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.
718 lines
22 KiB
Plaintext
718 lines
22 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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<#@ import namespace="System.Text" #>
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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.Comparisons.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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// [GeneratedCode("Accord.NET T4 Templates", "3.6")]
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public static partial class Matrix
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{
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<#
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string[] types =
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{
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"Int32", "Int16",
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"Single", "Double",
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"Int64", "Decimal",
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"Byte", "sbyte",
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};
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Action<StringBuilder, string, string, string, string> doubleTests = (sb, a, b, A, B) =>
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{
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if ((a == "Double" || a == "Single") && (b == "Double" || b == "Single"))
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{
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sb.AppendLine(String.Format(" if ({0}.IsNaN(A) && {1}.IsNaN(B))", a, b));
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sb.AppendLine(" continue;");
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sb.AppendLine(String.Format(" if ({0}.IsNaN(A) ^ {1}.IsNaN(B))", a, b));
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sb.AppendLine(" return false;");
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sb.AppendLine(String.Format(" if ({0}.IsPositiveInfinity(A) ^ {1}.IsPositiveInfinity(B))", a, b));
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sb.AppendLine(" return false;");
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sb.AppendLine(String.Format(" if ({0}.IsNegativeInfinity(A) ^ {1}.IsNegativeInfinity(B))", a, b));
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sb.AppendLine(" return false;");
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}
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else if (a == "Double" || a == "Single")
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{
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sb.AppendLine(String.Format(" if ({0}.IsNaN(A))", a));
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sb.AppendLine(" return false;");
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sb.AppendLine(String.Format(" if ({0}.IsInfinity(A))", a));
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sb.AppendLine(" return false;");
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}
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else if (b == "Double" || b == "Single")
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{
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sb.AppendLine(String.Format(" if ({0}.IsNaN(B))", b));
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sb.AppendLine(" return false;");
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sb.AppendLine(String.Format(" if ({0}.IsInfinity(B))", b));
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sb.AppendLine(" return false;");
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}
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};
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Func<string, string, string, string, string> atol = (a, b, A, B) =>
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{
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StringBuilder sb = new StringBuilder();
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sb.AppendLine("{");
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if (a == "Decimal" || b == "Decimal")
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{
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sb.AppendLine(String.Format(" var A = {0};", A));
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sb.AppendLine(String.Format(" var B = {0};", B));
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doubleTests(sb, a, b, A, B);
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sb.AppendLine(String.Format(" decimal C = (decimal)A;", A));
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sb.AppendLine(String.Format(" decimal D = (decimal)B;", B));
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sb.AppendLine(" if (C == D)");
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sb.AppendLine(" continue;");
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}
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else
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{
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sb.AppendLine(String.Format(" var A = {0};", A));
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sb.AppendLine(String.Format(" var B = {0};", B));
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sb.AppendLine(" if (A == B)");
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sb.AppendLine(" continue;");
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doubleTests(sb, a, b, A, B);
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sb.AppendLine(String.Format(" var C = A;", A));
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sb.AppendLine(String.Format(" var D = B;", B));
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}
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sb.AppendLine(" if (Math.Abs(C - D) <= atol)");
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sb.AppendLine(" continue;");
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sb.AppendLine(" return false;");
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sb.AppendLine("}");
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string indent = new String(' ', 4 * 0);
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return indent + sb.ToString().Replace("\n", "\n" + indent);
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};
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Func<string, string, string, string, string> rtol = (a, b, A, B) =>
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{
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StringBuilder sb = new StringBuilder();
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sb.AppendLine("{");
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if (a == "Decimal" || b == "Decimal")
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{
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sb.AppendLine(String.Format(" var A = {0};", A));
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sb.AppendLine(String.Format(" var B = {0};", B));
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doubleTests(sb, a, b, A, B);
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sb.AppendLine(String.Format(" decimal C = (decimal)A;", A));
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sb.AppendLine(String.Format(" decimal D = (decimal)B;", B));
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sb.AppendLine(" if (C == D)");
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sb.AppendLine(" continue;");
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}
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else
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{
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sb.AppendLine(String.Format(" var A = {0};", A));
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sb.AppendLine(String.Format(" var B = {0};", B));
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sb.AppendLine(" if (A == B)");
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sb.AppendLine(" continue;");
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doubleTests(sb, a, b, A, B);
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sb.AppendLine(String.Format(" var C = A;", A));
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sb.AppendLine(String.Format(" var D = B;", B));
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}
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sb.AppendLine(" var delta = Math.Abs(C - D);");
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sb.AppendLine(" if (C == 0)");
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sb.AppendLine(" {");
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sb.AppendLine(" if (delta <= rtol)");
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sb.AppendLine(" continue;");
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sb.AppendLine(" }");
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sb.AppendLine(" else if (D == 0)");
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sb.AppendLine(" {");
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sb.AppendLine(" if (delta <= rtol)");
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sb.AppendLine(" continue;");
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sb.AppendLine(" }");
