Developer microsoft memory kernel

Samples/Senparc.AI.Samples.Consoles/Program.cs

@@ -16,10 +16,6 @@
 var config = configBuilder.Build();
 Console.WriteLine("完成 ServiceCollection 和 ConfigurationBuilder 初始化");
 
-//更多绑定操作参见：https://docs.microsoft.com/en-us/aspnet/core/fundamentals/configuration/?view=aspnetcore-2.2
-var senparcSetting = new SenparcSetting();
-config.GetSection("SenparcSetting").Bind(senparcSetting);
-
 var services = new ServiceCollection();
 
 services.AddSenparcGlobalServices(config)
@@ -40,7 +36,7 @@
 
 var serviceProvider = services.BuildServiceProvider();
 
-IRegisterService register = RegisterService.Start(senparcSetting)
+IRegisterService register = RegisterService.Start()
               .UseSenparcGlobal()
               .UseSenparcAI();
 

src/Senparc.AI.Agents/Senparc.AI.Agents.csproj

@@ -2,7 +2,7 @@
 <Project Sdk="Microsoft.NET.Sdk">
 	<PropertyGroup>
 		<TargetFramework>netstandard2.1</TargetFramework>
-		<Version>0.5.6.1</Version>
+		<Version>0.5.7</Version>
 		<Nullable>enable</Nullable>
 		<LangVersion>10.0</LangVersion>
 		<AssemblyName>Senparc.AI.Agents</AssemblyName>

src/Senparc.AI.Kernel/KernelConfigExtensions/KernelConfigExtensions.cs

@@ -28,6 +28,7 @@
 using System.Linq;
 using System.Text;
 using System.Threading.Tasks;
+using static Senparc.AI.Interfaces.VectorDB;
 
 namespace Senparc.AI.Kernel.Handlers
 {
@@ -170,83 +171,53 @@ public static IWantToConfig ConfigVectorStore(this IWantToConfig iWantToConfig,
 
             switch (vectorDb.Type)
             {
-                case VectorDB.VectorDBType.AzureAISearch:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.CosmosDBMongoDB:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.CosmosDBNoSQL:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Couchbase:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Elasticsearch:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Chroma:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Milvus:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.MongoDB:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Postgres:
+                case VectorDBType.Memory:
                     {
+                        servives.AddInMemoryVectorStore();
                         break;
                     }
-                case VectorDB.VectorDBType.Qdrant:
+                case VectorDBType.HardDisk:
                     {
-                        servives.AddQdrantVectorStore(vectorDb.ConnectionString);
+                        servives.AddInMemoryVectorStore();
                         break;
                     }
-                case VectorDB.VectorDBType.Redis:
+                //case VectorDBType.Qdrant:
+                //    {
+                //        servives.AddQdrantVectorStore(vectorDb.ConnectionString);
+                //        break;
+                //    }
+                case VectorDBType.Redis:
                     {
                         servives.AddRedisVectorStore(vectorDb.ConnectionString);
                         break;
                     }
-                case VectorDB.VectorDBType.SqlServer:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.SQLite:
+                case VectorDBType.Milvus:
                     {
+                        // servives.AddInMemoryVectorStore();
                         break;
                     }
-                case VectorDB.VectorDBType.Weaviate:
+                case VectorDBType.Chroma:
                     {
+                        // servives.AddInMemoryVectorStore();
                         break;
                     }
-                case VectorDB.VectorDBType.Faiss:
+                case VectorDBType.PostgreSQL:
                     {
+                        // servives.AddInMemoryVectorStore();
                         break;
                     }
-                case VectorDB.VectorDBType.InMemory:
+                case VectorDBType.Sqlite:
                     {
-                        servives.AddInMemoryVectorStore();
+                        // servives.AddInMemoryVectorStore();
                         break;
                     }
-                case VectorDB.VectorDBType.JDBC:
+                case VectorDBType.SqlServer:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.Pinecon:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.VolatileInMemory:
+                case VectorDBType.Qdrant:
                     {
+                        servives.AddQdrantVectorStore(vectorDb.ConnectionString);
                         break;
                     }
                 default:
@@ -268,6 +239,12 @@ public static IWantToConfig ConfigVectorStore(this IWantToConfig iWantToConfig,
         /// <param name="name"></param>
         /// <param name="vectorStoreRecordDefinition"></param>
         /// <returns></returns>
+        /// <remarks>
+        /// Note: VectorStore instances created in this method are not explicitly disposed.
+        /// The VectorStoreCollection returned may maintain a reference to the VectorStore and require it to remain alive.
+        /// For proper resource management, consider using dependency injection to manage VectorStore lifecycle
+        /// or ensure the collection is disposed when no longer needed.
+        /// </remarks>
         public static VectorStoreCollection<TKey, TRecord> GetVectorCollection<TKey, TRecord>(this IWantToRun iWwantToRun, VectorDB vectorDb, string name, VectorStoreCollectionDefinition? vectorStoreRecordDefinition = null)
              where TKey : notnull
              where TRecord : class
@@ -280,93 +257,53 @@ public static VectorStoreCollection<TKey, TRecord> GetVectorCollection<TKey, TRe
 
