mirror of
https://github.com/hanzoai/jube-fork.git
synced 2026-10-30 18:33:33 +00:00
richard-churchman
cc0a2bee21
Included open-source Accord.net library code natively to the solution given the deprecated state of that project. Accord.net will be supported inside Jube for own needs (such as upgrading to .Net 7+). Accord.net libraries modified to compile to .Net 6. Modified Accord.net libraries to better support Newtonsoft Json.net serialisation. Included annotations in the Accord.net libraries to house important dependency statistics. Serialised json can be used independently of Jube to recall a Neural Network. Removal of Binary Serializer totally as a precursor to the projects support of .Net 7+. Extensive bug fixing in crucial functions of Neural Network training and recall. While this part of the system remains in Alpha, it is substantially more fit for purpose.
415 lines
13 KiB
Plaintext
415 lines
13 KiB
Plaintext
<#@ template debug="false" hostspecific="true" language="C#" #>
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<#@ output extension="Generated.cs" #>
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<#@ import namespace="Microsoft.VisualStudio.TextTemplating" #>
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<#@ include file="T4Toolbox.tt" #>
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// Accord Math Library
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// The Accord.NET Framework
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// http://accord-framework.net
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//
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// Copyright © César Souza, 2009-2017
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// cesarsouza at gmail.com
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//
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// This library is free software; you can redistribute it and/or
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// modify it under the terms of the GNU Lesser General Public
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// License as published by the Free Software Foundation; either
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// version 2.1 of the License, or (at your option) any later version.
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//
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// This library is distributed in the hope that it will be useful,
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// but WITHOUT ANY WARRANTY; without even the implied warranty of
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// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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// Lesser General Public License for more details.
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//
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// You should have received a copy of the GNU Lesser General Public
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// License along with this library; if not, write to the Free Software
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// Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
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//
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// ======================================================================
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// This code has been generated by a tool; do not edit manually. Instead,
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// edit the T4 template Matrix.Elementwise.tt so this file can be regenerated.
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// ======================================================================
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namespace Accord.Math
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{
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using System;
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using System.CodeDom.Compiler;
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using Accord.Math;
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using System.Runtime.CompilerServices;
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public static partial class Elementwise
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{
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private static TOutput[] VectorCreateAs<TInput, TOutput>(TInput[] vector)
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{
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return new TOutput[vector.Length];
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}
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private static TOutput[,] MatrixCreateAs<TInput, TOutput>(TInput[,] matrix)
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{
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return new TOutput[matrix.GetLength(0), matrix.GetLength(1)];
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}
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private static TOutput[][] JaggedCreateAs<TInput, TOutput>(TInput[][] matrix)
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{
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var r = new TOutput[matrix.Length][];
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for (int i = 0; i < r.Length; i++)
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r[i] = new TOutput[matrix[i].Length];
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return r;
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}
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private static TOutput[,] MatrixCreateAs<TInput, TOutput>(TInput[][] matrix)
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{
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return new TOutput[matrix.Length, matrix[0].Length];
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}
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private static TOutput[][] JaggedCreateAs<TInput, TOutput>(TInput[,] matrix)
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{
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var r = new TOutput[matrix.GetLength(0)][];
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for (int i = 0; i < r.Length; i++)
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r[i] = new TOutput[matrix.GetLength(1)];
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return r;
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}
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private static T[,] MemberwiseClone<T>(this T[,] matrix)
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{
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return (T[,])matrix.Clone();
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}
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private static T[][] MemberwiseClone<T>(this T[][] matrix)
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{
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T[][] r = new T[matrix.Length][];
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for (int i = 0; i < matrix.Length; i++)
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r[i] = (T[])matrix[i].Clone();
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return r;
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}
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<#
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string[] types =
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{
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"int", "short",
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"float", "double",
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"long", "decimal",
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//"byte", "sbyte",
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};
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string[][] operations =
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{
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new string[] { "Exp", "exponential", "Math.Exp((double)v)", "double" },
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new string[] { "Log", "logarithm", "Math.Log((double)v)", "double" },
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new string[] { "Sign", "sign", "Math.Sign(v)" },
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new string[] { "Abs", "absolute value", "Math.Abs(v)" },
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new string[] { "Sqrt", "square-root", "Math.Sqrt((double)v)", "double" },
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new string[] { "SignSqrt", "signed square-root", "Math.Sign(v) * Math.Sqrt((double)v)", "double" },
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new string[] { "Floor", "floor", "Math.Floor((double)v)", "double" },
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new string[] { "Ceiling", "ceiling", "Math.Ceiling((double)v)", "double" },
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new string[] { "Round", "round", "Math.Round((double)v)", "double" },
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};
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foreach (string a in types)
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{
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foreach (string[] opt in operations)
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{
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string method = opt[0];
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string name = opt[1];
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string code = opt[2];
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string r = a;
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if (opt.Length >= 4)
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r = opt[3];
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#>
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[] <#=method#>(this <#=a#>[] value)
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{
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return <#=method#>(value, new <#=r#>[value.Length]);
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[,] <#=method#>(this <#=a#>[,] value)
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{
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return <#=method#>(value, MatrixCreateAs<<#=a#>, <#=r#>>(value));
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[][] <#=method#>(this <#=a#>[][] value)
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{
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return <#=method#>(value, JaggedCreateAs<<#=a#>, <#=r#>>(value));
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}
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<#
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}
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}
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foreach (string a in types)
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{
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foreach (string r in types)
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{
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foreach (string[] opt in operations)
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{
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string method = opt[0];
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string name = opt[1];
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string code = opt[2];
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#>
