Intentando Clasificar (sin funcionar)

testML/App.config

@@ -9,6 +9,34 @@
         <assemblyIdentity name="System.Threading.Tasks.Extensions" publicKeyToken="cc7b13ffcd2ddd51" culture="neutral" />
         <bindingRedirect oldVersion="0.0.0.0-4.2.0.1" newVersion="4.2.0.1" />
       </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Collections.Immutable" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-5.0.0.0" newVersion="5.0.0.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Runtime.CompilerServices.Unsafe" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-6.0.0.0" newVersion="6.0.0.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="ICSharpCode.SharpZipLib" publicKeyToken="1b03e6acf1164f73" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-0.86.0.518" newVersion="0.86.0.518" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="Google.Protobuf" publicKeyToken="a7d26565bac4d604" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-3.21.9.0" newVersion="3.21.9.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Buffers" publicKeyToken="cc7b13ffcd2ddd51" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-4.0.3.0" newVersion="4.0.3.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Text.Json" publicKeyToken="cc7b13ffcd2ddd51" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-6.0.0.1" newVersion="6.0.0.1" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="TorchSharp" publicKeyToken="67b0e5e1da516a1c" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-0.99.0.0" newVersion="0.99.0.0" />
+      </dependentAssembly>
     </assemblyBinding>
   </runtime>
 </configuration>

testML/DictionaryToObjectConverter.cs

@@ -0,0 +1,138 @@
+using Microsoft.CSharp;
+using Microsoft.ML;
+using Microsoft.ML.Data;
+using System;
+using System.CodeDom.Compiler;
+using System.Collections;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Reflection;
+using System.Runtime.CompilerServices;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace testML
+{
+	public static class DictionaryToObjectConverter
+	{
+		public static IEnumerable<object> Convert(List<Dictionary<string, object>> data, out Type classType, out DataViewSchema schema)
+		{
+			var schemaBuilder = new DataViewSchema.Builder();			
+
+			var definition = new Dictionary<string, Type>();
+
+			var sample = data.FirstOrDefault();
+			if (sample != null)
+			{
+				foreach (var key in sample.Keys)
+				{
+					//Buscamos el tipo
+					var sampleValue = (from x in data where x.ContainsKey(key) && x[key] != null select x[key]).FirstOrDefault();
+					if (sampleValue != null)
+					{
+						var keyType = sampleValue.GetType();
+						definition.Add(key, keyType);
+
+						if (keyType == typeof(string))
+						{
+							schemaBuilder.AddColumn(key, TextDataViewType.Instance);
+						}
+						else if (keyType == typeof(double))
+						{
+							schemaBuilder.AddColumn(key, NumberDataViewType.Double);
+						}
+						else if (keyType == typeof(float))
+						{
+							schemaBuilder.AddColumn(key, NumberDataViewType.Single);
+						}
+						else if (keyType == typeof(int))
+						{
+							schemaBuilder.AddColumn(key, NumberDataViewType.Int32);
+						}
+						else if (keyType == typeof(long))
+						{
+							schemaBuilder.AddColumn(key, NumberDataViewType.Int64);
+						}
+					}
+				}
+			}
+
+			var converter = new DictionaryToObjectConverterClass()
+			{
+				ClassName = "OBJ" + Guid.NewGuid().ToString("N").ToUpper(),
+				Definition = definition
+			};
+
+			var classCode = converter.TransformText();
+
+			string exDir = System.Runtime.InteropServices.RuntimeEnvironment.GetRuntimeDirectory().Trim(Path.DirectorySeparatorChar);
+			CompilerParameters compilerParameters = new CompilerParameters
+			{
+				GenerateExecutable = false,
+				GenerateInMemory = true,
+				IncludeDebugInformation = true,
+				TreatWarningsAsErrors = false,
+				CompilerOptions = string.Format("/target:library /lib:{0}", exDir)
+			};
+
+			var mlDir = Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location);
+
+			foreach (var item in AppDomain.CurrentDomain.GetAssemblies())
+			{
+				compilerParameters.ReferencedAssemblies.Add(item.Location);
+			}
+
+
+			//	compilerParameters.ReferencedAssemblies.Add(Assembly.GetExecutingAssembly().Location);
+
+			CompilerResults compilerResults =
+				new CSharpCodeProvider(new Dictionary<string, string> { { "CompilerVersion", "v4.0" } }).CompileAssemblyFromSource(compilerParameters,
+					new string[] { classCode }
+				);
+
+			var dllAssembly = compilerResults.CompiledAssembly;
+
+			classType = dllAssembly.GetType("DictionaryToObjectConverterNamespace." + converter.ClassName);
+
+			Type listType = typeof(List<>);
+			Type genericType = listType.MakeGenericType(classType);
+
+			var result =(IList) Activator.CreateInstance(genericType) ;
+			
+			foreach (var inputData in data)
+			{
+				var outputData = (IDictionaryToObjectConverter)Activator.CreateInstance(classType);
+				result.Add(outputData);
+
+				foreach (var key in inputData.Keys)
+				{
+					outputData[key] = inputData[key];
+				}
+			}
+
+			schema = schemaBuilder.ToSchema();
+
+			return (IEnumerable<object>)result;
+
+		}
+	}
+
+	public partial class DictionaryToObjectConverterClass
+	{
+		public string ClassName { get; set; }
+		public string ToPredict { get; set; }
+		public Dictionary<string, Type> Definition { get; set; }
+	}
+
+	public interface IDictionaryToObjectConverter
+	{
+		object this[string propertyName] { get; set; }
+
+		void SetValue(string propertyName, object value);
+
+		object GetValue(string propertyName);
+	}
+}
+
+