             switch (vectorDb.Type)
             {
-                case VectorDB.VectorDBType.AzureAISearch:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.CosmosDBMongoDB:
+                case VectorDBType.Memory:
                     {
+                        vectorStore = new InMemoryVectorStore();
+                        collection = vectorStore.GetCollection<TKey, TRecord>(name, vectorStoreRecordDefinition);
                         break;
                     }
-                case VectorDB.VectorDBType.CosmosDBNoSQL:
+                case VectorDBType.HardDisk:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.Couchbase:
+                case VectorDBType.Redis:
                     {
+                        database = ConnectionMultiplexer.Connect(vectorDb.ConnectionString).GetDatabase();
+                        vectorStore = new RedisVectorStore(database,
+                            new() { StorageType = RedisStorageType.Json });
+                        collection = vectorStore.GetCollection<TKey, TRecord>(name, vectorStoreRecordDefinition);
                         break;
                     }
-                case VectorDB.VectorDBType.Elasticsearch:
+                case VectorDBType.Milvus:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.Chroma:
+                case VectorDBType.Chroma:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.Milvus:
+                case VectorDBType.PostgreSQL:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.MongoDB:
+                case VectorDBType.Sqlite:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.Postgres:
+                case VectorDBType.SqlServer:
                     {
                         break;
                     }
-                case VectorDB.VectorDBType.Qdrant:
+                case VectorDBType.Qdrant:
                     {
-                        database = null;
                         vectorStore = new QdrantVectorStore(new QdrantClient(vectorDb.ConnectionString), ownsClient: true);
                         collection = vectorStore.GetCollection<TKey, TRecord>(name, vectorStoreRecordDefinition);
                         break;
                     }
-                case VectorDB.VectorDBType.Redis:
-                    database = ConnectionMultiplexer.Connect(vectorDb.ConnectionString).GetDatabase();
-                    vectorStore = new RedisVectorStore(database,
-                        new() { StorageType = RedisStorageType.Json });
-
-                    collection = vectorStore.GetCollection<TKey, TRecord>(name, vectorStoreRecordDefinition);
-                    break;
-                case VectorDB.VectorDBType.SqlServer:
-                    {
-
-                        break;
-                    }
-                case VectorDB.VectorDBType.SQLite:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Weaviate:
-                    {
-
-                        break;
-                    }
-                case VectorDB.VectorDBType.Faiss:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.InMemory:
-                    {
-                        vectorStore = new InMemoryVectorStore();
-                        collection = vectorStore.GetCollection<TKey, TRecord>(name, vectorStoreRecordDefinition);
-                        break;
-                    }
-                case VectorDB.VectorDBType.JDBC:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.Pinecon:
-                    {
-                        break;
-                    }
-                case VectorDB.VectorDBType.VolatileInMemory:
-                    {
-                        break;
-                    }
                 default:
+                    vectorStore = new InMemoryVectorStore();
+                    collection = vectorStore.GetCollection<TKey, TRecord>(name, vectorStoreRecordDefinition);
                     break;
             }
 

