LinearAlgebra.cpp 9.1 KB

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  1. /*
  2. * Copyright (c) Contributors to the Open 3D Engine Project.
  3. * For complete copyright and license terms please see the LICENSE at the root of this distribution.
  4. *
  5. * SPDX-License-Identifier: Apache-2.0 OR MIT
  6. *
  7. */
  8. #include <LinearAlgebra.h>
  9. #include <AzCore/Memory/SystemAllocator.h>
  10. #include <AzCore/Math/MathUtils.h>
  11. namespace NumericalMethods
  12. {
  13. VectorVariable::VectorVariable(AZ::u32 dimension)
  14. {
  15. m_values.resize(dimension, 0.0);
  16. }
  17. VectorVariable VectorVariable::CreateFromVector(const AZStd::vector<double>& values)
  18. {
  19. VectorVariable result;
  20. result.m_values = values;
  21. return result;
  22. }
  23. AZ::u32 VectorVariable::GetDimension() const
  24. {
  25. return static_cast<AZ::u32>(m_values.size());
  26. }
  27. double& VectorVariable::operator[](AZ::u32 index)
  28. {
  29. AZ_Assert(index < m_values.size(), "Invalid VectorVariable index.");
  30. return m_values[index];
  31. }
  32. double VectorVariable::operator[](AZ::u32 index) const
  33. {
  34. AZ_Assert(index < m_values.size(), "Invalid VectorVariable index.");
  35. return m_values[index];
  36. }
  37. VectorVariable VectorVariable::operator+(const VectorVariable& rhs) const
  38. {
  39. const AZ::u32 dimension = GetDimension();
  40. AZ_Assert(dimension == rhs.GetDimension(), "VectorVariable dimensions do not match.");
  41. VectorVariable result(dimension);
  42. for (AZ::u32 i = 0; i < dimension; i++)
  43. {
  44. result.m_values[i] = m_values[i] + rhs[i];
  45. }
  46. return result;
  47. }
  48. VectorVariable VectorVariable::operator+=(const VectorVariable& rhs)
  49. {
  50. const AZ::u32 dimension = GetDimension();
  51. AZ_Assert(dimension == rhs.GetDimension(), "VectorVariable dimensions do not match.");
  52. for (AZ::u32 i = 0; i < dimension; i++)
  53. {
  54. m_values[i] += rhs[i];
  55. }
  56. return *this;
  57. }
  58. VectorVariable VectorVariable::operator-() const
  59. {
  60. const AZ::u32 dimension = GetDimension();
  61. VectorVariable result(dimension);
  62. for (AZ::u32 i = 0; i < dimension; i++)
  63. {
  64. result[i] = -m_values[i];
  65. }
  66. return result;
  67. }
  68. VectorVariable VectorVariable::operator-(const VectorVariable& rhs) const
  69. {
  70. const AZ::u32 dimension = GetDimension();
  71. AZ_Assert(dimension == rhs.GetDimension(), "VectorVariable dimensions do not match.");
  72. VectorVariable result(dimension);
  73. for (AZ::u32 i = 0; i < dimension; i++)
  74. {
  75. result[i] = m_values[i] - rhs[i];
  76. }
  77. return result;
  78. }
  79. VectorVariable VectorVariable::operator-=(const VectorVariable& rhs)
  80. {
  81. const AZ::u32 dimension = GetDimension();
  82. AZ_Assert(dimension == rhs.GetDimension(), "VectorVariable dimensions do not match.");
  83. for (AZ::u32 i = 0; i < dimension; i++)
  84. {
  85. m_values[i] -= rhs[i];
  86. }
  87. return *this;
  88. }
  89. VectorVariable VectorVariable::operator*(const double rhs) const
  90. {
  91. const AZ::u32 dimension = GetDimension();
  92. VectorVariable result(dimension);
  93. for (AZ::u32 i = 0; i < dimension; i++)
  94. {
  95. result[i] = m_values[i] * rhs;
  96. }
  97. return result;
  98. }
  99. double VectorVariable::Norm() const
  100. {
  101. const AZ::u32 dimension = GetDimension();
  102. double sumSquares = 0.0;
  103. for (AZ::u32 i = 0; i < dimension; i++)
  104. {
  105. sumSquares += m_values[i] * m_values[i];
  106. }
  107. return sqrt(sumSquares);
  108. }
  109. double VectorVariable::Dot(const VectorVariable& rhs) const
  110. {
  111. const AZ::u32 dimension = GetDimension();
  112. AZ_Assert(dimension == rhs.GetDimension(), "VectorVariable dimensions do not match.");
  113. double result = 0.0;
  114. for (AZ::u32 i = 0; i < dimension; i++)
  115. {
  116. result += m_values[i] * rhs[i];
  117. }
  118. return result;
  119. }
  120. const AZStd::vector<double>& VectorVariable::GetValues() const
  121. {
  122. return m_values;
  123. }
  124. VectorVariable operator*(const double lhs, const VectorVariable& rhs)
  125. {
  126. const AZ::u32 dimension = rhs.GetDimension();
  127. VectorVariable result(dimension);
  128. for (AZ::u32 i = 0; i < dimension; i++)
  129. {
  130. result[i] = lhs * rhs[i];
  131. }
  132. return result;
  133. }
  134. MatrixVariable::MatrixVariable(AZ::u32 numRows, AZ::u32 numColumns)
  135. {
  136. m_numRows = numRows;
  137. m_numColumns = numColumns;
  138. m_values.clear();