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="result">The vector where the result should be stored. Pass the same
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/// vector as <paramref name="value"/> to perform the operation in place.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[] <#=method#>(this <#=a#>[] value, <#=r#>[] result)
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{
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for (int i = 0; i < value.Length; i++)
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{
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var v = value[i];
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result[i] = (<#=r#>)(<#=code#>);
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}
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return result;
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="result">The vector where the result should be stored. Pass the same
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/// vector as <paramref name="value"/> to perform the operation in place.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[,] <#=method#>(this <#=a#>[,] value, <#=r#>[,] result)
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{
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unsafe
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{
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fixed (<#=a#>* ptrV = value)
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fixed (<#=r#>* ptrR = result)
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{
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var pv = ptrV;
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var pr = ptrR;
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for (int j = 0; j < result.Length; j++, pv++, pr++)
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{
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var v = *pv;
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*pr = (<#=r#>)(<#=code#>);
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}
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}
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}
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return result;
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="result">The vector where the result should be stored. Pass the same
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/// vector as <paramref name="value"/> to perform the operation in place.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[][] <#=method#>(this <#=a#>[][] value, <#=r#>[][] result)
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{
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unsafe
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{
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for (int i = 0; i < value.Length; i++)
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{
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for (int j = 0; j < value[i].Length; j++)
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{
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var v = value[i][j];
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result[i][j] = (<#=r#>)(<#=code#>);
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}
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}
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}
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return result;
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}
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<#
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}
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}
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}
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operations = new string[][]
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{
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new string[] { "SignedPow", "signed power", "Math.Sign(v) * Math.Pow((double)Math.Abs(v), y)" },
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new string[] { "Pow", "power", "Math.Pow((double)Math.Abs(v), y)" },
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};
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foreach (string a in types)
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{
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foreach (string[] opt in operations)
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{
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string method = opt[0];
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string name = opt[1];
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string code = opt[2];
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string r = a;
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if (opt.Length >= 4)
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r = opt[3];
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#>
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="y">A power.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[] <#=method#>(this <#=a#>[] value, double y)
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{
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return <#=method#>(value, y, new <#=r#>[value.Length]);
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="y">A power.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[,] <#=method#>(this <#=a#>[,] value, double y)
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{
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return <#=method#>(value, y, MatrixCreateAs<<#=a#>, <#=r#>>(value));
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="y">A power.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[][] <#=method#>(this <#=a#>[][] value, double y)
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{
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return <#=method#>(value, y, JaggedCreateAs<<#=a#>, <#=r#>>(value));
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}
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<#
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}
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}
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foreach (string a in types)
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{
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foreach (string r in types)
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{
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foreach (string[] opt in operations)
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{
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string method = opt[0];
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string name = opt[1];
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string code = opt[2];
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#>
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="y">A power.</param>
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/// <param name="result">The vector where the result should be stored. Pass the same
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/// vector as <paramref name="value"/> to perform the operation in place.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[] <#=method#>(this <#=a#>[] value, double y, <#=r#>[] result)
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{
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for (int i = 0; i < value.Length; i++)
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{
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var v = value[i];
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result[i] = (<#=r#>)(<#=code#>);
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}
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return result;
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="y">A power.</param>
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/// <param name="result">The vector where the result should be stored. Pass the same
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/// vector as <paramref name="value"/> to perform the operation in place.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[,] <#=method#>(this <#=a#>[,] value, double y, <#=r#>[,] result)
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{
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unsafe
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{
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fixed (<#=a#>* ptrV = value)
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fixed (<#=r#>* ptrR = result)
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{
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var pv = ptrV;
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var pr = ptrR;
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for (int j = 0; j < result.Length; j++, pv++, pr++)
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{
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var v = *pv;
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*pr = (<#=r#>)(<#=code#>);
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}
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}
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}
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return result;
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}
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/// <summary>
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/// Elementwise <#=name#>.
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/// </summary>
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///
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/// <param name="value">A matrix.</param>
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/// <param name="y">A power.</param>
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/// <param name="result">The vector where the result should be stored. Pass the same
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/// vector as <paramref name="value"/> to perform the operation in place.</param>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD2_0
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static <#=r#>[][] <#=method#>(this <#=a#>[][] value, double y, <#=r#>[][] result)
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{
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unsafe
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{
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for (int i = 0; i < value.Length; i++)
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{
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for (int j = 0; j < value[i].Length; j++)
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{
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var v = value[i][j];
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result[i][j] = (<#=r#>)(<#=code#>);
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}
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}
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}
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return result;
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}
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<#
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}
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}
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}
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#>
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}
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} |