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sb.AppendLine();
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sb.AppendLine(" if (delta <= Math.Abs(C) * rtol)");
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sb.AppendLine(" continue;");
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sb.AppendLine(" return false;");
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sb.AppendLine("}");
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string indent = new String(' ', 4 * 0);
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return indent + sb.ToString().Replace("\n", "\n" + indent);
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};
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Func<string, string, string, string, string> notol = (a, b, A, B) =>
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{
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StringBuilder sb = new StringBuilder();
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sb.AppendLine("{");
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if (a == "Decimal" || b == "Decimal")
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{
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sb.AppendLine(String.Format(" var A = (decimal){0};", A));
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sb.AppendLine(String.Format(" var B = (decimal){0};", B));
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sb.AppendLine(" if (A != B)");
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sb.AppendLine(" return false;");
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}
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else
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{
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sb.AppendLine(String.Format(" var A = {0};", A));
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sb.AppendLine(String.Format(" var B = {0};", B));
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doubleTests(sb, a, b, A, B);
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sb.AppendLine(" if (A != B)");
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sb.AppendLine(" return false;");
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}
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sb.AppendLine("}");
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string indent = new String(' ', 4 * 0);
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return indent + sb.ToString().Replace("\n", "\n" + indent);
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};
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Func<string, string, string, string, string> reference = (a, b, A, B) =>
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{
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StringBuilder sb = new StringBuilder();
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if (a + A == b + B)
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{
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sb.AppendLine(" if (a == b)");
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sb.AppendLine(" return true;");
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}
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if (!String.IsNullOrEmpty(A) && String.IsNullOrEmpty(B))
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{
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sb.AppendLine(" if (a == null)");
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sb.AppendLine(" return true;");
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}
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else if (String.IsNullOrEmpty(A) && !String.IsNullOrEmpty(B))
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{
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sb.AppendLine(" if (b == null)");
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sb.AppendLine(" return true;");
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}
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else
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{
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sb.AppendLine(" if (a == null && b == null)");
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sb.AppendLine(" return true;");
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sb.AppendLine(" if (a == null ^ b == null)");
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sb.AppendLine(" return false;");
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}
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if (!String.IsNullOrEmpty(A) && !String.IsNullOrEmpty(B))
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{
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sb.AppendLine(" int[] la = a.GetLength(true);");
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sb.AppendLine(" int[] lb = b.GetLength(true);");
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sb.AppendLine(" if (la.Length != lb.Length)");
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sb.AppendLine(" return false;");
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sb.AppendLine(" for (int i = 0; i < la.Length; i++)");
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sb.AppendLine(" if (la[i] != lb[i])");
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sb.AppendLine(" return false;");
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}
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return sb.ToString();
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};
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Func<string, string, string> symmetric = (a, A) =>
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{
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StringBuilder sb = new StringBuilder();
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sb.AppendLine(" if (!a.IsSquare())");
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sb.AppendLine(" return false;");
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return sb.ToString();
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};
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foreach (string a in types)
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{
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foreach (string b in types)
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{
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string tr = "Double";
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string ta = null;
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if (a == "Decimal" || b == "Decimal")
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{
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ta = "Decimal";
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tr = "Decimal";
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}
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else if (a == "Double" || b == "Double")
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ta = "Double";
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else if (a == "Single" || b == "Single")
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ta = "Single";
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else if (a == "Int64" || b == "Int64")
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ta = "Int64";
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else if (a == "Int32" || b == "Int32")
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ta = "Int32";
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else if (a == "Int16" || b == "Int16")
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ta = "Int16";
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else if (a == "Byte" || b == "Byte")
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ta = "Byte";
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else if (a == "sbyte" || b == "sbyte")
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ta = "byte";
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#>
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/// <summary>
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/// Determines whether two vectors contain the same values.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static bool IsEqual(this <#=a#>[] a, <#=b#>[] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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{
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<#=reference(a, b, "[]", "[]")#>
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if (rtol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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<#=rtol(a, b, "a[i]", "b[i]")#>
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}
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else if (atol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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<#=atol(a, b, "a[i]", "b[i]")#>
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}
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else
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{
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for (int i = 0; i < a.Length; i++)
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<#=notol(a, b, "a[i]", "b[i]")#>
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}
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return true;