testML/DictionaryToObjectConverterClass.cs

@@ -0,0 +1,423 @@
+// ------------------------------------------------------------------------------
+// <auto-generated>
+//     Este código fue generado por una herramienta.
+//     Versión del runtime: 17.0.0.0
+//  
+//     Los cambios en este archivo podrían causar un comportamiento incorrecto y se perderán si
+//     se vuelve a generar el código.
+// </auto-generated>
+// ------------------------------------------------------------------------------
+namespace testML
+{
+    using System.Linq;
+    using System.Text;
+    using System.Collections.Generic;
+    using System;
+    
+    /// <summary>
+    /// Class to produce the template output
+    /// </summary>
+    
+    #line 1 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+    [global::System.CodeDom.Compiler.GeneratedCodeAttribute("Microsoft.VisualStudio.TextTemplating", "17.0.0.0")]
+    public partial class DictionaryToObjectConverterClass : DictionaryToObjectConverterClassBase
+    {
+#line hidden
+        /// <summary>
+        /// Create the template output
+        /// </summary>
+        public virtual string TransformText()
+        {
+            this.Write("\r\nusing System;\r\nusing System.Text;\r\nusing Microsoft.ML.Data;\r\n\r\nnamespace Dictio" +
+                    "naryToObjectConverterNamespace\r\n{\r\n\tpublic class ");
+            
+            #line 13 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(ClassName));
+            
+            #line default
+            #line hidden
+            this.Write(" : testML.IDictionaryToObjectConverter\r\n\t{\r\n\t\t");
+            
+            #line 15 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+ foreach (var key in Definition.Keys)
+		{ 
+			var type = Definition[key];
+		
+            
+            #line default
+            #line hidden
+            this.Write("\r\n\t\t[ColumnName(\"");
+            
+            #line 20 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(key));
+            
+            #line default
+            #line hidden
+            this.Write("\")]\r\n\t\tpublic ");
+            
+            #line 21 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(type.FullName));
+            
+            #line default
+            #line hidden
+            this.Write(" ");
+            
+            #line 21 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(key));
+            
+            #line default
+            #line hidden
+            this.Write(" { get; set; }\r\n\t\t");
+            
+            #line 22 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+ } //Fin loop 
+            
+            #line default
+            #line hidden
+            this.Write("\r\n\t\tpublic object this[string propertyName]\r\n\t\t{\r\n\t\t\tget { return GetValue(proper" +
+                    "tyName); }\r\n\t\t\tset { SetValue(propertyName, value); }\r\n\t\t}\r\n\r\n\t\tpublic void SetV" +
+                    "alue(string propertyName, object value)\r\n\t\t{\r\n\t\t\tswitch(propertyName)\r\n\t\t\t{\r\n\t");
+            
+            #line 34 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+ foreach (var key in Definition.Keys) { 
+		var type = Definition[key]; 
+            
+            #line default
+            #line hidden
+            this.Write("\t\t\t\tcase \"");
+            
+            #line 36 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(key));
+            
+            #line default
+            #line hidden
+            this.Write("\":\t");
+            
+            #line 36 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(key));
+            
+            #line default
+            #line hidden
+            this.Write(" = (");
+            
+            #line 36 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(type.FullName));
+            
+            #line default
+            #line hidden
+            this.Write(")value;\tbreak;\r\n\t");
+            
+            #line 37 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+ } 
+            
+            #line default
+            #line hidden
+            this.Write("\t\t\t}\r\n\t\t}\r\n\r\n\t\tpublic object GetValue(string propertyName)\r\n\t\t{\r\n\t\t\tswitch(proper" +
+                    "tyName)\r\n\t\t\t{\r\n\t");
+            
+            #line 45 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+ foreach (var key in Definition.Keys) { 
+            
+            #line default
+            #line hidden
+            this.Write("\t\t\t\tcase \"");
+            
+            #line 46 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(key));
+            
+            #line default
+            #line hidden
+            this.Write("\":\treturn ");
+            
+            #line 46 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+            this.Write(this.ToStringHelper.ToStringWithCulture(key));
+            
+            #line default
+            #line hidden
+            this.Write(";\r\n\t");
+            
+            #line 47 "C:\Users\miguel.maldonado\Documents\Subversion\TestML\testML\DictionaryToObjectConverterClass.tt"
+ } 
+            
+            #line default
+            #line hidden
+            this.Write("\r\n\t\t\t}\r\n\t\t\treturn null;\r\n\t\t}\r\n\t}\r\n}");
+            return this.GenerationEnvironment.ToString();
+        }
+    }
+    
+    #line default
+    #line hidden
+    #region Base class
+    /// <summary>
+    /// Base class for this transformation
+    /// </summary>
+    [global::System.CodeDom.Compiler.GeneratedCodeAttribute("Microsoft.VisualStudio.TextTemplating", "17.0.0.0")]
+    public class DictionaryToObjectConverterClassBase
+    {
+        #region Fields
+        private global::System.Text.StringBuilder generationEnvironmentField;
+        private global::System.CodeDom.Compiler.CompilerErrorCollection errorsField;
+        private global::System.Collections.Generic.List<int> indentLengthsField;
+        private string currentIndentField = "";
+        private bool endsWithNewline;
+        private global::System.Collections.Generic.IDictionary<string, object> sessionField;
+        #endregion
+        #region Properties
+        /// <summary>
+        /// The string builder that generation-time code is using to assemble generated output
+        /// </summary>
+        protected System.Text.StringBuilder GenerationEnvironment
+        {
+            get
+            {
+                if ((this.generationEnvironmentField == null))
+                {
+                    this.generationEnvironmentField = new global::System.Text.StringBuilder();
+                }
+                return this.generationEnvironmentField;
+            }
+            set
+            {
+                this.generationEnvironmentField = value;
+            }
+        }
+        /// <summary>
+        /// The error collection for the generation process
+        /// </summary>
+        public System.CodeDom.Compiler.CompilerErrorCollection Errors
+        {
+            get
+            {
+                if ((this.errorsField == null))
+                {
+                    this.errorsField = new global::System.CodeDom.Compiler.CompilerErrorCollection();
+                }
+                return this.errorsField;
+            }
+        }
+        /// <summary>
+        /// A list of the lengths of each indent that was added with PushIndent
+        /// </summary>
+        private System.Collections.Generic.List<int> indentLengths
+        {
+            get
+            {
+                if ((this.indentLengthsField == null))
+                {
+                    this.indentLengthsField = new global::System.Collections.Generic.List<int>();
+                }
+                return this.indentLengthsField;
+            }
+        }
+        /// <summary>
+        /// Gets the current indent we use when adding lines to the output
+        /// </summary>
+        public string CurrentIndent
+        {
+            get
+            {