  139. m_values.resize(m_numRows * m_numColumns, 0.0);
  140. }
  141. double& MatrixVariable::Element(AZ::u32 row, AZ::u32 column)
  142. {
  143. AZ_Assert(row < m_numRows && column < m_numColumns, "Invalid matrix index.");
  144. return m_values[row * m_numColumns + column];
  145. }
  146. double MatrixVariable::Element(AZ::u32 row, AZ::u32 column) const
  147. {
  148. AZ_Assert(row < m_numRows && column < m_numColumns, "Invalid matrix index.");
  149. return m_values[row * m_numColumns + column];
  150. }
  151. AZ::u32 MatrixVariable::GetNumRows() const
  152. {
  153. return m_numRows;
  154. }
  155. AZ::u32 MatrixVariable::GetNumColumns() const
  156. {
  157. return m_numColumns;
  158. }
  159. MatrixVariable MatrixVariable::operator+(const MatrixVariable& rhs) const
  160. {
  161. AZ_Assert(m_numRows == rhs.m_numRows && m_numColumns == rhs.m_numColumns, "Matrix dimensions do not match.");
  162. MatrixVariable result(m_numRows, m_numColumns);
  163. for (AZ::u32 row = 0; row < m_numRows; row++)
  164. {
  165. for (AZ::u32 column = 0; column < m_numColumns; column++)
  166. {
  167. result.Element(row, column) = Element(row, column) + rhs.Element(row, column);
  168. }
  169. }
  170. return result;
  171. }
  172. MatrixVariable MatrixVariable::operator+=(const MatrixVariable& rhs)
  173. {
  174. AZ_Assert(m_numRows == rhs.m_numRows && m_numColumns == rhs.m_numColumns, "Matrix dimensions do not match.");
  175. for (AZ::u32 row = 0; row < m_numRows; row++)
  176. {
  177. for (AZ::u32 column = 0; column < m_numColumns; column++)
  178. {
  179. Element(row, column) += rhs.Element(row, column);
  180. }
  181. }
  182. return *this;
  183. }
  184. MatrixVariable MatrixVariable::operator-(const MatrixVariable& rhs) const
  185. {
  186. MatrixVariable result(m_numRows, m_numColumns);
  187. for (AZ::u32 row = 0; row < m_numRows; row++)
  188. {
  189. for (AZ::u32 column = 0; column < m_numColumns; column++)
  190. {
  191. result.Element(row, column) = Element(row, column) - rhs.Element(row, column);
  192. }
  193. }
  194. return result;
  195. }
  196. MatrixVariable MatrixVariable::operator/(const double divisor) const
  197. {
  198. MatrixVariable result(m_numRows, m_numColumns);
  199. for (AZ::u32 row = 0; row < m_numRows; row++)
  200. {
  201. for (AZ::u32 column = 0; column < m_numColumns; column++)
  202. {
  203. result.Element(row, column) = Element(row, column) / divisor;
  204. }
  205. }
  206. return result;
  207. }
  208. VectorVariable operator*(const MatrixVariable& lhs, const VectorVariable& rhs)
  209. {
  210. AZ_Assert(lhs.GetNumColumns() == rhs.GetDimension(), "Matrix and vector dimensions do not match.");
  211. VectorVariable result(lhs.GetNumRows());
  212. for (AZ::u32 row = 0; row < lhs.GetNumRows(); row++)
  213. {
  214. result[row] = 0.0;
  215. for (AZ::u32 column = 0; column < lhs.GetNumColumns(); column++)
  216. {
  217. result[row] += lhs.Element(row, column) * rhs[column];
  218. }
  219. }
  220. return result;
  221. }
  222. MatrixVariable operator*(const MatrixVariable& lhs, const MatrixVariable& rhs)
  223. {
  224. AZ_Assert(lhs.GetNumColumns() == rhs.GetNumRows(), "Invalid matrix dimensions for multiplication.");
  225. MatrixVariable result(lhs.GetNumRows(), rhs.GetNumColumns());
  226. for (AZ::u32 row = 0; row < lhs.GetNumRows(); row++)
  227. {
  228. for (AZ::u32 column = 0; column < rhs.GetNumColumns(); column++)
  229. {
  230. result.Element(row, column) = 0.0;
  231. for (AZ::u32 i = 0; i < lhs.GetNumColumns(); i++)
  232. {
  233. result.Element(row, column) += lhs.Element(row, i) * rhs.Element(i, column);
  234. }
  235. }
  236. }
  237. return result;
  238. }
  239. MatrixVariable operator*(double lhs, const MatrixVariable& rhs)
  240. {
  241. MatrixVariable result(rhs.GetNumRows(), rhs.GetNumColumns());
  242. const AZ::u32 numRows = rhs.GetNumRows();
  243. const AZ::u32 numColumns = rhs.GetNumColumns();
  244. for (AZ::u32 row = 0; row < numRows; row++)
  245. {
  246. for (AZ::u32 column = 0; column < numColumns; column++)
  247. {
  248. result.Element(row, column) = lhs * rhs.Element(row, column);
  249. }
  250. }
  251. return result;
  252. }
  253. MatrixVariable OuterProduct(const VectorVariable& x, const VectorVariable& y)
  254. {
  255. MatrixVariable result(x.GetDimension(), y.GetDimension());
  256. for (AZ::u32 r = 0; r < x.GetDimension(); r++)
  257. {
  258. for (AZ::u32 c = 0; c < y.GetDimension(); c++)
  259. {
  260. result.Element(r, c) = x[r] * y[c];
  261. }
  262. }
  263. return result;
  264. }
  265. } // namespace NumericalMethods