add response parameters.

BotSharp.Core/Engines/BotEngineBase.cs

@@ -1,14 +1,8 @@
-using BotSharp.Models.NLP;
-using BotSharp.Platform.Abstraction;
-using BotSharp.Platform.Models;
+using BotSharp.Platform.Models;
 using BotSharp.Platform.Models.AiRequest;
 using BotSharp.Platform.Models.AiResponse;
-using BotSharp.Platform.Models.Intents;
-using DotNetToolkit;
+using BotSharp.Platform.Models.Entities;
 using EntityFrameworkCore.BootKit;
-using Microsoft.EntityFrameworkCore;
-using Newtonsoft.Json;
-using Newtonsoft.Json.Serialization;
 using System;
 using System.Collections.Generic;
 using System.Drawing;

BotSharp.Core/Engines/BotSharp/BotSharpNER.cs

@@ -2,9 +2,7 @@
 using Bigtree.Algorithm.CRFLite;
 using Bigtree.Algorithm.CRFLite.Decoder;
 using Bigtree.Algorithm.CRFLite.Encoder;
-using BotSharp.Models.NLP;
 using BotSharp.NLP.Tokenize;
-using DotNetToolkit;
 using Microsoft.Extensions.Configuration;
 using System;
 using System.Collections.Generic;
@@ -14,10 +12,11 @@ using System.Text;
 using System.Threading.Tasks;
 using BotSharp.Platform.Models;
 using BotSharp.Platform.Models.MachineLearning;
+using BotSharp.Platform.Models.Entities;
 
 namespace BotSharp.Core.Engines.BotSharp
 {
-    public class BotSharpCRFNer : INlpTrain, INlpPredict
+    public class BotSharpNER : INlpTrain, INlpPredict
     {
         public IConfiguration Configuration { get; set; }
         public PipeSettings Settings { get; set; }
@@ -197,7 +196,7 @@ namespace BotSharp.Core.Engines.BotSharp
                         Start = doc.Sentences[0].Tokens[i].Start,
                         Value = doc.Sentences[0].Tokens[i].Text,
                         Confidence = 0,
-                        Extrator = "BotSharpCRFNer"
+                        Extrator = "BotSharpNER"
                     });
                 }
 

BotSharp.Core/Engines/NlpDoc.cs

@@ -1,6 +1,6 @@
 using BotSharp.Core.Abstractions;
-using BotSharp.Models.NLP;
 using BotSharp.NLP.Tokenize;
+using BotSharp.Platform.Models.Entities;
 using System;
 using System.Collections.Generic;
 using System.Text;

BotSharp.Core/PlatformBuilderBase.cs

@@ -1,12 +1,11 @@
 using BotSharp.Core.Engines;
-using BotSharp.Models.NLP;
 using BotSharp.Platform.Abstraction;
 using BotSharp.Platform.Models;
 using BotSharp.Platform.Models.AiRequest;
 using BotSharp.Platform.Models.AiResponse;
+using BotSharp.Platform.Models.Entities;
 using BotSharp.Platform.Models.MachineLearning;
 using DotNetToolkit;
-using Microsoft.Extensions.Configuration;
 using Newtonsoft.Json;
 using System;
 using System.Collections.Generic;
@@ -152,12 +151,10 @@ namespace BotSharp.Core
             var preditor = new BotPredictor();
             var doc = await preditor.Predict(Agent, request);
 
-            var parameters = new Dictionary<String, Object>();
             if (doc.Sentences[0].Entities == null)
             {
                 doc.Sentences[0].Entities = new List<NlpEntity>();
             }
-            doc.Sentences[0].Entities.ForEach(x => parameters[x.Entity] = x.Value);
 
             var predictedIntent = doc.Sentences[0].Intent;
 
@@ -166,7 +163,8 @@ namespace BotSharp.Core
                 ResolvedQuery = request.Text,
                 Score = predictedIntent.Confidence,
                 Source = predictedIntent.Classifier,
-                Intent = predictedIntent.Label
+                Intent = predictedIntent.Label,
+                Entities = doc.Sentences[0].Entities
             };
 
             Console.WriteLine($"TextResponse: {aiResponse.Intent}, {request.SessionId}");

BotSharp.Platform.Models/AiResponse/AIResponse.cs

@@ -1,4 +1,5 @@
-using System;
+using BotSharp.Platform.Models.Entities;
+using System;
 using System.Collections.Generic;
 using System.Text;
 
@@ -6,12 +7,19 @@ namespace BotSharp.Platform.Models.AiResponse
 {
     public class AiResponse
     {
-        public String ResolvedQuery { get; set; }
+        public AiResponse()
+        {
+            Entities = new List<NlpEntity>();
+        }
+
+        public string ResolvedQuery { get; set; }
 
         public string Intent { get; set; }
 
         public string Source { get; set; }
 
         public double Score { get; set; }
+
+        public List<NlpEntity> Entities { get; set; }
     }
 }

BotSharp.Platform.Models/Entities/NlpEntity.cs

@@ -2,7 +2,7 @@
 using System.Collections.Generic;
 using System.Text;
 
-namespace BotSharp.Models.NLP
+namespace BotSharp.Platform.Models.Entities
 {
     public class NlpEntity
     {

BotSharp.WebHost/Settings/BotSharpNLU.json

@@ -7,10 +7,10 @@
     "botSharpProvider": {
     },
 
-    "pipe": "BotSharpTokenizer, BotSharpTagger, BotSharpCRFNer, BotSharpIntentClassifier",
+    "pipe": "BotSharpTokenizer, BotSharpTagger, BotSharpNER, BotSharpIntentClassifier",
 
     "botSharpTokenizer": {
-      "tokenizer": "JiebaTokenizer"
+      "tokenizer": "TreebankTokenizer"
     },
 
     "botSharpIntentClassifier": {
@@ -19,10 +19,10 @@
     },
 
     "botSharpTagger": {
-      "tagger": "JiebaTagger"
+      "tagger": "NGramTagger"
     },
 
-    "botSharpCRFNer": {
+    "botSharpNER": {
       "template": "|App_Data|CRFLite/template.en"
     }
   }