+                return this.currentIndentField;
+            }
+        }
+        /// <summary>
+        /// Current transformation session
+        /// </summary>
+        public virtual global::System.Collections.Generic.IDictionary<string, object> Session
+        {
+            get
+            {
+                return this.sessionField;
+            }
+            set
+            {
+                this.sessionField = value;
+            }
+        }
+        #endregion
+        #region Transform-time helpers
+        /// <summary>
+        /// Write text directly into the generated output
+        /// </summary>
+        public void Write(string textToAppend)
+        {
+            if (string.IsNullOrEmpty(textToAppend))
+            {
+                return;
+            }
+            // If we're starting off, or if the previous text ended with a newline,
+            // we have to append the current indent first.
+            if (((this.GenerationEnvironment.Length == 0) 
+                        || this.endsWithNewline))
+            {
+                this.GenerationEnvironment.Append(this.currentIndentField);
+                this.endsWithNewline = false;
+            }
+            // Check if the current text ends with a newline
+            if (textToAppend.EndsWith(global::System.Environment.NewLine, global::System.StringComparison.CurrentCulture))
+            {
+                this.endsWithNewline = true;
+            }
+            // This is an optimization. If the current indent is "", then we don't have to do any
+            // of the more complex stuff further down.
+            if ((this.currentIndentField.Length == 0))
+            {
+                this.GenerationEnvironment.Append(textToAppend);
+                return;
+            }
+            // Everywhere there is a newline in the text, add an indent after it
+            textToAppend = textToAppend.Replace(global::System.Environment.NewLine, (global::System.Environment.NewLine + this.currentIndentField));
+            // If the text ends with a newline, then we should strip off the indent added at the very end
+            // because the appropriate indent will be added when the next time Write() is called
+            if (this.endsWithNewline)
+            {
+                this.GenerationEnvironment.Append(textToAppend, 0, (textToAppend.Length - this.currentIndentField.Length));
+            }
+            else
+            {
+                this.GenerationEnvironment.Append(textToAppend);
+            }
+        }
+        /// <summary>
+        /// Write text directly into the generated output
+        /// </summary>
+        public void WriteLine(string textToAppend)
+        {
+            this.Write(textToAppend);
+            this.GenerationEnvironment.AppendLine();
+            this.endsWithNewline = true;
+        }
+        /// <summary>
+        /// Write formatted text directly into the generated output
+        /// </summary>
+        public void Write(string format, params object[] args)
+        {
+            this.Write(string.Format(global::System.Globalization.CultureInfo.CurrentCulture, format, args));
+        }
+        /// <summary>
+        /// Write formatted text directly into the generated output
+        /// </summary>
+        public void WriteLine(string format, params object[] args)
+        {
+            this.WriteLine(string.Format(global::System.Globalization.CultureInfo.CurrentCulture, format, args));
+        }
+        /// <summary>
+        /// Raise an error
+        /// </summary>
+        public void Error(string message)
+        {
+            System.CodeDom.Compiler.CompilerError error = new global::System.CodeDom.Compiler.CompilerError();
+            error.ErrorText = message;
+            this.Errors.Add(error);
+        }
+        /// <summary>
+        /// Raise a warning
+        /// </summary>
+        public void Warning(string message)
+        {
+            System.CodeDom.Compiler.CompilerError error = new global::System.CodeDom.Compiler.CompilerError();
+            error.ErrorText = message;
+            error.IsWarning = true;
+            this.Errors.Add(error);
+        }
+        /// <summary>
+        /// Increase the indent
+        /// </summary>
+        public void PushIndent(string indent)
+        {
+            if ((indent == null))
+            {
+                throw new global::System.ArgumentNullException("indent");
+            }
+            this.currentIndentField = (this.currentIndentField + indent);
+            this.indentLengths.Add(indent.Length);
+        }
+        /// <summary>
+        /// Remove the last indent that was added with PushIndent
+        /// </summary>
+        public string PopIndent()
+        {
+            string returnValue = "";
+            if ((this.indentLengths.Count > 0))
+            {
+                int indentLength = this.indentLengths[(this.indentLengths.Count - 1)];
+                this.indentLengths.RemoveAt((this.indentLengths.Count - 1));
+                if ((indentLength > 0))
+                {
+                    returnValue = this.currentIndentField.Substring((this.currentIndentField.Length - indentLength));
+                    this.currentIndentField = this.currentIndentField.Remove((this.currentIndentField.Length - indentLength));
+                }
+            }
+            return returnValue;
+        }
+        /// <summary>
+        /// Remove any indentation
+        /// </summary>
+        public void ClearIndent()
+        {
+            this.indentLengths.Clear();
+            this.currentIndentField = "";
+        }
+        #endregion
+        #region ToString Helpers
+        /// <summary>
+        /// Utility class to produce culture-oriented representation of an object as a string.
+        /// </summary>
+        public class ToStringInstanceHelper
+        {
+            private System.IFormatProvider formatProviderField  = global::System.Globalization.CultureInfo.InvariantCulture;
+            /// <summary>
+            /// Gets or sets format provider to be used by ToStringWithCulture method.
+            /// </summary>
+            public System.IFormatProvider FormatProvider
+            {
+                get
+                {
+                    return this.formatProviderField ;
+                }
+                set
+                {
+                    if ((value != null))
+                    {
+                        this.formatProviderField  = value;
+                    }
+                }
+            }
+            /// <summary>
+            /// This is called from the compile/run appdomain to convert objects within an expression block to a string
+            /// </summary>
+            public string ToStringWithCulture(object objectToConvert)
+            {
+                if ((objectToConvert == null))
+                {
+                    throw new global::System.ArgumentNullException("objectToConvert");
+                }
+                System.Type t = objectToConvert.GetType();
+                System.Reflection.MethodInfo method = t.GetMethod("ToString", new System.Type[] {
+                            typeof(System.IFormatProvider)});
+                if ((method == null))
+                {
+                    return objectToConvert.ToString();
+                }
+                else
+                {
+                    return ((string)(method.Invoke(objectToConvert, new object[] {
+                                this.formatProviderField })));
+                }
+            }
+        }
+        private ToStringInstanceHelper toStringHelperField = new ToStringInstanceHelper();
+        /// <summary>
+        /// Helper to produce culture-oriented representation of an object as a string
+        /// </summary>
+        public ToStringInstanceHelper ToStringHelper
+        {
+            get
+            {
+                return this.toStringHelperField;
+            }
+        }
+        #endregion
+    }
+    #endregion
+}

