CaptchaReactNeuron

diff --git a/NeuralNetwork/NeuralNetwork.Model/Services/ITextRecognisingService.cs b/NeuralNetwork/NeuralNetwork.Model/Services/ITextRecognisingService.cs
index f0bc300..2cc058d 100644
--- a/NeuralNetwork/NeuralNetwork.Model/Services/ITextRecognisingService.cs
+++ b/NeuralNetwork/NeuralNetwork.Model/Services/ITextRecognisingService.cs
@@ -19,6 +19,14 @@ namespace NeuralNetwork.Model.Services
         int Work(byte[] image);
 
         /// <summary>
+        /// Метод обучения нейросети
+        /// </summary>
+        /// <param name="image">изображение</param>
+        /// <param name="number">число, изображенное на картинке</param>
+        /// <returns></returns>
+        int Learn(byte[] image, int number);
+
+        /// <summary>
         /// Вспомогательный метод, проверка открытия файла как картинки
         /// </summary>
         /// <param name="image"></param>

diff --git a/NeuralNetwork/NeuralNetwork.Model/Services/TextRecognisingService.cs b/NeuralNetwork/NeuralNetwork.Model/Services/TextRecognisingService.cs
index 8de5a04..f328eab 100644
--- a/NeuralNetwork/NeuralNetwork.Model/Services/TextRecognisingService.cs
+++ b/NeuralNetwork/NeuralNetwork.Model/Services/TextRecognisingService.cs
@@ -57,19 +57,40 @@ namespace NeuralNetwork.Model.Services
                 if (collect.Length == 1)
                 {
                     var floatArray = BitmapToFloatArrayRgbQ(InsertBitmap(new Bitmap(bitmap.Clone(collect.First(), bitmap.PixelFormat), new Size(20, 20)), 28, 28));
-                    //var byteList = floatArray.Select(e => (byte)Math.Round(e * 256f)).ToList();
-                    //using (StreamWriter wr = new StreamWriter(@"D:\dataset.csv", true))
-                    //{
-                    //    wr.Write("0");
-                    //    byteList.ForEach(e => wr.Write("," + e));
-                    //    wr.WriteLine();
-                    //}
-                    var res = MNIST.GetNumber(floatArray);
+                    int res = -2;
                     return res;
                 }
             }
 
             return -1;
         }
+
+        public int Learn(byte[] image, int number)
+        {
+            Bitmap bitmap = null;
+            try
+            {
+                using (MemoryStream stream = new MemoryStream(image))
+                {
+                    bitmap = new Bitmap(stream);
+                }
+                if (bitmap != null)
+                {
+                    bitmap = RemoveTransparency(bitmap);
+                    var collect = FindObjects(BitmapToFloatMatrixRgbQ(bitmap));
+                    if (collect.Length == 1)
+                    {
+                        var floatArray = BitmapToFloatArrayRgbQ(InsertBitmap(new Bitmap(bitmap.Clone(collect.First(), bitmap.PixelFormat), new Size(20, 20)), 28, 28));
+                        MNIST.WriteNumber(floatArray, number);
+                        return -2;
+                    }
+                }
+            }
+            catch
+            {
+
+            }
+            return -1;
+        }
     }
 }

diff --git a/NeuralNetwork/NeuralNetwork.Neutral/CNTK/MNIST.cs b/NeuralNetwork/NeuralNetwork.Neutral/CNTK/MNIST.cs
index 37e1993..bcfe234 100644
--- a/NeuralNetwork/NeuralNetwork.Neutral/CNTK/MNIST.cs
+++ b/NeuralNetwork/NeuralNetwork.Neutral/CNTK/MNIST.cs
@@ -100,13 +100,17 @@ namespace NeuralNetwork.Model.Neutral.CNTK
 
     static public class MNIST
     {
-        //private const string PathData = @"App_Data\train.csv";//@"d:\train.csv";//@"d:\dataset.csv";
+        private static string BaseDataPath;
+        private static string LearnDataPath;
         private static DeviceDescriptor device = DeviceDescriptor.CPUDevice;
         private static NeutralNetwork network;
 
