Agregar archivos de proyecto.

2022-11-18 14:04:18 +01:00
parent 30664f0b29
commit e1b0c3f258
7 changed files with 377 additions and 0 deletions
--- a/testML.sln
+++ b/testML.sln
@@ -0,0 +1,25 @@
+
+Microsoft Visual Studio Solution File, Format Version 12.00
+# Visual Studio Version 17
+VisualStudioVersion = 17.3.32922.545
+MinimumVisualStudioVersion = 10.0.40219.1
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "testML", "testML\testML.csproj", "{C3E80D81-F268-427C-B77D-DB08422C978F}"
+EndProject
+Global
+	GlobalSection(SolutionConfigurationPlatforms) = preSolution
+		Debug|Any CPU = Debug|Any CPU
+		Release|Any CPU = Release|Any CPU
+	EndGlobalSection
+	GlobalSection(ProjectConfigurationPlatforms) = postSolution
+		{C3E80D81-F268-427C-B77D-DB08422C978F}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{C3E80D81-F268-427C-B77D-DB08422C978F}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{C3E80D81-F268-427C-B77D-DB08422C978F}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{C3E80D81-F268-427C-B77D-DB08422C978F}.Release|Any CPU.Build.0 = Release|Any CPU
+	EndGlobalSection
+	GlobalSection(SolutionProperties) = preSolution
+		HideSolutionNode = FALSE
+	EndGlobalSection
+	GlobalSection(ExtensibilityGlobals) = postSolution
+		SolutionGuid = {0128A1B5-B749-41FC-A339-B9B621240682}
+	EndGlobalSection
+EndGlobal
--- a/testML/App.config
+++ b/testML/App.config
@@ -0,0 +1,14 @@
+<?xml version="1.0" encoding="utf-8"?>
+<configuration>
+    <startup> 
+        <supportedRuntime version="v4.0" sku=".NETFramework,Version=v4.8" />
+    </startup>
+  <runtime>
+    <assemblyBinding xmlns="urn:schemas-microsoft-com:asm.v1">
+      <dependentAssembly>
+        <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>
+    </assemblyBinding>
+  </runtime>
+</configuration>
--- a/testML/Data.cs
+++ b/testML/Data.cs
@@ -0,0 +1,36 @@
+using Microsoft.ML.Data;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace testML
+{
+	public class Data
+	{
+		public string Accession { get; set; }
+
+		public float Enum1 { get; set; }
+
+		public float Enum2 { get; set; }
+
+		public float Enum3 { get; set; }
+
+		public float Enum4 { get; set; }
+
+		public float DecimalNumber { get; set; }
+
+		public float IntegerNumber { get; set; }
+
+		public float OrigenResultNumber { get; set; }
+
+		public string StringTest { get; set; }
+	}
+
+	public class DataPrediction
+	{
+		[ColumnName("Score")]
+		public float IntegerNumber { get; set; }
+	}
+}
--- a/testML/Program.cs
+++ b/testML/Program.cs
@@ -0,0 +1,124 @@
+using Microsoft.ML;
+using Microsoft.ML.Data;
+using Microsoft.ML.Trainers;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Reflection;
+using System.Text;
+using System.Threading.Tasks;
+using System.Xml.Linq;
+
+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)
+		{
+			
+			
+
+			var tmpData = new List<Data>();
+		
+
+			for (var c = 0; c < 300; c++)
+			{
+				var d = CreateRandomData();
+				tmpData.Add(d);
+			}
+
+			
+
+			MLContext mlContext = new MLContext();
+
+			var data = mlContext.Data.LoadFromEnumerable(tmpData);
+
+
+			DataOperationsCatalog.TrainTestData dataSplit = mlContext.Data.TrainTestSplit(data, testFraction: 0.2);
+			IDataView trainData = dataSplit.TrainSet;
+			IDataView testData = dataSplit.TestSet;
+
+			
+			var trainer = mlContext.Regression.Trainers.Sdca(maximumNumberOfIterations:1000);
+			//var trainer = mlContext.Regression.Trainers.OnlineGradientDescent(numberOfIterations: 100, learningRate: 0.01f );
+
+
+			var pipeline = mlContext.Transforms.CopyColumns(outputColumnName: "Label", inputColumnName: "IntegerNumber")
+				.Append(mlContext.Transforms.Text.NormalizeText("StringTest"))
+				.Append(mlContext.Transforms.Text.FeaturizeText("StringTest"))
+				.Append(mlContext.Transforms.Concatenate("Features", "Enum1", "Enum2", "Enum3", "Enum4", "StringTest"))
+				.Append(mlContext.Transforms.NormalizeMinMax("Features"))
+				.Append(trainer);
+
+
+			
+			ITransformer model = pipeline.Fit(trainData);
+			
+
+			// Use trained model to make inferences on test data
+			IDataView testDataPredictions = model.Transform(testData);
+
+			// Extract model metrics and get RSquared
+			RegressionMetrics trainedModelMetrics = mlContext.Regression.Evaluate(testDataPredictions);
+			double rSquared = trainedModelMetrics.RSquared;
+
+			Console.WriteLine("ModelMetrics: {0}", rSquared);
+
+
+
+			var predictionFunction = mlContext.Model.CreatePredictionEngine<Data, DataPrediction>(model);
+
+
+			for (var c = 0; c < 1000; c++)
+			{
+
+				var test = CreateRandomData();
+				var expected = test.IntegerNumber;
+				test.IntegerNumber = 0;
+
+				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);