testML/DictionaryToObjectConverterClass.tt

@@ -0,0 +1,53 @@
+<#@ template language="C#" #>
+<#@ assembly name="System.Core" #>
+<#@ import namespace="System.Linq" #>
+<#@ import namespace="System.Text" #>
+<#@ import namespace="System.Collections.Generic" #>
+
+using System;
+using System.Text;
+using Microsoft.ML.Data;
+
+namespace DictionaryToObjectConverterNamespace
+{
+	public class <#= ClassName #> : testML.IDictionaryToObjectConverter
+	{
+		<# foreach (var key in Definition.Keys)
+		{ 
+			var type = Definition[key];
+		#>
+
+		[ColumnName("<#= key #>")]
+		public <#= type.FullName #> <#= key #> { get; set; }
+		<# } //Fin loop #>
+
+		public object this[string propertyName]
+		{
+			get { return GetValue(propertyName); }
+			set { SetValue(propertyName, value); }
+		}
+
+		public void SetValue(string propertyName, object value)
+		{
+			switch(propertyName)
+			{
+	<# foreach (var key in Definition.Keys) { 
+		var type = Definition[key]; #>
+				case "<#= key #>":	<#= key #> = (<#= type.FullName #>)value;	break;
+	<# } #>
+			}
+		}
+
+		public object GetValue(string propertyName)
+		{
+			switch(propertyName)
+			{
+	<# foreach (var key in Definition.Keys) { #>
+				case "<#= key #>":	return <#= key #>;
+	<# } #>
+
+			}
+			return null;
+		}
+	}
+}

testML/Program.cs

@@ -1,10 +1,16 @@
 using Microsoft.ML;
+using Microsoft.ML.AutoML;
 using Microsoft.ML.Data;
 using Microsoft.ML.Trainers;
+using NPOI.XSSF.UserModel;
 using System;
 using System.Collections.Generic;
+using System.Dynamic;
+using System.Globalization;
+using System.IO;
 using System.Linq;
 using System.Reflection;
+using System.Security.AccessControl;
 using System.Text;
 using System.Threading.Tasks;
 using System.Xml.Linq;
@@ -13,27 +19,106 @@ namespace testML
 {
 	internal class Program
 	{
-		static string[] tags = new string[] { "Rojo", "Amarillo", "Verde claro", "Verde oscuro", "Violeta", "Naranja", "Azul", "Blanco" };
 		static Random rnd = new Random();
 
 		static void Main(string[] args)
 		{
+			XSSFWorkbook wb;
+			using (FileStream file = new FileStream(@"C:\Users\miguel.maldonado\Downloads\entrenar_IAMenos.xlsx", FileMode.Open, FileAccess.Read))
+			{
+				wb = new XSSFWorkbook(file);
+			}
+
+			var sheet = wb.GetSheetAt(0);
+
+			var headerRow = sheet.GetRow(0);
+
 
 			#region Preparamos los datos de entrenamiento
 
-			var tmpData = new List<Data>();
+			var tmpData = new List<Dictionary<string, object>>();
 
-			for (var c = 0; c < 15000; c++)
+			for (var r = 1; r < sheet.LastRowNum - 1; r++)
 			{
-				var d = CreateRandomData();
+				if (r == 30) break;
-				tmpData.Add(d);
+				Console.WriteLine(string.Format("{0} / {1}", r, sheet.LastRowNum - 1));
+				var row = sheet.GetRow(r);
+
+				var rowData = new Dictionary<string, object>();
+
+				string prefix = string.Empty;
+
+				for (var c = 0; c < headerRow.LastCellNum; c++)
+				{
+					var usePrefix = true;
+					var columnName = headerRow.GetCell(c)?.StringCellValue;
+
+					columnName = FixColumnName(columnName);
+
+					object value = null;
+
+					if (columnName == "PMASCULINO")
+					{
+						prefix = "MASCULINO_";
+						usePrefix = false;
+					}
+					if (columnName == "PFEMENINO")
+					{
+						prefix = "FEMENINO_";
+						usePrefix = false;
+					}
+					if (columnName == "DESCENDIENTE")
+					{
+						prefix = "DESCENDIENTE_";
+						usePrefix = false;
+					}
+
+
+					switch (row.GetCell(c)?.CellType)
+					{
+						case NPOI.SS.UserModel.CellType.Numeric: value = row.GetCell(c)?.NumericCellValue; break;
+						case NPOI.SS.UserModel.CellType.String: value = row.GetCell(c)?.StringCellValue; break;
+					}
+
+					string valuePrefix = string.Empty;
+					if (columnName.StartsWith("S4i") || columnName.StartsWith("SNP"))
+					{
+						valuePrefix = columnName + "_";
+					}
+
+					var finalColumnName = (usePrefix ? prefix : string.Empty) + columnName;
+					if (value is string)
+					{
+						rowData.Add(finalColumnName, valuePrefix + value);
+					}
+					else
+					{
+						rowData.Add(finalColumnName, value?.ToString() ?? "");
+					}
+
+
+
+				}
+				tmpData.Add(rowData);
 			}
 