-        public static void Init(string path)
+        public static void Init(string baseDataPath, string learnDataPath)
         {
-            network = new NeutralNetwork(LoadData(path));
+            BaseDataPath = baseDataPath;
+            LearnDataPath = learnDataPath;
+
+            network = new NeutralNetwork(LoadData(BaseDataPath));
         }
 
         public static int GetNumber(float [] input)
@@ -130,7 +134,8 @@ namespace NeuralNetwork.Model.Neutral.CNTK
             if (!File.Exists(path))
                 throw new System.IO.IOException($"File {path} not found.");
             var f = File.ReadLines(path);
-            var data = from t in f.Skip(1)
+            var data = from t in f
+                       where !string.IsNullOrEmpty(t)
                        let zz = t.Split(',').Select(float.Parse)
                        select new Digit
                        {
@@ -139,5 +144,19 @@ namespace NeuralNetwork.Model.Neutral.CNTK
                        };
             return data.ToArray();
         }
+
+        public static void WriteNumber(float[] input, int number)
+        {
+            if (!string.IsNullOrEmpty(LearnDataPath))
+            {
+                var byteList = input.Select(e => (byte)System.Math.Round(e * 256f)).ToList();
+                using (StreamWriter wr = new StreamWriter(LearnDataPath, true))
+                {
+                    wr.Write(number);
+                    byteList.ForEach(e => wr.Write("," + e));
+                    wr.WriteLine();
+                }
+            }
+        }
     }
 }

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/App_Data/learn.csv b/NeuralNetwork/NeuralNetwork.UI.Web/App_Data/learn.csv
new file mode 100644
index 0000000..c94cf54
--- /dev/null
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/App_Data/learn.csv
@@ -0,0 +1,6 @@
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+5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,254,254,254,102,102,101,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,254,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,221,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,102,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,254,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,41,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,255,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,254,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,223,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,0,0,0,0,0,0,0,0,82,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
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diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/API/TextRecognisingController.cs b/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/API/TextRecognisingController.cs
index 857d80c..c32804d 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/API/TextRecognisingController.cs
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/API/TextRecognisingController.cs
@@ -63,5 +63,61 @@ namespace NeuralNetwork.UI.Web.Controllers
 
             return Json(model);
         }
+
+        /// <summary>
+        /// Выполняет распознование цифр на изображении
+        /// </summary>
+        /// <param name="file">Base64 картинка</param>
+        /// <returns></returns>
+        [HttpPost]
+        public JsonResult Learn(string file, string number)
+        {
+            TextRecognisingResponseModel model = null;
+
+            try
+            {
+                var image_data = ConvertService.Base64ToByte(file);
+
+                if (!TextRecognisingService.TryOpen(image_data))
+                {
+                    model = new TextRecognisingResponseModel()
+                    {
+                        Successe = false,
+                        Message = "Ошибка. Не удалось открыть файл как изображение"
+                    };
+
+                    return Json(model);
+                }
+
+                int _number;
+                if (!int.TryParse(new string(number.Where(e => char.IsNumber(e)).ToArray()), out _number))
+                {
+                    model = new TextRecognisingResponseModel()
+                    {
+                        Successe = false,
+                        Message = "Ошибка. Не удалось обработать число для обучения"
+                    };
+
+                    return Json(model);
+                }
+
+                model = new TextRecognisingResponseModel()
+                {
+                    Successe = true,
+                    Message = "Ok",
+                    Result = TextRecognisingService.Learn(image_data, _number)
+                };
+            }
+            catch (Exception ex)
+            {
+                model = new TextRecognisingResponseModel()
+                {
+                    Successe = false,
+                    Message = "Ошибка. В процессе обработки изображения произошла ошибка"
+                };
+            }
+
+            return Json(model);
+        }
     }
 }
\ No newline at end of file

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/AppController.cs b/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/AppController.cs
index 48a1342..56d1ebd 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/AppController.cs
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Controllers/AppController.cs
@@ -15,10 +15,10 @@ namespace NeuralNetwork.UI.Web.Controllers
             return View();
         }
 
-        [HttpGet]
-        public ActionResult ReactIndex() 
-        {
-            return View();
-        }
+        //[HttpGet]
+        //public ActionResult ReactIndex() 
+        //{
+        //    return View();
+        //}
     }
 }
\ No newline at end of file

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Global.asax.cs b/NeuralNetwork/NeuralNetwork.UI.Web/Global.asax.cs
index be163b7..f9cc5e1 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Global.asax.cs
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Global.asax.cs
@@ -22,18 +22,19 @@ namespace NeuralNetwork.UI.Web
             RouteConfig.RegisterRoutes(RouteTable.Routes);
             BundleConfig.RegisterBundles(BundleTable.Bundles);
 
-            //AddBinToPathVar();
-            //TestNetworkRun();
-            //GCClear();
+            AddBinToPathVar();
+            TestNetworkRun();
+            GCClear();
         }
 
