1. split knowledge menu

2. refine vector db

src/Infrastructure/BotSharp.Abstraction/Plugins/Models/PluginMenuDef.cs

@@ -25,9 +25,9 @@ public class PluginMenuDef
     [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)]
     public List<PluginMenuDef>? SubMenu {  get; set; }
 
-    public PluginMenuDef(string lable, string? link = null, string? icon = null, int weight = 0) 
+    public PluginMenuDef(string label, string? link = null, string? icon = null, int weight = 0) 
     { 
-        Label = lable;
+        Label = label;
         Link = link;
         Icon = icon;
         Weight = weight;

src/Infrastructure/BotSharp.Abstraction/VectorStorage/IVectorDb.cs

@@ -9,7 +9,7 @@ public interface IVectorDb
     Task<IEnumerable<string>> GetCollections();
     Task<StringIdPagedItems<VectorCollectionData>> GetCollectionData(string collectionName, VectorFilter filter);
     Task CreateCollection(string collectionName, int dim);
-    Task<bool> Upsert(string collectionName, string id, float[] vector, string text, Dictionary<string, string>? payload = null);
+    Task<bool> Upsert(string collectionName, Guid id, float[] vector, string text, Dictionary<string, string>? payload = null);
     Task<IEnumerable<VectorCollectionData>> Search(string collectionName, float[] vector, IEnumerable<string>? fields, int limit = 5, float confidence = 0.5f, bool withVector = false);
-    Task<bool> DeleteCollectionData(string collectionName, string id);
+    Task<bool> DeleteCollectionData(string collectionName, Guid id);
 }

src/Plugins/BotSharp.Plugin.KnowledgeBase/Functions/MemorizeKnowledgeFn.cs

@@ -29,9 +29,8 @@ public class MemorizeKnowledgeFn : IFunctionCallback
         var collectionName = !string.IsNullOrWhiteSpace(_settings.DefaultCollection) ? _settings.DefaultCollection : KnowledgeCollectionName.BotSharp;
         await vectorDb.CreateCollection(collectionName, vector[0].Length);
 
-        var id = Guid.NewGuid().ToString();
+        var result = await vectorDb.Upsert(collectionName, Guid.NewGuid(), vector[0], 
-        var result = await vectorDb.Upsert(collectionName, id, vector[0], 
+            args.Question,
-            args.Question, 
             new Dictionary<string, string> 
             { 
                 { KnowledgePayloadName.Answer, args.Answer } 

src/Plugins/BotSharp.Plugin.KnowledgeBase/KnowledgeBasePlugin.cs

@@ -20,8 +20,6 @@ public class KnowledgeBasePlugin : IBotSharpPlugin
             return settingService.Bind<KnowledgeBaseSettings>("KnowledgeBase");
         });
 
-        var a = config["KnowledgeBase"];
-
         services.AddScoped<ITextChopper, TextChopperService>();
         services.AddScoped<IKnowledgeService, KnowledgeService>();
         services.AddSingleton<IPdf2TextConverter, PigPdf2TextConverter>();
@@ -32,7 +30,14 @@ public class KnowledgeBasePlugin : IBotSharpPlugin
     public bool AttachMenu(List<PluginMenuDef> menu)
     {
         var section = menu.First(x => x.Label == "Apps");
-        menu.Add(new PluginMenuDef("Knowledge Base", link: "/page/knowledge-base", icon: "bx bx-book-open", weight: section.Weight + 1));
+        menu.Add(new PluginMenuDef("Knowledge Base", icon: "bx bx-book-open", weight: section.Weight + 1)
+        {
+            SubMenu = new List<PluginMenuDef>
+            {
+                new PluginMenuDef("Vector", link: "page/knowledge-base/vector"),
+                new PluginMenuDef("Graph", link: "page/knowledge-base/graph")
+            }
+        });
         return true;
     }
 }

src/Plugins/BotSharp.Plugin.KnowledgeBase/MemVecDb/MemoryVectorDb.cs

@@ -53,11 +53,11 @@ public class MemoryVectorDb : IVectorDb
         return await Task.FromResult(results);
     }
 
-    public async Task<bool> Upsert(string collectionName, string id, float[] vector, string text, Dictionary<string, string>? payload = null)
+    public async Task<bool> Upsert(string collectionName, Guid id, float[] vector, string text, Dictionary<string, string>? payload = null)
     {
         _vectors[collectionName].Add(new VecRecord
         {
-            Id = id,
+            Id = id.ToString(),
             Vector = vector,
             Text = text
         });
@@ -65,7 +65,7 @@ public class MemoryVectorDb : IVectorDb
         return true;
     }
 