 			#endregion
 
 
+
 			MLContext mlContext = new MLContext();
-			var data = mlContext.Data.LoadFromEnumerable(tmpData);
+
+			var dataConverted = DictionaryToObjectConverter.Convert(tmpData, out Type classType, out DataViewSchema schema);
+
+			var loadMethod = mlContext.Data.GetType().GetMethods().Where(x => x.Name == "LoadFromEnumerable" && x.IsGenericMethodDefinition).FirstOrDefault();
+
+			var loadMethodObj = loadMethod.MakeGenericMethod(classType);
+			var data = (IDataView)loadMethodObj.Invoke(mlContext.Data, new object[] { dataConverted, null });
+
+
+			//var data = mlContext.Data.LoadFromEnumerable(dataConverted, schema);
+
+			//var data = new DictionaryView<Expando>(tmpData, schema.ToSchema(), converter);
 
 			#region Cortamos los datos de entrenamiento en (Datos para entenar y Datos para hacer el test de precisión)
 
@@ -45,20 +130,60 @@ namespace testML
 
 			#region Preparamos los datos de entrada y salida
 
-			var trainer = mlContext.Regression.Trainers.Sdca(maximumNumberOfIterations:1000);
+			//var trainer = mlContext.Regression.Trainers.Sdca(maximumNumberOfIterations: 100);
-			//var trainer = mlContext.Regression.Trainers.OnlineGradientDescent(numberOfIterations: 100, learningRate: 0.01f );
+			var trainer = mlContext.Regression.Trainers.OnlineGradientDescent(numberOfIterations: 100, learningRate: 0.01f);
 
-			var pipeline = mlContext.Transforms.CopyColumns(outputColumnName: "Label", inputColumnName: "IntegerNumber")
+			//var pipeline = mlContext.Transforms.CopyColumns(outputColumnName: "Label", inputColumnName: "DESCENDIENTE_S4i001");
-				.Append(mlContext.Transforms.Text.NormalizeText("StringTest"))
+			//IEstimator<ITransformer> pipe = (IEstimator<ITransformer>)pipeline;
-				.Append(mlContext.Transforms.Text.FeaturizeText("StringTest"))
+
-				.Append(mlContext.Transforms.Concatenate("Features", "Enum1", "Enum2", "Enum3", "Enum4", "StringTest"))
+			//pipe = pipe.Append(mlContext.Transforms.Text.NormalizeText("Label"));
-				.Append(mlContext.Transforms.NormalizeMinMax("Features"))
+			//pipe = pipe.Append(mlContext.Transforms.Text.FeaturizeText("Label"));
-				.Append(trainer);
+			var firstRow = tmpData[0] as IDictionary<string, object>;
+
+			var columnInference = new ColumnInformation()
+			{
+				LabelColumnName = "DESCENDIENTE_S4i001"
+			};
+
+			foreach (var key in firstRow.Keys)
+			{
+				if (key == columnInference.LabelColumnName)
+				{
+					continue;
+				}
+
+				if (key.Contains("_S4i") || key.Contains("_SNP"))
+				{
+					columnInference.CategoricalColumnNames.Add(key);
+				}
+			}
+
+			mlContext.Log += (_, e) => {
+				if (e.Source.Equals("AutoMLExperiment"))
+				{
+					Console.WriteLine(e.RawMessage);
+				}
+			};
+
+
+			SweepablePipeline pipeline = mlContext.Auto().Featurizer(data, columnInference)
+				.Append(mlContext.Auto().Regression(labelColumnName: columnInference.LabelColumnName));
+
+			AutoMLExperiment experiment = mlContext.Auto().CreateExperiment();
+
+			experiment
+				.SetPipeline(pipeline)
+				.SetRegressionMetric(RegressionMetric.RSquared, labelColumn: columnInference.LabelColumnName)
+				.SetTrainingTimeInSeconds(60)
+				.SetDataset(trainData);
+
+			var result = experiment.Run();
 
 			#endregion
 
+			/*
 			//Entrenamos el modelo
-			ITransformer model = pipeline.Fit(trainData);
+			ITransformer model = pipe.Fit(trainData);
 
 			#region Hacemos un test para medir el % de error
 
@@ -86,18 +211,39 @@ namespace testML
 
 				var p = predictionFunction.Predict(test);
 
-				Console.WriteLine("Found: {0:#,##0.00}\tExpected: {1:#,##0.00}\t\tDiff: {2:#,##0.00}", p.IntegerNumber, expected , expected- p.IntegerNumber);
+				Console.WriteLine("Found: {0:#,##0.00}\tExpected: {1:#,##0.00}\t\tDiff: {2:#,##0.00}", p.IntegerNumber, expected, expected - p.IntegerNumber);
 			}
 
 			#endregion
-
+			*/
-
 			Console.WriteLine();
 			Console.WriteLine("Press enter to Exit");
 			Console.ReadLine();
 
 		}
 
+		private static string FixColumnName(string columnName)
+		{
+			var result = new StringBuilder(columnName.Length);
+
+			foreach (var c in columnName)
+			{
+				if (c == 'º' || c == 'ª')
+				{
+					continue;
+				}
+
+				if (char.IsLetter(c) ||
+					char.IsNumber(c) ||
+					(c == '_'))
+				{
+					result.Append(c);
+				}
+			}
+
+			return result.ToString();
+		}
+
 		private static Data CreateRandomData()
 		{
 			var d = new Data()
@@ -107,9 +253,11 @@ namespace testML
 				Enum2 = rnd.Next(1, 11),
 				Enum3 = rnd.Next(1, 6),
 				Enum4 = rnd.Next(1, 6),
-				StringTest = tags[rnd.Next(0, tags.Length)]
+				//	StringTest = tags[rnd.Next(0, tags.Length)]
 			};
 