src/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj

@@ -2,7 +2,7 @@
 <Project Sdk="Microsoft.NET.Sdk">
 	<PropertyGroup>
 		<TargetFramework>netstandard2.1</TargetFramework>
-		<Version>0.25.1</Version>
+		<Version>0.25.3</Version>
 		<Nullable>enable</Nullable>
 		<LangVersion>12.0</LangVersion>
 		<AssemblyName>Senparc.AI.Kernel</AssemblyName>

src/Senparc.AI/Enums.cs

@@ -45,17 +45,17 @@ public enum ConfigModel
     }
 
 #pragma warning disable CS1591 // 缺少对公共可见类型或成员的 XML 注释
-    public enum VectorDBType
-    {
-        Memory,
-        HardDisk,
-        Redis,
-        Mulivs,
-        Chroma,
-        PostgreSQL,
-        Sqlite,
-        SqlServer,
-        Default = Memory,
-    }
+    //public enum VectorDBType
+    //{
+    //    Memory,
+    //    HardDisk,
+    //    Redis,
+    //    Mulivs,
+    //    Chroma,
+    //    PostgreSQL,
+    //    Sqlite,
+    //    SqlServer,
+    //    Default = Memory,
+    //}
 #pragma warning restore CS1591 // 缺少对公共可见类型或成员的 XML 注释
 }

src/Senparc.AI/Interfaces/ISenparcAiSetting.cs

@@ -187,37 +187,51 @@ public class VectorDB
 
         public enum VectorDBType
         {
-            //Memory,
-            //HardDisk,
-            //Redis,
-            //Mulivs,
-            //Chroma,
-            //PostgreSQL,
-            //Sqlite,
-            //SqlServer,
-
-            /* 注意：枚举值一旦确定，不能再进行修改 */
-
-            AzureAISearch=0,
-            CosmosDBMongoDB=1,
-            CosmosDBNoSQL=2,
-            Chroma=3,     //Planed
-            Couchbase=4,
-            Elasticsearch=5,
-            Faiss=6,
-            InMemory=7,
-            JDBC=8,
-            Milvus=9,     //Planed (not included in https://learn.microsoft.com/en-us/semantic-kernel/concepts/vector-store-connectors/out-of-the-box-connectors/inmemory-connector?pivots=programming-language-csharp)
-            MongoDB=10,
-            Pinecon=11,
-            Postgres=12,
-            Qdrant=13,
-            Redis=14,
-            SqlServer=15,  //Planed
-            SQLite=16,
-            VolatileInMemory=17,
-            Weaviate=18,
-            Default = InMemory,
+            Memory,
+            HardDisk,
+            Redis,
+            Milvus,
+            Chroma,
+            PostgreSQL,
+            Sqlite,
+            SqlServer,
+            Qdrant,
+            Default = Memory,
         }
+
+        //public enum VectorDBType
+        //{
+        //    //Memory,
+        //    //HardDisk,
+        //    //Redis,
+        //    //Mulivs,
+        //    //Chroma,
+        //    //PostgreSQL,
+        //    //Sqlite,
+        //    //SqlServer,
+
+        //    /* 注意：枚举值一旦确定，不能再进行修改 */
+
+        //    AzureAISearch=0,
+        //    CosmosDBMongoDB=1,
+        //    CosmosDBNoSQL=2,
+        //    Chroma=3,     //Planed
+        //    Couchbase=4,
+        //    Elasticsearch=5,
+        //    Faiss=6,
+        //    InMemory=7,
+        //    JDBC=8,
+        //    Milvus=9,     //Planed (not included in https://learn.microsoft.com/en-us/semantic-kernel/concepts/vector-store-connectors/out-of-the-box-connectors/inmemory-connector?pivots=programming-language-csharp)
+        //    MongoDB=10,
+        //    Pinecon=11,
+        //    Postgres=12,
+        //    Qdrant=13,
+        //    Redis=14,
+        //    SqlServer=15,  //Planed
+        //    SQLite=16,
+        //    VolatileInMemory=17,
+        //    Weaviate=18,
+        //    Default = InMemory,
+        //}
     }
 }