 
-        private void TestNetworkRun() 
+        private void TestNetworkRun()
         {
             string path_App_Data = Server.MapPath("~/App_Data");
             string path_DataSet = Path.Combine(path_App_Data, "train.csv");
+            string path_LearnSet = Path.Combine(path_App_Data, "learn.csv");
 
-            NeuralNetwork.Model.Neutral.CNTK.MNIST.Init(path_DataSet);
+            NeuralNetwork.Model.Neutral.CNTK.MNIST.Init(path_DataSet, path_LearnSet);
         }
 
         private void AddBinToPathVar()

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/NeuralNetwork.UI.Web.csproj b/NeuralNetwork/NeuralNetwork.UI.Web/NeuralNetwork.UI.Web.csproj
index 1de495d..48b3a4d 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/NeuralNetwork.UI.Web.csproj
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/NeuralNetwork.UI.Web.csproj
@@ -139,6 +139,7 @@
     <Content Include="Content\bootstrap-reboot.css.map" />
     <Content Include="Content\bootstrap-grid.min.css.map" />
     <Content Include="Content\bootstrap-grid.css.map" />
+    <Content Include="App_Data\learn.csv" />
     <None Include="Properties\PublishProfiles\FolderProfile.pubxml" />
     <Content Include="Scripts\bootstrap.bundle.js" />
     <Content Include="Scripts\bootstrap.bundle.min.js" />

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Api/API_TextRecognising.js b/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Api/API_TextRecognising.js
index dd6a53e..474da61 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Api/API_TextRecognising.js
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Api/API_TextRecognising.js
@@ -3,6 +3,7 @@ class API_TextRecognising {
 
     constructor() {
         this.URL_TextRecognising = "/TextRecognising/Recognising";
+        this.URL_TextRecognising_Learn = "/TextRecognising/Learn";
     }
 
 
@@ -28,4 +29,26 @@ class API_TextRecognising {
         return json;
     }
 
+    async Request_TextRecognising_Learn(file, number) {
+
+        console.log("Api request:" + this.URL_TextRecognising_Learn);
+
+        let response = await fetch(this.URL_TextRecognising_Learn,
+            {
+                method: 'POST',
+                headers: {
+                    "Content-Type": "application/json"
+                },
+                body: JSON.stringify({
+                    file: file,
+                    number: number
+                })
+            }
+        );
+        let json = await response.json();
+
+
+        return json;
+    }
+
 }
\ No newline at end of file

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Pages/ReactAppPage.jsx b/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Pages/ReactAppPage.jsx
index 39d2665..20070f6 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Pages/ReactAppPage.jsx
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Scripts/Site/Pages/ReactAppPage.jsx
@@ -7,7 +7,8 @@ class ReactAppPage extends React.Component {
         this.api = new API_TextRecognising();
         this.state =
         {
-            TextRecognising_Result: ""
+            TextRecognising_Result: "",
+            TextRecognising_Learn: ""
         };
 
         this.api = new API_TextRecognising();
@@ -15,6 +16,8 @@ class ReactAppPage extends React.Component {
         //@* Прикрепление текущего объекта к this в функции обработки *@
         this._OnClick_Button_Clear = this._OnClick_Button_Clear.bind(this);
         this._OnClick_Button_Recognized = this._OnClick_Button_Recognized.bind(this);
+        this._OnClick_Button_Learn = this._OnClick_Button_Learn.bind(this);
+        this.handleInputChange = this.handleInputChange.bind(this);
     }
 
     componentDidMount() {
@@ -23,8 +26,13 @@ class ReactAppPage extends React.Component {
         this.canvas.PrintLine();
     }
 
+    handleInputChange(event) {
+        this.setState({ TextRecognising_Learn: event.target.value });
+    }
+
     _OnClick_Button_Clear() {
         this.canvas.ClearCanvas();
+        this.setState({ TextRecognising_Result: "", TextRecognising_Learn: "" });
     }
 
     _OnClick_Button_Recognized() {
@@ -36,6 +44,15 @@ class ReactAppPage extends React.Component {
             });
     }
 