+			d.Enum4 = d.Enum1 + d.Enum2;
+
 			// Ponemos algunos datos que tengan alguna relación (la red neuronal debería calibrarse para comprender esta formula)
 			d.IntegerNumber = (((d.Enum1 + d.Enum2) - (d.Enum3 + d.Enum4)) * 5.25f) + d.StringTest.Length;
 
@@ -133,4 +281,5 @@ namespace testML
 	}
 
 
+
 }

testML/packages.config

@@ -1,16 +1,60 @@
 <?xml version="1.0" encoding="utf-8"?>
 <packages>
+  <package id="Google.Protobuf" version="3.21.9" targetFramework="net48" />
+  <package id="LightGBM" version="2.3.1" targetFramework="net48" />
+  <package id="Microsoft.Bcl.AsyncInterfaces" version="6.0.0" targetFramework="net48" />
+  <package id="Microsoft.CodeAnalysis.Analyzers" version="3.0.0" targetFramework="net48" developmentDependency="true" />
+  <package id="Microsoft.CodeAnalysis.Common" version="3.9.0" targetFramework="net48" />
+  <package id="Microsoft.CodeAnalysis.CSharp" version="3.9.0" targetFramework="net48" />
+  <package id="Microsoft.Extensions.DependencyInjection" version="6.0.0" targetFramework="net48" />
+  <package id="Microsoft.Extensions.DependencyInjection.Abstractions" version="6.0.0" targetFramework="net48" />
   <package id="Microsoft.ML" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.AutoML" version="0.20.0" targetFramework="net48" />
   <package id="Microsoft.ML.CpuMath" version="2.0.0" targetFramework="net48" />
   <package id="Microsoft.ML.DataView" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.DnnImageFeaturizer.AlexNet" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.DnnImageFeaturizer.ResNet101" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.DnnImageFeaturizer.ResNet18" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.DnnImageFeaturizer.ResNet50" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.FastTree" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.ImageAnalytics" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.LightGbm" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.Mkl.Components" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.Mkl.Redist" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.OnnxRuntime.Managed" version="1.10.0" targetFramework="net48" />
+  <package id="Microsoft.ML.OnnxTransformer" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.Recommender" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.TensorFlow" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.TimeSeries" version="2.0.0" targetFramework="net48" />
+  <package id="Microsoft.ML.Tokenizers" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.TorchSharp" version="0.20.0" targetFramework="net48" />
+  <package id="Microsoft.ML.Vision" version="2.0.0" targetFramework="net48" />
   <package id="Newtonsoft.Json" version="13.0.1" targetFramework="net48" />
-  <package id="System.Buffers" version="4.4.0" targetFramework="net48" />
+  <package id="NPOI.Excel" version="2.1.1" targetFramework="net48" />
+  <package id="NumSharp.Lite" version="0.1.8" targetFramework="net48" />
+  <package id="Protobuf.Text" version="0.4.0" targetFramework="net48" />
+  <package id="SharpZipLib" version="0.86.0" targetFramework="net48" />
+  <package id="SkiaSharp" version="2.88.3" targetFramework="net48" />
+  <package id="SkiaSharp.NativeAssets.Linux.NoDependencies" version="2.88.3" targetFramework="net48" />
+  <package id="SkiaSharp.NativeAssets.macOS" version="2.88.3" targetFramework="net48" />
+  <package id="SkiaSharp.NativeAssets.Win32" version="2.88.3" targetFramework="net48" />
+  <package id="System.Buffers" version="4.5.1" targetFramework="net48" />
   <package id="System.CodeDom" version="4.5.0" targetFramework="net48" />
-  <package id="System.Collections.Immutable" version="1.5.0" targetFramework="net48" />
+  <package id="System.Collections.Immutable" version="5.0.0" targetFramework="net48" />
-  <package id="System.Memory" version="4.5.3" targetFramework="net48" />
+  <package id="System.IO.FileSystem.AccessControl" version="4.5.0" targetFramework="net48" />
-  <package id="System.Numerics.Vectors" version="4.4.0" targetFramework="net48" />
+  <package id="System.Memory" version="4.5.4" targetFramework="net48" />
+  <package id="System.Numerics.Vectors" version="4.5.0" targetFramework="net48" />
   <package id="System.Reflection.Emit.Lightweight" version="4.3.0" targetFramework="net48" />
-  <package id="System.Runtime.CompilerServices.Unsafe" version="4.5.3" targetFramework="net48" />
+  <package id="System.Reflection.Metadata" version="5.0.0" targetFramework="net48" />
+  <package id="System.Runtime.CompilerServices.Unsafe" version="6.0.0" targetFramework="net48" />
+  <package id="System.Security.AccessControl" version="4.5.0" targetFramework="net48" />
+  <package id="System.Security.Principal.Windows" version="4.5.0" targetFramework="net48" />
+  <package id="System.Text.Encoding.CodePages" version="4.5.1" targetFramework="net48" />
+  <package id="System.Text.Encodings.Web" version="6.0.0" targetFramework="net48" />
+  <package id="System.Text.Json" version="6.0.1" targetFramework="net48" />
   <package id="System.Threading.Channels" version="4.7.1" targetFramework="net48" />
   <package id="System.Threading.Tasks.Extensions" version="4.5.4" targetFramework="net48" />
+  <package id="System.ValueTuple" version="4.5.0" targetFramework="net48" />
+  <package id="TensorFlow.NET" version="0.20.1" targetFramework="net48" />
+  <package id="TorchSharp" version="0.99.0" targetFramework="net48" />
 </packages>

