/**
  * Perform Guass Jordan Elimination on the two supplied matrices
  *
  * @param NumericMatrix $mA First matrix to act on - required
  * @param NumericMatrix $extra Second matrix to act upon - required
  *
  * @return \Chippyash\Math\Matrix\DecompositionAbstractDecomposition Fluent Interface
  *
  * @throws \Chippyash\Math\Matrix\Exceptions\SingularMatrixException
  */
 public function decompose(NumericMatrix $mA, $extra = null)
 {
     $this->assertParameterIsMatrix($extra, 'Parameter extra is not a matrix')->assertMatrixIsNumeric($extra, 'Parameter extra is not a numeric matrix')->assertMatrixIsSquare($mA, 'Parameter mA is not a square matrix')->assertMatrixRowsAreEqual($mA, $extra, 'mA->rows != extra->rows');
     $rows = $mA->rows();
     $dA = $mA->toArray();
     $dB = $extra->toArray();
     $zero = function () {
         return RationalTypeFactory::create(0, 1);
     };
     $one = function () {
         return RationalTypeFactory::create(1, 1);
     };
     $calc = new Calculator();
     $comp = new Comparator();
     $ipiv = array_fill(0, $rows, $zero());
     $indxr = array_fill(0, $rows, 0);
     $indxc = array_fill(0, $rows, 0);
     // find the pivot element by searching the entire matrix for its largest value, but excluding columns already reduced.
     $irow = $icol = 0;
     for ($i = 0; $i < $rows; $i++) {
         $big = $zero();
         for ($j = 0; $j < $rows; $j++) {
             if ($comp->neq($ipiv[$j], $one())) {
                 for ($k = 0; $k < $rows; $k++) {
                     if ($comp->eq($ipiv[$k], $zero())) {
                         $absVal = $dA[$j][$k]->abs();
                         if ($comp->gt($absVal, $big)) {
                             unset($big);
                             $big = clone $absVal;
                             $irow = $j;
                             $icol = $k;
                         }
                     } elseif ($comp->gt($ipiv[$k], $one())) {
                         throw new SingularMatrixException('GaussJordanElimination');
                     }
                 }
             }
         }
         //Now interchange row to move the pivot element to a diagonal
         $ipiv[$icol] = $calc->add($ipiv[$icol], $one());
         if ($irow != $icol) {
             $this->swapRows($dA, $irow, $icol);
             $this->swapRows($dB, $irow, $icol);
         }
         // Remember permutations to later
         $indxr[$i] = $irow;
         $indxc[$i] = $icol;
         if ($comp->eq($dA[$icol][$icol], $zero())) {
             throw new SingularMatrixException('GaussJordanElimination');
         }
         // Now divide the found row to make the pivot element 1
         // To maintain arithmetic integrity we use the reciprocal to multiply by
         $pivinv = $calc->reciprocal($dA[$icol][$icol]);
         $this->multRow($dA, $icol, $pivinv, $calc);
         $this->multRow($dB, $icol, $pivinv, $calc);
         // And reduce all other rows but the pivoted row with the value of the pivot row
         for ($ll = 0; $ll < $rows; $ll++) {
             if ($ll != $icol) {
                 $multiplier = clone $dA[$ll][$icol];
                 $multiplier->negate();
                 $this->addMultipleOfOtherRowToRow($dA, $multiplier, $icol, $ll, $calc);
                 $this->addMultipleOfOtherRowToRow($dB, $multiplier, $icol, $ll, $calc);
             }
         }
     }
     $this->set('left', $this->createCorrectMatrixType($mA, $dA));
     $this->set('right', $this->createCorrectMatrixType($extra, $dB));
     return clone $this;
 }
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 /**
  * Invert the matrix
  *
  * $mA must be square and nonsingular.
  * An empty $mA returns an empty matrix
  * A single entry matrix e.g. [[n]] returns [[1/n]]
  * A zero single item matrix e.g. [[0]] throws an exception (Division by zero)
  *
  * @param Chippyash\Math\Matrix\NumericMatrix $mA First matrix operand - required
  * @param mixed $extra ignored
  *
  * @return Chippyash\Math\Matrix\NumericMatrix
  *
  * @throws Chippyash\Matrix\Exceptions\ComputationException
  * @throws Chippyash\Matrix\Exceptions\UndefinedComputationException
  */
 protected function doTransform(Matrix $mA, $extra = null)
 {
     $this->assertMatrixIsNumeric($mA);
     if ($mA->is('empty')) {
         return $this->createCorrectMatrixType($mA);
     }
     if ($mA->is('singleitem')) {
         $item = $mA->get(1, 1)->get();
         if ($item == 0 || $item == '0+0i') {
             throw new ComputationException('Division by zero');
         } else {
             $calc = new Calculator();
             return $this->createCorrectMatrixType($mA, [$calc->reciprocal($mA->get(1, 1))]);
         }
     }
     $this->assertMatrixIsNonSingular($mA, 'Can only perform inversion on non singular matrix');
     $I = $this->invert($mA);
     return $I;
 }