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}
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/// <summary>
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/// Determines whether two matrices contain the same values.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static bool IsEqual(this <#=a#>[,] a, <#=b#>[,] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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{
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<#=reference(a, b, "[,]", "[,]")#>
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unsafe
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{
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fixed (<#=a#>* ptrA = a)
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fixed (<#=b#>* ptrB = b)
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{
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if (rtol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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<#=rtol(a, b, "ptrA[i]", "ptrB[i]")#>
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}
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else if (atol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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<#=atol(a, b, "ptrA[i]", "ptrB[i]")#>
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}
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else
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{
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for (int i = 0; i < a.Length; i++)
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<#=notol(a, b, "ptrA[i]", "ptrB[i]")#>
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}
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}
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}
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return true;
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}
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/// <summary>
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/// Determines whether two matrices contain the same values.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static bool IsEqual(this <#=a#>[,] a, <#=b#>[][] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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{
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<#=reference(a, b, "[,]", "[][]")#>
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if (rtol > 0)
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{
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for (int i = 0; i < b.Length; i++)
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for (int j = 0; j < b[i].Length; j++)
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<#=rtol(a, b, "a[i, j]", "b[i][j]")#>
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}
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else if (atol > 0)
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{
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for (int i = 0; i < b.Length; i++)
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for (int j = 0; j < b[i].Length; j++)
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<#=atol(a, b, "a[i, j]", "b[i][j]")#>
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}
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else
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{
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for (int i = 0; i < b.Length; i++)
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for (int j = 0; j < b[i].Length; j++)
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<#=notol(a, b, "a[i, j]", "b[i][j]")#>
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}
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return true;
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}
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/// <summary>
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/// Determines whether two matrices contain the same values.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static bool IsEqual(this <#=a#>[][] a, <#=b#>[,] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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{
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<#=reference(a, b, "[][]", "[,]")#>
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if (rtol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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for (int j = 0; j < a[i].Length; j++)
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<#=rtol(a, b, "a[i][j]", "b[i, j]")#>
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}
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else if (atol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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for (int j = 0; j < a[i].Length; j++)
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<#=atol(a, b, "a[i][j]", "b[i, j]")#>
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}
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else
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{
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for (int i = 0; i < a.Length; i++)
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for (int j = 0; j < a[i].Length; j++)
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<#=notol(a, b, "a[i][j]", "b[i, j]")#>
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}
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return true;
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}
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/// <summary>
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/// Determines whether two matrices contain the same values.
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/// </summary>
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///
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#if NET45 || NET46 || NET462 || NETSTANDARD
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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#endif
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public static bool IsEqual(this <#=a#>[][] a, <#=b#>[][] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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{
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<#=reference(a, b, "[][]", "[][]")#>
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if (rtol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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for (int j = 0; j < a[i].Length; j++)
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<#=rtol(a, b, "a[i][j]", "b[i][j]")#>
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}
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else if (atol > 0)
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{
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for (int i = 0; i < a.Length; i++)
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for (int j = 0; j < a[i].Length; j++)
|
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<#=atol(a, b, "a[i][j]", "b[i][j]")#>
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}
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else
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{
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for (int i = 0; i < a.Length; i++)
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for (int j = 0; j < a[i].Length; j++)
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<#=notol(a, b, "a[i][j]", "b[i][j]")#>
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}
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return true;
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|
}
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/// <summary>
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|
/// Determines whether two vectors contain the same values.
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|
/// </summary>
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|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#>[] a, <#=b#> b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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|
{
|
|
<#=reference(a, b, "[]", "")#>
|
|
if (rtol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
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<#=rtol(a, b, "a[i]", "b")#>
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|
}
|
|
else if (atol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
<#=atol(a, b, "a[i]", "b")#>
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|
}
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|
else
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|
{
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|
for (int i = 0; i < a.Length; i++)
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<#=notol(a, b, "a[i]", "b")#>
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}
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return true;
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}
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/// <summary>
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|
/// Determines whether two matrices contain the same values.