testML/testML.csproj

@@ -1,5 +1,15 @@
 <?xml version="1.0" encoding="utf-8"?>
 <Project ToolsVersion="15.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <Import Project="..\packages\Microsoft.ML.Recommender.0.20.0\build\netstandard2.0\Microsoft.ML.Recommender.props" Condition="Exists('..\packages\Microsoft.ML.Recommender.0.20.0\build\netstandard2.0\Microsoft.ML.Recommender.props')" />
+  <Import Project="..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet50.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet50.props" Condition="Exists('..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet50.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet50.props')" />
+  <Import Project="..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet18.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet18.props" Condition="Exists('..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet18.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet18.props')" />
+  <Import Project="..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet101.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet101.props" Condition="Exists('..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet101.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet101.props')" />
+  <Import Project="..\packages\Microsoft.ML.DnnImageFeaturizer.AlexNet.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.AlexNet.props" Condition="Exists('..\packages\Microsoft.ML.DnnImageFeaturizer.AlexNet.0.20.0\build\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.AlexNet.props')" />
+  <Import Project="..\packages\Microsoft.ML.Mkl.Components.2.0.0\build\netstandard2.0\Microsoft.ML.Mkl.Components.props" Condition="Exists('..\packages\Microsoft.ML.Mkl.Components.2.0.0\build\netstandard2.0\Microsoft.ML.Mkl.Components.props')" />
+  <Import Project="..\packages\Microsoft.ML.FastTree.2.0.0\build\netstandard2.0\Microsoft.ML.FastTree.props" Condition="Exists('..\packages\Microsoft.ML.FastTree.2.0.0\build\netstandard2.0\Microsoft.ML.FastTree.props')" />
+  <Import Project="..\packages\Microsoft.ML.Mkl.Redist.2.0.0\build\netstandard2.0\Microsoft.ML.Mkl.Redist.props" Condition="Exists('..\packages\Microsoft.ML.Mkl.Redist.2.0.0\build\netstandard2.0\Microsoft.ML.Mkl.Redist.props')" />
+  <Import Project="..\packages\Microsoft.CodeAnalysis.Analyzers.3.0.0\build\Microsoft.CodeAnalysis.Analyzers.props" Condition="Exists('..\packages\Microsoft.CodeAnalysis.Analyzers.3.0.0\build\Microsoft.CodeAnalysis.Analyzers.props')" />
+  <Import Project="..\packages\LightGBM.2.3.1\build\LightGBM.props" Condition="Exists('..\packages\LightGBM.2.3.1\build\LightGBM.props')" />
   <Import Project="..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.props" Condition="Exists('..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.props')" />
   <Import Project="..\packages\Microsoft.ML.CpuMath.2.0.0\build\netstandard2.0\Microsoft.ML.CpuMath.props" Condition="Exists('..\packages\Microsoft.ML.CpuMath.2.0.0\build\netstandard2.0\Microsoft.ML.CpuMath.props')" />
   <Import Project="$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props" Condition="Exists('$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props')" />
@@ -40,9 +50,33 @@
     <StartupObject>testML.Program</StartupObject>
   </PropertyGroup>
   <ItemGroup>
+    <Reference Include="Google.Protobuf, Version=3.21.9.0, Culture=neutral, PublicKeyToken=a7d26565bac4d604, processorArchitecture=MSIL">
+      <HintPath>..\packages\Google.Protobuf.3.21.9\lib\net45\Google.Protobuf.dll</HintPath>
+    </Reference>
+    <Reference Include="ICSharpCode.SharpZipLib, Version=0.86.0.518, Culture=neutral, PublicKeyToken=1b03e6acf1164f73, processorArchitecture=MSIL">
+      <HintPath>..\packages\SharpZipLib.0.86.0\lib\20\ICSharpCode.SharpZipLib.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.Bcl.AsyncInterfaces, Version=6.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.Bcl.AsyncInterfaces.6.0.0\lib\net461\Microsoft.Bcl.AsyncInterfaces.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.CodeAnalysis, Version=3.9.0.0, Culture=neutral, PublicKeyToken=31bf3856ad364e35, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.CodeAnalysis.Common.3.9.0\lib\netstandard2.0\Microsoft.CodeAnalysis.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.CodeAnalysis.CSharp, Version=3.9.0.0, Culture=neutral, PublicKeyToken=31bf3856ad364e35, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.CodeAnalysis.CSharp.3.9.0\lib\netstandard2.0\Microsoft.CodeAnalysis.CSharp.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.Extensions.DependencyInjection, Version=6.0.0.0, Culture=neutral, PublicKeyToken=adb9793829ddae60, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.Extensions.DependencyInjection.6.0.0\lib\net461\Microsoft.Extensions.DependencyInjection.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.Extensions.DependencyInjection.Abstractions, Version=6.0.0.0, Culture=neutral, PublicKeyToken=adb9793829ddae60, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.Extensions.DependencyInjection.Abstractions.6.0.0\lib\net461\Microsoft.Extensions.DependencyInjection.Abstractions.dll</HintPath>
+    </Reference>
     <Reference Include="Microsoft.ML, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
       <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.dll</HintPath>
     </Reference>
+    <Reference Include="Microsoft.ML.AutoML, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.AutoML.0.20.0\lib\netstandard2.0\Microsoft.ML.AutoML.dll</HintPath>
+    </Reference>
     <Reference Include="Microsoft.ML.Core, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
       <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.Core.dll</HintPath>
     </Reference>
@@ -55,41 +89,134 @@
     <Reference Include="Microsoft.ML.DataView, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
       <HintPath>..\packages\Microsoft.ML.DataView.2.0.0\lib\netstandard2.0\Microsoft.ML.DataView.dll</HintPath>
     </Reference>
