Files
jube-fork/Accord.Math.Core/Matrix.MultiplyAndAdd.Generated.cs
richard-churchman cc0a2bee21 Extensive modifications to the serialisation of Neural Network models to support Newtonsoft Json.net rather than Binary Serializer.
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.
2023-12-24 10:22:22 +01:00

302 lines
12 KiB
C#

// Accord Math Library
// The Accord.NET Framework
// http://accord-framework.net
//
// Copyright © César Souza, 2009-2017
// cesarsouza at gmail.com
//
// This library is free software; you can redistribute it and/or
// modify it under the terms of the GNU Lesser General Public
// License as published by the Free Software Foundation; either
// version 2.1 of the License, or (at your option) any later version.
//
// This library is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
// Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public
// License along with this library; if not, write to the Free Software
// Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
//
// ======================================================================
// This code has been generated by a tool; do not edit manually. Instead,
// edit the T4 template Matrix.Elementwise2.tt so this file can be regenerated.
// ======================================================================
namespace Accord.Math
{
using System;
using Accord.Math;
using System.Runtime.CompilerServices;
public static partial class Elementwise
{
#pragma warning disable 1591
#region Matrix matrix
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static int[][] MultiplyAndAdd(this int[][] a, int b, int[][] c, int[][] result)
{
check<int, int, int, int>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.Length; i++)
for (int j = 0; j < result[i].Length; j++)
result[i][j] = (int)((int)(a[i][j]) * b + (int)(c[i][j]));
return result;
}
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static int[,] MultiplyAndAdd(this int[,] a, int b, int[,] c, int[,] result)
{
check<int, int, int, int>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.GetLength(0); i++)
for (int j = 0; j < result.GetLength(1); j++)
result[i, j] = (int)((int)(a[i, j]) * b + (int)(c[i, j]));
return result;
}
#endregion
#region Matrix matrix
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static float[][] MultiplyAndAdd(this float[][] a, float b, float[][] c, float[][] result)
{
check<float, float, float, float>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.Length; i++)
for (int j = 0; j < result[i].Length; j++)
result[i][j] = (float)((float)(a[i][j]) * b + (float)(c[i][j]));
return result;
}
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static float[,] MultiplyAndAdd(this float[,] a, float b, float[,] c, float[,] result)
{
check<float, float, float, float>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.GetLength(0); i++)
for (int j = 0; j < result.GetLength(1); j++)
result[i, j] = (float)((float)(a[i, j]) * b + (float)(c[i, j]));
return result;
}
#endregion
#region Matrix matrix
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static double[][] MultiplyAndAdd(this double[][] a, double b, double[][] c, double[][] result)
{
check<double, double, double, double>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.Length; i++)
for (int j = 0; j < result[i].Length; j++)
result[i][j] = (double)((double)(a[i][j]) * b + (double)(c[i][j]));
return result;
}
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static double[,] MultiplyAndAdd(this double[,] a, double b, double[,] c, double[,] result)
{
check<double, double, double, double>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.GetLength(0); i++)
for (int j = 0; j < result.GetLength(1); j++)
result[i, j] = (double)((double)(a[i, j]) * b + (double)(c[i, j]));
return result;
}
#endregion
#region Matrix matrix
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static byte[][] MultiplyAndAdd(this byte[][] a, byte b, byte[][] c, byte[][] result)
{
check<byte, byte, byte, byte>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.Length; i++)
for (int j = 0; j < result[i].Length; j++)
result[i][j] = (byte)((byte)(a[i][j]) * b + (byte)(c[i][j]));
return result;
}
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static byte[,] MultiplyAndAdd(this byte[,] a, byte b, byte[,] c, byte[,] result)
{
check<byte, byte, byte, byte>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.GetLength(0); i++)
for (int j = 0; j < result.GetLength(1); j++)
result[i, j] = (byte)((byte)(a[i, j]) * b + (byte)(c[i, j]));
return result;
}
#endregion
#region Matrix matrix
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static decimal[][] MultiplyAndAdd(this decimal[][] a, decimal b, decimal[][] c, decimal[][] result)
{
check<decimal, decimal, decimal, decimal>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.Length; i++)
for (int j = 0; j < result[i].Length; j++)
result[i][j] = (decimal)((decimal)(a[i][j]) * b + (decimal)(c[i][j]));
return result;
}
/// <summary>
/// Multiplies a matrix <c>A</c> with a scalar <c>b</c> and accumulates with <c>c</c>.
/// </summary>
///
/// <param name="a">The matrix <c>A</c>.</param>
/// <param name="b">The scalar <c>b</c>.</param>
/// <param name="c">The matrix <c>c</c>.</param>
/// <param name="result">The matrix where the result should be stored. Pass the same
/// matrix as one of the arguments to perform the operation in place.</param>
///
#if NET45 || NET46 || NET462 || NETSTANDARD2_0
[MethodImpl(MethodImplOptions.AggressiveInlining)]
#endif
public static decimal[,] MultiplyAndAdd(this decimal[,] a, decimal b, decimal[,] c, decimal[,] result)
{
check<decimal, decimal, decimal, decimal>(a: a, b: b, c: c, result: result);
for (int i = 0; i < result.GetLength(0); i++)
for (int j = 0; j < result.GetLength(1); j++)
result[i, j] = (decimal)((decimal)(a[i, j]) * b + (decimal)(c[i, j]));
return result;
}
#endregion
#pragma warning restore 1591
}
}