+			}
+
+		}
+
+		private static Data CreateRandomData()
+		{
+			var d = new Data()
+			{
+				Accession = rnd.Next(0, 99999999).ToString("00000000"),
+				Enum1 = rnd.Next(1, 4),
+				Enum2 = rnd.Next(1, 11),
+				Enum3 = rnd.Next(1, 6),
+				Enum4 = rnd.Next(1, 6),
+				StringTest = tags[rnd.Next(0, tags.Length)]
+			};
+
+			// 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;
+			
+			d.DecimalNumber = (d.Enum2 / d.Enum1) * (2.0f + (1.0f / d.StringTest.Length));
+
+			if (d.StringTest == "Azul")
+			{
+				d.IntegerNumber += 10;
+				d.OrigenResultNumber = 1;
+			}
+
+			if (d.StringTest == "Rojo")
+			{
+				d.IntegerNumber += 5f;
+				d.OrigenResultNumber = 1;
+			}
+
+			return d;
+
+		}
+	}
+
+
+}
--- a/testML/Properties/AssemblyInfo.cs
+++ b/testML/Properties/AssemblyInfo.cs
@@ -0,0 +1,36 @@
+using System.Reflection;
+using System.Runtime.CompilerServices;
+using System.Runtime.InteropServices;
+
+// La información general de un ensamblado se controla mediante el siguiente 
+// conjunto de atributos. Cambie estos valores de atributo para modificar la información
+// asociada a un ensamblado.
+[assembly: AssemblyTitle("testML")]
+[assembly: AssemblyDescription("")]
+[assembly: AssemblyConfiguration("")]
+[assembly: AssemblyCompany("")]
+[assembly: AssemblyProduct("testML")]
+[assembly: AssemblyCopyright("Copyright ©  2022")]
+[assembly: AssemblyTrademark("")]
+[assembly: AssemblyCulture("")]
+
+// Si establece ComVisible en false, los tipos de este ensamblado no estarán visibles 
+// para los componentes COM.  Si es necesario obtener acceso a un tipo en este ensamblado desde 
+// COM, establezca el atributo ComVisible en true en este tipo.
+[assembly: ComVisible(false)]
+
+// El siguiente GUID sirve como id. de typelib si este proyecto se expone a COM.
+[assembly: Guid("c3e80d81-f268-427c-b77d-db08422c978f")]
+
+// La información de versión de un ensamblado consta de los cuatro valores siguientes:
+//
+//      Versión principal
+//      Versión secundaria
+//      Número de compilación
+//      Revisión
+//
+// Puede especificar todos los valores o usar los valores predeterminados de número de compilación y de revisión
+// utilizando el carácter "*", como se muestra a continuación:
+// [assembly: AssemblyVersion("1.0.*")]
+[assembly: AssemblyVersion("1.0.0.0")]
+[assembly: AssemblyFileVersion("1.0.0.0")]
--- a/testML/packages.config
+++ b/testML/packages.config
@@ -0,0 +1,16 @@
+<?xml version="1.0" encoding="utf-8"?>
+<packages>
+  <package id="Microsoft.ML" version="2.0.0" 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="Newtonsoft.Json" version="13.0.1" targetFramework="net48" />
+  <package id="System.Buffers" version="4.4.0" 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.Memory" version="4.5.3" targetFramework="net48" />
+  <package id="System.Numerics.Vectors" version="4.4.0" 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.Threading.Channels" version="4.7.1" targetFramework="net48" />
+  <package id="System.Threading.Tasks.Extensions" version="4.5.4" targetFramework="net48" />
+</packages>
--- a/testML/testML.csproj
+++ b/testML/testML.csproj
@@ -0,0 +1,126 @@
+<?xml version="1.0" encoding="utf-8"?>
+<Project ToolsVersion="15.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <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')" />
+  <PropertyGroup>
+    <Configuration Condition=" '$(Configuration)' == '' ">Debug</Configuration>
+    <Platform Condition=" '$(Platform)' == '' ">AnyCPU</Platform>
+    <ProjectGuid>{C3E80D81-F268-427C-B77D-DB08422C978F}</ProjectGuid>
+    <OutputType>Exe</OutputType>
+    <RootNamespace>testML</RootNamespace>
+    <AssemblyName>testML</AssemblyName>
+    <TargetFrameworkVersion>v4.8</TargetFrameworkVersion>
+    <FileAlignment>512</FileAlignment>
+    <Deterministic>true</Deterministic>
+    <TargetFrameworkProfile />
+    <NuGetPackageImportStamp>
+    </NuGetPackageImportStamp>
+  </PropertyGroup>
+  <PropertyGroup Condition=" '$(Configuration)|$(Platform)' == 'Debug|AnyCPU' ">
+    <PlatformTarget>x64</PlatformTarget>
+    <DebugSymbols>true</DebugSymbols>
+    <DebugType>full</DebugType>
+    <Optimize>false</Optimize>
+    <OutputPath>bin\Debug\</OutputPath>
+    <DefineConstants>DEBUG;TRACE</DefineConstants>
+    <ErrorReport>prompt</ErrorReport>
+    <WarningLevel>4</WarningLevel>
+  </PropertyGroup>
+  <PropertyGroup Condition=" '$(Configuration)|$(Platform)' == 'Release|AnyCPU' ">
+    <PlatformTarget>AnyCPU</PlatformTarget>
+    <DebugType>pdbonly</DebugType>
+    <Optimize>true</Optimize>
+    <OutputPath>bin\Release\</OutputPath>
+    <DefineConstants>TRACE</DefineConstants>
+    <ErrorReport>prompt</ErrorReport>
