile.cs

@@ -0,0 +1,12 @@
+using AutoMapper;
+
+namespace AntSK.Domain.Common.Map
+{
+    public class AutoMapProfile : Profile
+    {
+        public AutoMapProfile()
+        {
+            //CreateMap<PMP_BizCase_Main_Max, BizcaseQueryDTO>();
+        }
+    }
+}

src/AntSK.Domain/Common/Map/MapperExtend.cs

@@ -0,0 +1,32 @@
+namespace AntSK.Domain.Common.Map
+{
+    public static class MapperExtend
+    {
+        /// <summary>
+        /// Entity集合转DTO集合
+        /// </summary>
+        /// <typeparam name="T"></typeparam>
+        /// <param name="value"></param>
+        /// <returns></returns>
+        public static List<T> ToDTOList<T>(this object value)
+        {
+            if (value == null)
+                return new List<T>();
+
+            return AutoMapper.Mapper.Map<List<T>>(value);
+        }
+        /// <summary>
+        /// Entity转DTO
+        /// </summary>
+        /// <typeparam name="T"></typeparam>
+        /// <param name="value"></param>
+        /// <returns></returns>
+        public static T ToDTO<T>(this object value)
+        {
+            if (value == null)
+                return default(T);
+
+            return AutoMapper.Mapper.Map<T>(value);
+        }
+    }
+}

src/AntSK.Domain/Common/Map/MapperRegister.cs

@@ -1,12 +1,7 @@
 using AutoMapper;
 using Microsoft.Extensions.DependencyInjection;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
 
-namespace AntSK.Domain.Map
+namespace AntSK.Domain.Common.Map
 {
     public static class MapperRegister
     {
@@ -16,7 +11,6 @@ namespace AntSK.Domain.Map
             {
                 cfg.CreateMissingTypeMaps = true;
                 cfg.ValidateInlineMaps = false;
-                cfg.ShouldMapMethod = m => false;
                 cfg.AddProfile<AutoMapProfile>();
             });
 
@@ -27,7 +21,6 @@ namespace AntSK.Domain.Map
             {
                 cfg.CreateMissingTypeMaps = true;
                 cfg.ValidateInlineMaps = false;
-                cfg.ShouldMapMethod = m => false;
                 cfg.AddProfile<AutoMapProfile>();
             });
         }

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

@@ -0,0 +1,23 @@
+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;
+
+namespace AntSK.Domain.Domain.Interface
+{
+    public interface IChatService
+    {
+        IAsyncEnumerable<StreamingKernelContent> SendChatByAppAsync(Apps app, string questions, ChatHistory history);
+
+        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<MessageInfo> MessageList);
+    }
+}

src/AntSK.Domain/Domain/Interface/IHttpService.cs

@@ -0,0 +1,9 @@
+using RestSharp;
+
+namespace AntSK.Domain.Domain.Interface
+{
+    public interface IHttpService
+    {
+        Task<RestResponse> PostAsync(string url, Object jsonBody);
+    }
+}

src/AntSK.Domain/Domain/Interface/IImportKMSService.cs

@@ -0,0 +1,9 @@
+using AntSK.Domain.Domain.Model;
+
+namespace AntSK.Domain.Domain.Interface
+{
+    public interface IImportKMSService
+    {
+        void ImportKMSTask(ImportKMSTaskReq req);
+    }
+}

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

@@ -0,0 +1,24 @@
+using AntDesign;
+using AntSK.Domain.Domain.Model.Dto;
+using AntSK.Domain.Repositories;
+using Microsoft.KernelMemory;
+
+namespace AntSK.Domain.Domain.Interface
+{
+    public interface IKMService
+    {
+        MemoryServerless GetMemoryByApp(Apps app);
+
+        MemoryServerless GetMemoryByKMS(string kmsID);
+
+        Task<List<KMFile>> GetDocumentByFileID(string kmsId, string fileId);
+
+        Task<List<RelevantSource>> GetRelevantSourceList(Apps app, string msg);
+
+        List<UploadFileItem> FileList { get; }
+
+        bool BeforeUpload(UploadFileItem file);
+
+        void OnSingleCompleted(UploadInfo fileinfo);
+    }
+}

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

@@ -1,16 +1,11 @@
 using AntSK.Domain.Repositories;
 using Microsoft.SemanticKernel;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
 
 namespace AntSK.Domain.Domain.Interface
 {
     public interface IKernelService
     {
-        Kernel GetKernel(string modelId = null, string apiKey = null);
+        Kernel GetKernelByApp(Apps app);
         void ImportFunctionsByApp(Apps app, Kernel _kernel);
         Task<string> HistorySummarize(Kernel _kernel, string questions, string history);
     }

src/AntSK.Domain/Domain/Interface/ILLamaFactoryService.cs

@@ -0,0 +1,21 @@
+using AntSK.LLamaFactory.Model;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using static AntSK.Domain.Domain.Service.LLamaFactoryService;
+
+namespace AntSK.Domain.Domain.Interface
+{
+    public interface ILLamaFactoryService
+    {
+        public event LogMessageHandler LogMessageReceived;
+        Task PipInstall();
+        Task StartLLamaFactory(string modelName, string templateName);
+
+        void KillProcess();
+
+        List<LLamaModel> GetLLamaFactoryModels();
+    }
+}