+    <Reference Include="Microsoft.ML.DnnImageFeaturizer.AlexNet, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.DnnImageFeaturizer.AlexNet.0.20.0\lib\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.AlexNet.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.DnnImageFeaturizer.ResNet101, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet101.0.20.0\lib\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet101.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.DnnImageFeaturizer.ResNet18, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet18.0.20.0\lib\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet18.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.DnnImageFeaturizer.ResNet50, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.DnnImageFeaturizer.ResNet50.0.20.0\lib\netstandard2.0\Microsoft.ML.DnnImageFeaturizer.ResNet50.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.FastTree, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.FastTree.2.0.0\lib\netstandard2.0\Microsoft.ML.FastTree.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.ImageAnalytics, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.ImageAnalytics.2.0.0\lib\netstandard2.0\Microsoft.ML.ImageAnalytics.dll</HintPath>
+    </Reference>
     <Reference Include="Microsoft.ML.KMeansClustering, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
       <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.KMeansClustering.dll</HintPath>
     </Reference>
+    <Reference Include="Microsoft.ML.LightGbm, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.LightGbm.2.0.0\lib\netstandard2.0\Microsoft.ML.LightGbm.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.Mkl.Components, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.Mkl.Components.2.0.0\lib\netstandard2.0\Microsoft.ML.Mkl.Components.dll</HintPath>
+    </Reference>
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@@ -97,22 +224,50 @@
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+      <HintPath>..\packages\System.ValueTuple.4.5.0\lib\net47\System.ValueTuple.dll</HintPath>
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     <Reference Include="Microsoft.CSharp" />
     <Reference Include="System.Data" />
     <Reference Include="System.Net.Http" />
     <Reference Include="System.Xml" />
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   <ItemGroup>
     <Compile Include="Data.cs" />
+    <Compile Include="DictionaryToObjectConverter.cs" />
     <Compile Include="Program.cs" />
     <Compile Include="Properties\AssemblyInfo.cs" />
+    <Compile Include="DictionaryToObjectConverterClass.cs">
+      <AutoGen>True</AutoGen>
+      <DesignTime>True</DesignTime>
+      <DependentUpon>DictionaryToObjectConverterClass.tt</DependentUpon>
+    </Compile>
   </ItemGroup>
   <ItemGroup>
     <None Include="App.config" />
     <None Include="packages.config" />
   </ItemGroup>
+  <ItemGroup>
+    <Content Include="DictionaryToObjectConverterClass.tt">
+      <Generator>TextTemplatingFilePreprocessor</Generator>
+      <LastGenOutput>DictionaryToObjectConverterClass.cs</LastGenOutput>
+    </Content>
+  </ItemGroup>
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+    <Service Include="{508349B6-6B84-4DF5-91F0-309BEEBAD82D}" />
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+    <Analyzer Include="..\packages\Microsoft.CodeAnalysis.Analyzers.3.0.0\analyzers\dotnet\cs\Microsoft.CodeAnalysis.CSharp.Analyzers.dll" />
+  </ItemGroup>
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@@ -121,6 +276,30 @@
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+    <Error Condition="!Exists('..\packages\LightGBM.2.3.1\build\LightGBM.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\LightGBM.2.3.1\build\LightGBM.targets'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.CodeAnalysis.Analyzers.3.0.0\build\Microsoft.CodeAnalysis.Analyzers.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.CodeAnalysis.Analyzers.3.0.0\build\Microsoft.CodeAnalysis.Analyzers.props'))" />
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+    <Error Condition="!Exists('..\packages\SkiaSharp.NativeAssets.macOS.2.88.3\build\net462\SkiaSharp.NativeAssets.macOS.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\SkiaSharp.NativeAssets.macOS.2.88.3\build\net462\SkiaSharp.NativeAssets.macOS.targets'))" />
+    <Error Condition="!Exists('..\packages\SkiaSharp.NativeAssets.Win32.2.88.3\build\net462\SkiaSharp.NativeAssets.Win32.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\SkiaSharp.NativeAssets.Win32.2.88.3\build\net462\SkiaSharp.NativeAssets.Win32.targets'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.ML.OnnxRuntime.Managed.1.10.0\build\netstandard2.0\Microsoft.ML.OnnxRuntime.Managed.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.OnnxRuntime.Managed.1.10.0\build\netstandard2.0\Microsoft.ML.OnnxRuntime.Managed.targets'))" />
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+    <Error Condition="!Exists('..\packages\System.Text.Json.6.0.1\build\System.Text.Json.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\System.Text.Json.6.0.1\build\System.Text.Json.targets'))" />
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+  <Import Project="..\packages\LightGBM.2.3.1\build\LightGBM.targets" Condition="Exists('..\packages\LightGBM.2.3.1\build\LightGBM.targets')" />
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+  <Import Project="..\packages\SkiaSharp.NativeAssets.Win32.2.88.3\build\net462\SkiaSharp.NativeAssets.Win32.targets" Condition="Exists('..\packages\SkiaSharp.NativeAssets.Win32.2.88.3\build\net462\SkiaSharp.NativeAssets.Win32.targets')" />
+  <Import Project="..\packages\Microsoft.ML.OnnxRuntime.Managed.1.10.0\build\netstandard2.0\Microsoft.ML.OnnxRuntime.Managed.targets" Condition="Exists('..\packages\Microsoft.ML.OnnxRuntime.Managed.1.10.0\build\netstandard2.0\Microsoft.ML.OnnxRuntime.Managed.targets')" />
+  <Import Project="..\packages\SkiaSharp.NativeAssets.Linux.NoDependencies.2.88.3\build\net462\SkiaSharp.NativeAssets.Linux.NoDependencies.targets" Condition="Exists('..\packages\SkiaSharp.NativeAssets.Linux.NoDependencies.2.88.3\build\net462\SkiaSharp.NativeAssets.Linux.NoDependencies.targets')" />
+  <Import Project="..\packages\System.Text.Json.6.0.1\build\System.Text.Json.targets" Condition="Exists('..\packages\System.Text.Json.6.0.1\build\System.Text.Json.targets')" />
 </Project>