+    <WarningLevel>4</WarningLevel>
+  </PropertyGroup>
+  <PropertyGroup>
+    <StartupObject>testML.Program</StartupObject>
+  </PropertyGroup>
+  <ItemGroup>
+    <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.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>
+    <Reference Include="Microsoft.ML.CpuMath, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.CpuMath.2.0.0\lib\netstandard2.0\Microsoft.ML.CpuMath.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.Data, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.Data.dll</HintPath>
+    </Reference>
+    <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.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.PCA, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.PCA.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.StandardTrainers, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.StandardTrainers.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.Transforms, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.2.0.0\lib\netstandard2.0\Microsoft.ML.Transforms.dll</HintPath>
+    </Reference>
+    <Reference Include="Newtonsoft.Json, Version=13.0.0.0, Culture=neutral, PublicKeyToken=30ad4fe6b2a6aeed, processorArchitecture=MSIL">
+      <HintPath>..\packages\Newtonsoft.Json.13.0.1\lib\net45\Newtonsoft.Json.dll</HintPath>
+    </Reference>
+    <Reference Include="System" />
+    <Reference Include="System.Buffers, Version=4.0.2.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Buffers.4.4.0\lib\netstandard2.0\System.Buffers.dll</HintPath>
+    </Reference>
+    <Reference Include="System.CodeDom, Version=4.0.1.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.CodeDom.4.5.0\lib\net461\System.CodeDom.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Collections.Immutable, Version=1.2.3.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Collections.Immutable.1.5.0\lib\netstandard2.0\System.Collections.Immutable.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Core" />
+    <Reference Include="System.Memory, Version=4.0.1.1, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Memory.4.5.3\lib\netstandard2.0\System.Memory.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Numerics" />
+    <Reference Include="System.Numerics.Vectors, Version=4.1.3.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Numerics.Vectors.4.4.0\lib\net46\System.Numerics.Vectors.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Runtime.CompilerServices.Unsafe, Version=4.0.4.1, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Runtime.CompilerServices.Unsafe.4.5.3\lib\net461\System.Runtime.CompilerServices.Unsafe.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Threading.Channels, Version=4.0.2.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Threading.Channels.4.7.1\lib\net461\System.Threading.Channels.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Threading.Tasks.Extensions, Version=4.2.0.1, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Threading.Tasks.Extensions.4.5.4\lib\net461\System.Threading.Tasks.Extensions.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Xml.Linq" />
+    <Reference Include="System.Data.DataSetExtensions" />
+    <Reference Include="Microsoft.CSharp" />
+    <Reference Include="System.Data" />
+    <Reference Include="System.Net.Http" />
+    <Reference Include="System.Xml" />
+  </ItemGroup>
+  <ItemGroup>
+    <Compile Include="Data.cs" />
+    <Compile Include="Program.cs" />
+    <Compile Include="Properties\AssemblyInfo.cs" />
+  </ItemGroup>
+  <ItemGroup>
+    <None Include="App.config" />
+    <None Include="packages.config" />
+  </ItemGroup>
+  <Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
+  <Target Name="EnsureNuGetPackageBuildImports" BeforeTargets="PrepareForBuild">
+    <PropertyGroup>
+      <ErrorText>Este proyecto hace referencia a los paquetes NuGet que faltan en este equipo. Use la restauración de paquetes NuGet para descargarlos. Para obtener más información, consulte http://go.microsoft.com/fwlink/?LinkID=322105. El archivo que falta es {0}.</ErrorText>
+    </PropertyGroup>
+    <Error Condition="!Exists('..\packages\Microsoft.ML.CpuMath.2.0.0\build\netstandard2.0\Microsoft.ML.CpuMath.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.CpuMath.2.0.0\build\netstandard2.0\Microsoft.ML.CpuMath.props'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.props'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.targets'))" />
+  </Target>
+  <Import Project="..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.targets" Condition="Exists('..\packages\Microsoft.ML.2.0.0\build\netstandard2.0\Microsoft.ML.targets')" />
+</Project>