AlkantarClanX12
Current Path : /home/thanudqk/www/wp-content/plugins/tablepress/libraries/vendor/Matrix/Decomposition/ |
Current File : /home/thanudqk/www/wp-content/plugins/tablepress/libraries/vendor/Matrix/Decomposition/QR.php |
<?php namespace TablePress\Matrix\Decomposition; use TablePress\Matrix\Exception; use TablePress\Matrix\Matrix; class QR { private $qrMatrix; private $rows; private $columns; private $rDiagonal = []; public function __construct(TablePress\Matrix $matrix) { $this->qrMatrix = $matrix->toArray(); $this->rows = $matrix->rows; $this->columns = $matrix->columns; $this->decompose(); } public function getHouseholdVectors(): TablePress\Matrix { $householdVectors = []; for ($row = 0; $row < $this->rows; ++$row) { for ($column = 0; $column < $this->columns; ++$column) { if ($row >= $column) { $householdVectors[$row][$column] = $this->qrMatrix[$row][$column]; } else { $householdVectors[$row][$column] = 0.0; } } } return new Matrix($householdVectors); } public function getQ(): TablePress\Matrix { $qGrid = []; $rowCount = $this->rows; for ($k = $this->columns - 1; $k >= 0; --$k) { for ($i = 0; $i < $this->rows; ++$i) { $qGrid[$i][$k] = 0.0; } $qGrid[$k][$k] = 1.0; if ($this->columns > $this->rows) { $qGrid = array_slice($qGrid, 0, $this->rows); } for ($j = $k; $j < $this->columns; ++$j) { if (isset($this->qrMatrix[$k], $this->qrMatrix[$k][$k]) && $this->qrMatrix[$k][$k] != 0.0) { $s = 0.0; for ($i = $k; $i < $this->rows; ++$i) { $s += $this->qrMatrix[$i][$k] * $qGrid[$i][$j]; } $s = -$s / $this->qrMatrix[$k][$k]; for ($i = $k; $i < $this->rows; ++$i) { $qGrid[$i][$j] += $s * $this->qrMatrix[$i][$k]; } } } } array_walk( $qGrid, function (&$row) use ($rowCount) { $row = array_reverse($row); $row = array_slice($row, 0, $rowCount); } ); return new Matrix($qGrid); } public function getR(): TablePress\Matrix { $rGrid = []; for ($row = 0; $row < $this->columns; ++$row) { for ($column = 0; $column < $this->columns; ++$column) { if ($row < $column) { $rGrid[$row][$column] = $this->qrMatrix[$row][$column] ?? 0.0; } elseif ($row === $column) { $rGrid[$row][$column] = $this->rDiagonal[$row] ?? 0.0; } else { $rGrid[$row][$column] = 0.0; } } } if ($this->columns > $this->rows) { $rGrid = array_slice($rGrid, 0, $this->rows); } return new Matrix($rGrid); } private function hypo($a, $b): float { if (abs($a) > abs($b)) { $r = $b / $a; $r = abs($a) * sqrt(1 + $r * $r); } elseif ($b != 0.0) { $r = $a / $b; $r = abs($b) * sqrt(1 + $r * $r); } else { $r = 0.0; } return $r; } /** * QR Decomposition computed by Householder reflections. */ private function decompose(): void { for ($k = 0; $k < $this->columns; ++$k) { // Compute 2-norm of k-th column without under/overflow. $norm = 0.0; for ($i = $k; $i < $this->rows; ++$i) { $norm = $this->hypo($norm, $this->qrMatrix[$i][$k]); } if ($norm != 0.0) { // Form k-th Householder vector. if ($this->qrMatrix[$k][$k] < 0.0) { $norm = -$norm; } for ($i = $k; $i < $this->rows; ++$i) { $this->qrMatrix[$i][$k] /= $norm; } $this->qrMatrix[$k][$k] += 1.0; // Apply transformation to remaining columns. for ($j = $k + 1; $j < $this->columns; ++$j) { $s = 0.0; for ($i = $k; $i < $this->rows; ++$i) { $s += $this->qrMatrix[$i][$k] * $this->qrMatrix[$i][$j]; } $s = -$s / $this->qrMatrix[$k][$k]; for ($i = $k; $i < $this->rows; ++$i) { $this->qrMatrix[$i][$j] += $s * $this->qrMatrix[$i][$k]; } } } $this->rDiagonal[$k] = -$norm; } } public function isFullRank(): bool { for ($j = 0; $j < $this->columns; ++$j) { if ($this->rDiagonal[$j] == 0.0) { return false; } } return true; } /** * Least squares solution of A*X = B. * * @param TablePress\Matrix $B a TablePress\Matrix with as many rows as A and any number of columns * * @throws Exception * * @return TablePress\Matrix matrix that minimizes the two norm of Q*R*X-B */ public function solve(TablePress\Matrix $B): TablePress\Matrix { if ($B->rows !== $this->rows) { throw new Exception('TablePress\Matrix row dimensions are not equal'); } if (!$this->isFullRank()) { throw new Exception('Can only perform this operation on a full-rank matrix'); } // Compute Y = transpose(Q)*B $Y = $this->getQ()->transpose() ->multiply($B); // Solve R*X = Y; return $this->getR()->inverse() ->multiply($Y); } }