Merge pull request #157 from Senparc/Developer-MicrosoftMemoryKernel

Developer microsoft memory kernel

Author: JeffreySu

Samples/Senparc.AI.Samples.Consoles/Samples/EmbeddingSample.cs

@@ -30,7 +30,7 @@ public class Record
         [VectorStoreData(IsFullTextIndexed = true)]
         public string Description { get; set; }
 
-        [VectorStoreVector(Dimensions: 3072 /*根据模型调整，例如 text-embedding-ada-002 为 1536*/, DistanceFunction = DistanceFunction.CosineSimilarity, IndexKind = IndexKind.Hnsw)]
+        [VectorStoreVector(Dimensions: 1536 /*根据模型调整，例如 text-embedding-ada-002 为 1536，Large 为 3072*/, DistanceFunction = DistanceFunction.CosineSimilarity, IndexKind = IndexKind.Hnsw)]
         public ReadOnlyMemory<float>? DescriptionEmbedding { get; set; }
 
         [VectorStoreData(IsIndexed = true)]

Samples/Senparc.AI.Samples.Consoles/appsettings.json

@@ -16,7 +16,7 @@
     "IsDebug": true,
     "AiPlatform": "NeuCharAI", //注意修改为自己平台对应的枚举值
     "VectorDB": {
-      "Type": "Default",
+      "Type": "InMemory",
       "ConnectionString": ""
     },
     "NeuCharAIKeys": {

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

@@ -2,7 +2,7 @@
 <Project Sdk="Microsoft.NET.Sdk">
 	<PropertyGroup>
 		<TargetFramework>netstandard2.1</TargetFramework>
-		<Version>0.25.0</Version>
+		<Version>0.25.1</Version>
 		<Nullable>enable</Nullable>
 		<LangVersion>12.0</LangVersion>
 		<AssemblyName>Senparc.AI.Kernel</AssemblyName>
@@ -59,6 +59,7 @@
 			[2025-05-10] v0.23.4 Upgrade for Chat history limit
 			[2025-06-01] v0.24.0 Upgrade for vector database, support for Qdrant; update Sample for Embedding and RAG
 			[2025-06-02] v0.25.0 Upgrade for vector database, support for InMemory; update Sample for Embedding and RAG
+			[2025-06-05] v0.25.1 Update basic Senparc.AI library
 		</PackageReleaseNotes>
 		<RepositoryUrl>https://github.com/Senparc/Senparc.AI.Kernel</RepositoryUrl>
 		<Configurations>Debug;Release;Test</Configurations>

src/Senparc.AI/Interfaces/ISenparcAiSetting.cs

@@ -195,26 +195,29 @@ public enum VectorDBType
             //PostgreSQL,
             //Sqlite,
             //SqlServer,
-            AzureAISearch,
-            CosmosDBMongoDB,
-            CosmosDBNoSQL,
-            Chroma,     //Planed
-            Couchbase,
-            Elasticsearch,
-            Faiss,
-            InMemory,
-            JDBC,
-            Milvus,     //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,
-            Pinecon,
-            Postgres,
-            Qdrant,
-            Redis,
-            SqlServer,  //Planed
-            SQLite,
-            VolatileInMemory,
-            Weaviate,
-            Default = Redis,
+
+            /* 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,
         }
     }
 }

src/Senparc.AI/Senparc.AI.csproj

@@ -1,7 +1,7 @@
 <Project Sdk="Microsoft.NET.Sdk">
 	<PropertyGroup>
 		<TargetFramework>netstandard2.1</TargetFramework>
-		<Version>0.24.1</Version>
+		<Version>0.24.2</Version>
 		<Nullable>enable</Nullable>
 		<LangVersion>10.0</LangVersion>
 		<AssemblyName>Senparc.AI</AssemblyName>
@@ -55,6 +55,7 @@
 			[2025-01-19] v0.20.0-beta1 Update Senparc.AI.Agents; Fixed some namespace spelling errors
 			[2025-01-21] v0.21.0-beta1 Support for DeepSeek
 			[2025-02-02] v0.22.0 Upgrade support for Ollama, finished test for DeepSeek-r1 and nomic-embed-text:v1.5
+			[2025-06-05] v0.24.1 Update VectorDBType values
 		</PackageReleaseNotes>
 		<RepositoryUrl>https://github.com/Senparc/Senparc.AI</RepositoryUrl>
 		<Configurations>Debug;Release;Test</Configurations>