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

@@ -0,0 +1,34 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Domain.Model.Constant
+{
+    public class KmsConstantcs
+    {
+        public const string KmsIdTag = "kmsid";
+        public const string KmsIndex = "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/Constant/LLamaFactoryConstantcs.cs

@@ -0,0 +1,14 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace AntSK.Domain.Domain.Model.Constant
+{
+    public class LLamaFactoryConstantcs
+    {
+        public const string LLamaFactorDic = "llamafactory";
+        public const string IsStartKey = "isstart";
+    }
+}

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

@@ -0,0 +1,14 @@
+namespace AntSK.Domain.Domain.Model.Dto
+{
+    public class KMFile
+    {
+        public string DocumentId { get; set; }
+        public string Text { get; set; }
+
+        public string? Url { get; set; }
+
+        public string LastUpdate { get; set; }
+
+        public string File { get; set; }
+    }
+}

src/AntSK.Domain/Domain/Model/Dto/OpenAPI/OpenAIModel.cs

@@ -1,11 +1,4 @@
-using Microsoft.AspNetCore.Identity;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace AntSK.Models
+namespace AntSK.Domain.Domain.Model.Dto.OpenAPI
 {
     public class OpenAIModel
     {

src/AntSK.Domain/Domain/Model/Dto/OpenAPI/OpenAIResult.cs

@@ -1,7 +1,6 @@
 using Newtonsoft.Json;
-using System.Text.Json.Serialization;
 
-namespace AntSK.Models.OpenAPI
+namespace AntSK.Domain.Domain.Model.Dto.OpenAPI
 {
     public class OpenAIResult
     {
@@ -21,7 +20,7 @@ namespace AntSK.Models.OpenAPI
         public OpenAIMessage message { get; set; }
     }
 
-    public class OpenAIEmbeddingResult 
+    public class OpenAIEmbeddingResult
     {
         [JsonProperty("object")]
         public string obj { get; set; } = "list";
@@ -29,17 +28,17 @@ namespace AntSK.Models.OpenAPI
 
         public UsageModel usage { get; set; } = new UsageModel();
 
-        public  List<DataModel> data { get; set; } = new List<DataModel>() { new DataModel() };
+        public List<DataModel> data { get; set; } = new List<DataModel>() { new DataModel() };
     }
 
-    public class UsageModel 
+    public class UsageModel
     {
         public long prompt_tokens { get; set; } = 0;
 
         public long total_tokens { get; set; } = 0;
     }
 
-    public class DataModel 
+    public class DataModel
     {
         [JsonProperty("object")]
         public string obj { get; set; } = "embedding";

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

@@ -0,0 +1,16 @@
+
+namespace AntSK.Domain.Domain.Model.Dto
+{
+    public class RelevantSource
+    {
+        public string SourceName { get; set; }
+
+        public string Text { get; set; }
+        public float Relevance { get; set; }
+
+        public override string ToString()
+        {
+            return $"[file:{SourceName};Relevance:{(Relevance * 100):F2}%]:{Text}";
+        }
+    }
+}

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

@@ -0,0 +1,45 @@
+using System.ComponentModel.DataAnnotations;
+
+namespace AntSK.Domain.Domain.Model.Enum
+{
+    /// <summary>
+    /// AI类型
+    /// </summary>
+    public enum AIType
+    {
+        [Display(Name = "Open AI")]
+        OpenAI = 1,
+
+        [Display(Name = "Azure Open AI")]
+        AzureOpenAI = 2,
+
+        [Display(Name = "LLama本地模型")]
+        LLamaSharp = 3,
+
+        [Display(Name = "星火大模型")]
+        SparkDesk = 4,
+
+        [Display(Name = "灵积大模型")]
+        DashScope = 5,
+
+        [Display(Name = "LLamaFactory")]
+        LLamaFactory = 6,
+        [Display(Name = "Bge Embedding")]
+        BgeEmbedding = 7,
+        [Display(Name = "StableDiffusion")]
+        StableDiffusion = 8,
+        [Display(Name = "模拟输出")]
+        Mock = 100,
+
+    }
+
+    /// <summary>
+    /// 模型类型
+    /// </summary>
+    public enum AIModelType
+    {
+        Chat = 1,
+        Embedding = 2,
+        Image=3,
+    }
+}

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

@@ -4,11 +4,12 @@ using System.Linq;
 using System.Text;
 using System.Threading.Tasks;
 
-namespace AntSK.Domain.Model.Enum
+namespace AntSK.Domain.Domain.Model.Enum
 {
-    public enum AIModelType
+    public enum AppType
     {
-        Chat = 1,
-        Embedding = 2,
+        chat = 1,
+        kms = 2,
+        img=3
     }
 }

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

@@ -0,0 +1,8 @@
+namespace AntSK.Domain.Domain.Model.Enum
+{
+    public enum HttpMethodType
+    {
+        Get = 1,
+        Post = 2,
+    }
+}