+    _OnClick_Button_Learn() {
+        let image = this.canvas.GetImage();
+
+        this.api.Request_TextRecognising_Learn(image, this.state.TextRecognising_Learn)
+            .then((data) => {
+                this.setState({ TextRecognising_Result: data.Result });
+            });
+    }
+
     render() {
         return (
             <div>
@@ -60,7 +77,19 @@ class ReactAppPage extends React.Component {
                     <div className="input-group-prepend">
                         <span className="input-group-text" id="basic-addon1">Result:</span>
                     </div>
-                    <input type="text" readonly="readonly" value={this.state.TextRecognising_Result} className="form-control" aria-describedby="basic-addon1"/>
+                    <input type="text" readOnly="readonly" value={this.state.TextRecognising_Result} className="form-control" aria-describedby="basic-addon1"/>
+                </div>
+
+                <div className="input-group mb-3">
+                    <div className="input-group-prepend">
+                        <button
+                            type="button"
+                            onClick={this._OnClick_Button_Learn}
+                            className="btn btn-secondary">
+                            Обучить
+                        </button>
+                    </div>
+                    <input type="text" value={this.state.TextRecognising_Learn} className="form-control" onChange={this.handleInputChange}/>
                 </div>
             </div>
         );

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Views/App/Index.cshtml b/NeuralNetwork/NeuralNetwork.UI.Web/Views/App/Index.cshtml
index 370748f..bf579e2 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Views/App/Index.cshtml
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Views/App/Index.cshtml
@@ -1,6 +1,6 @@
 
 @{
-    ViewBag.Title = "Index";
+    ViewBag.Title = "ReactIndex";
 }
 
 @*Canvas*@
@@ -8,20 +8,13 @@
 @Scripts.Render("~/bundles/Canvas/JS")
 @* API *@
 @Scripts.Render("~/bundles/API")
-@* Page script *@
-@Scripts.Render("~/bundles/Pages/AppPage")
 
-<h2>Index</h2>
 
-<div class="CanvasContainer">
-    <canvas id="Canvas" width="500" height="300"></canvas>
-</div>
+@Scripts.Render("~/bundles/React")
+@* Page script *@
+<script src="~/Scripts/Site/Pages/ReactAppPage.jsx" type="text/babel">
+</script>
+
+<h2>ReactIndex</h2>
 
-<button id="Button_Clear" type="button" class="btn btn-secondary">Очистить</button>
-<button id="Button_Recognized" type="button" class="btn btn-secondary">Распознать</button>
-<div class="input-group mb-3">
-    <div class="input-group-prepend">
-        <span class="input-group-text" id="basic-addon1">Result:</span>
-    </div>
-    <input id="Input_Result" type="text" readonly="readonly" class="form-control" aria-describedby="basic-addon1">
-</div>
\ No newline at end of file
+<div id="app"></div>
\ No newline at end of file

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Views/Shared/_Layout.cshtml b/NeuralNetwork/NeuralNetwork.UI.Web/Views/Shared/_Layout.cshtml
index f133f65..d7189b9 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Views/Shared/_Layout.cshtml
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Views/Shared/_Layout.cshtml
@@ -21,12 +21,9 @@
             </div>
             <div class="navbar-collapse collapse" id="navbarSupportedContent">
                 <ul class="nav navbar-nav mr-auto">
-                    @*<li>@Html.ActionLink("Домашняя страница", "Index", "Home")</li>
-            <li>@Html.ActionLink("Информация", "About", "Home")</li>
-            <li>@Html.ActionLink("Связаться", "Contact", "Home")</li>*@
                     <li class="nav-item">@Html.ActionLink("TextRecognising", "Index", "App", null, new { @class = "nav-link" })</li>
-                    <li class="nav-item">@Html.ActionLink("React", "ReactIndex", "App", null, new { @class = "nav-link" })</li>
-                    <li class="nav-item">@Html.ActionLink("Test", "Index", "Test", null, new { @class = "nav-link" })</li>
+                    @*<li class="nav-item">@Html.ActionLink("React", "ReactIndex", "App", null, new { @class = "nav-link" })</li>*@
+                    @*<li class="nav-item">@Html.ActionLink("Test", "Index", "Test", null, new { @class = "nav-link" })</li>*@
                 </ul>
             </div>
         </div>

diff --git a/NeuralNetwork/NeuralNetwork.UI.Web/Views/Test/Index.cshtml b/NeuralNetwork/NeuralNetwork.UI.Web/Views/Test/Index.cshtml
index f4fac26..059f5b3 100644
--- a/NeuralNetwork/NeuralNetwork.UI.Web/Views/Test/Index.cshtml
+++ b/NeuralNetwork/NeuralNetwork.UI.Web/Views/Test/Index.cshtml
@@ -10,7 +10,7 @@
 @Scripts.Render("~/bundles/API")
 @Scripts.Render("~/bundles/Pages/TestPage")
 
-<h2>Index</h2>
+<h2>Index test</h2>
 
 <div class="CanvasContainer">
     <canvas id="Canvas" width="500" height="300"></canvas>