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|
/// </summary>
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|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
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|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#>[,] a, <#=b#> b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
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|
{
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|
<#=reference(a, b, "[,]", "")#>
|
|
unsafe
|
|
{
|
|
fixed (<#=a#>* ptrA = a)
|
|
{
|
|
if (rtol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
<#=rtol(a, b, "ptrA[i]", "b")#>
|
|
}
|
|
else if (atol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
<#=atol(a, b, "ptrA[i]", "b")#>
|
|
}
|
|
else
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
<#=notol(a, b, "ptrA[i]", "b")#>
|
|
}
|
|
}
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
/// <summary>
|
|
/// Determines whether two matrices contain the same values.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#>[][] a, <#=b#> b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
<#=reference(a, b, "[][]", "")#>
|
|
if (rtol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
for (int j = 0; j < a[i].Length; j++)
|
|
<#=rtol(a, b, "a[i][j]", "b")#>
|
|
|
|
}
|
|
else if (atol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
for (int j = 0; j < a[i].Length; j++)
|
|
<#=atol(a, b, "a[i][j]", "b")#>
|
|
}
|
|
else
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
for (int j = 0; j < a[i].Length; j++)
|
|
<#=notol(a, b, "a[i][j]", "b")#>
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
/// <summary>
|
|
/// Determines whether two vectors contain the same values.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#> a, <#=b#>[] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
return IsEqual(b, a, rtol, atol);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Determines whether two matrices contain the same values.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#> a, <#=b#>[,] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
return IsEqual(b, a, rtol, atol);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Determines whether two matrices contain the same values.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#> a, <#=b#>[][] b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
return IsEqual(b, a, rtol, atol);
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
/// <summary>
|
|
/// Determines whether two vectors contain the same values.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsEqual(this <#=a#> a, <#=b#> b, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
if (rtol > 0)
|
|
{
|
|
<#=rtol(a, b, "a", "b").Replace("continue;","return true;")#>
|
|
}
|
|
else if (atol > 0)
|
|
{
|
|
<#=atol(a, b, "a", "b").Replace("continue;","return true;")#>
|
|
}
|
|
else
|
|
{
|
|
<#=notol(a, b, "a", "b").Replace("continue;","return true;")#>
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<#
|
|
}
|
|
}
|
|
|
|
foreach (string a in types)
|
|
{
|
|
string tr = "Double";
|
|
string ta = null;
|
|
if (a == "Decimal")
|
|
{
|
|
ta = "Decimal";
|
|
tr = "Decimal";
|
|
}
|
|
else if (a == "Double")
|
|
ta = "Double";
|
|
else if (a == "Single")
|
|
ta = "Single";
|
|
else if (a == "Int64")
|
|
ta = "Int64";
|
|
else if (a == "Int32")
|
|
ta = "Int32";
|
|
else if (a == "Int16")
|
|
ta = "Int16";
|
|
else if (a == "Byte")
|
|
ta = "Byte";
|
|
else if (a == "sbyte")
|
|
ta = "byte";
|
|
#>
|
|
|
|
/// <summary>
|
|
/// Determines a matrix is symmetric.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsSymmetric(this <#=a#>[][] a, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
<#=symmetric(a, "[][]")#>
|
|
if (rtol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
for (int j = 0; j < a[i].Length; j++)
|
|
<#=rtol(a, a, "a[i][j]", "a[j][i]")#>
|
|
}
|
|
else if (atol > 0)
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
for (int j = 0; j < a[i].Length; j++)
|
|
<#=atol(a, a, "a[i][j]", "a[j][i]")#>
|
|
}
|
|
else
|
|
{
|
|
for (int i = 0; i < a.Length; i++)
|
|
for (int j = 0; j < a[i].Length; j++)
|
|
<#=notol(a, a, "a[i][j]", "a[j][i]")#>
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
/// <summary>
|
|
/// Determines a matrix is symmetric.
|
|
/// </summary>
|
|
///
|
|
#if NET45 || NET46 || NET462 || NETSTANDARD
|
|
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
|
#endif
|
|
public static bool IsSymmetric(this <#=a#>[,] a, <#=ta#> atol = 0, <#=tr#> rtol = 0)
|
|
{
|
|
<#=symmetric(a, "[,]")#>
|
|
if (rtol > 0)
|
|
{
|
|
for (int i = 0; i < a.Rows(); i++)
|
|
for (int j = 0; j < i; j++)
|
|
<#=rtol(a, a, "a[i, j]", "a[j, i]")#>
|
|
}
|
|
else if (atol > 0)
|
|
{
|
|
for (int i = 0; i < a.Rows(); i++)
|
|
for (int j = 0; j < i; j++)
|
|
<#=atol(a, a, "a[i, j]", "a[j, i]")#>
|
|
}
|
|
else
|
|
{
|
|
for (int i = 0; i < a.Rows(); i++)
|
|
for (int j = 0; j < i; j++)
|
|
<#=notol(a, a, "a[i, j]", "a[j, i]")#>
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
|
|
|
|
<#
|
|
}
|
|
#>
|
|
}
|
|
} |