-    public async Task<bool> DeleteCollectionData(string collectionName, string id)
+    public async Task<bool> DeleteCollectionData(string collectionName, Guid id)
     {
         return await Task.FromResult(false);
     }

src/Plugins/BotSharp.Plugin.KnowledgeBase/Services/KnowledgeService.Create.cs

@@ -19,8 +19,7 @@ public partial class KnowledgeService
         foreach (var line in lines)
         {
             var vec = await textEmbedding.GetVectorAsync(line);
-            var id = Guid.NewGuid().ToString();
+            await db.Upsert(collectionName, Guid.NewGuid(), vec, line);
-            await db.Upsert(collectionName, id, vec, line);
             index++;
             Console.WriteLine($"Saved vector {index}/{lines.Count}: {line}\n");
         }

src/Plugins/BotSharp.Plugin.KnowledgeBase/Services/KnowledgeService.Delete.cs

@@ -6,8 +6,13 @@ public partial class KnowledgeService
     {
         try
         {
+            if (!Guid.TryParse(id, out var guid))
+            {
+                return false;
+            }
+
             var db = GetVectorDb();
-            return await db.DeleteCollectionData(collectionName, id);
+            return await db.DeleteCollectionData(collectionName, guid);
         }
         catch (Exception ex)
         {

src/Plugins/BotSharp.Plugin.MetaAI/Providers/FaissDb.cs

@@ -32,12 +32,12 @@ public class FaissDb : IVectorDb
         throw new NotImplementedException();
     }
 
-    public Task<bool> Upsert(string collectionName, string id, float[] vector, string text, Dictionary<string, string>? payload = null)
+    public Task<bool> Upsert(string collectionName, Guid id, float[] vector, string text, Dictionary<string, string>? payload = null)
     {
         throw new NotImplementedException();
     }
 
-    public Task<bool> DeleteCollectionData(string collectionName, string id)
+    public Task<bool> DeleteCollectionData(string collectionName, Guid id)
     {
         throw new NotImplementedException();
     }

src/Plugins/BotSharp.Plugin.Qdrant/QdrantDb.cs

@@ -92,14 +92,14 @@ public class QdrantDb : IVectorDb
         }
     }
 
-    public async Task<bool> Upsert(string collectionName, string id, float[] vector, string text, Dictionary<string, string>? payload = null)
+    public async Task<bool> Upsert(string collectionName, Guid id, float[] vector, string text, Dictionary<string, string>? payload = null)
     {
         // Insert vectors
         var point = new PointStruct()
         {
             Id = new PointId()
             {
-                Uuid = id
+                Uuid = id.ToString()
             },
             Vectors = vector,
             Payload =
@@ -137,7 +137,11 @@ public class QdrantDb : IVectorDb
             return results;
         }
 
-        var points = await client.SearchAsync(collectionName, vector, limit: (ulong)limit, scoreThreshold: confidence);
+        var points = await client.SearchAsync(collectionName,
+            vector,
+            limit: (ulong)limit,
+            scoreThreshold: confidence,
+            vectorsSelector: new WithVectorsSelector { Enable = withVector });
 
         var pickFields = fields != null;
         foreach (var point in points)
@@ -174,15 +178,10 @@ public class QdrantDb : IVectorDb
         return results;
     }
 
-    public async Task<bool> DeleteCollectionData(string collectionName, string id)
+    public async Task<bool> DeleteCollectionData(string collectionName, Guid id)
     {
-        if (!Guid.TryParse(id, out var guid))
-        {
-            return false;
-        }
-
         var client = GetClient();
-        var result = await client.DeleteAsync(collectionName, guid);
+        var result = await client.DeleteAsync(collectionName, id);
         return result.Status == UpdateStatus.Completed;
     }
 

src/Plugins/BotSharp.Plugin.SemanticKernel/SemanticKernelMemoryStoreProvider.cs

@@ -2,6 +2,7 @@ using BotSharp.Abstraction.Utilities;
 using BotSharp.Abstraction.VectorStorage;
 using BotSharp.Abstraction.VectorStorage.Models;
 using Microsoft.SemanticKernel.Memory;
+using System;
 using System.Collections.Generic;
 using System.Threading.Tasks;
 
@@ -62,7 +63,7 @@ namespace BotSharp.Plugin.SemanticKernel
             return resultTexts;
         }
 
-        public async Task<bool> Upsert(string collectionName, string id, float[] vector, string text, Dictionary<string, string>? payload)
+        public async Task<bool> Upsert(string collectionName, Guid id, float[] vector, string text, Dictionary<string, string>? payload)
         {
 #pragma warning disable SKEXP0001 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
             await _memoryStore.UpsertAsync(collectionName, MemoryRecord.LocalRecord(id.ToString(), text, null, vector));
@@ -70,13 +71,13 @@ namespace BotSharp.Plugin.SemanticKernel
             return true;
         }
 
-        public async Task<bool> DeleteCollectionData(string collectionName, string id)
+        public async Task<bool> DeleteCollectionData(string collectionName, Guid id)
         {
             var exist = await _memoryStore.DoesCollectionExistAsync(collectionName);
 
             if (exist)
             {
-                await _memoryStore.RemoveAsync(collectionName, id);
+                await _memoryStore.RemoveAsync(collectionName, id.ToString());
                 return true;
             }
             return false;