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Eagle::Quadratic< N, Value > Class Template Reference

An n x n matrix (i.e., a vector of length n*n), stored row-wise: that is, A(i,j) = A[ij], where ij = i*n + j. More...

#include <elementary/eagle/QuadraticMatrix.hpp>

Inheritance diagram for Eagle::Quadratic< N, Value >:
Eagle::Matrix< N, N, Value > Eagle::Vector< Value, R *C > Eagle::FixedArray< value, N >

Public Types

typedef FixedArray< int, N > PermutationVector_t
 Type of the permutation vector that is required for the functions GaussDecompose() and GaussSolve().
 
- Public Types inherited from Eagle::Matrix< N, N, Value >
using Matrix_t = Matrix
 Matrix type.
 
typedef Operator<' *'> Mult
 Computational constructor argument for multiplicative operations.
 
typedef Operator<'~'> TransposeOperation
 Computational constructor argument for transpose operations.
 
- Public Types inherited from Eagle::Vector< Value, R *C >
enum  
 The number of elements in this array.
 
- Public Types inherited from Eagle::FixedArray< value, N >
typedef FlattenedArray_t::value_type Element_t
 The maximally reduced type of elements stored here.
 
typedef GetFixedArrayType< value >::result_t ElementAsFixedArray_t
 Element type as fixed array, if it is convertible to a fixed array.
 
typedef FixedArray FixedArray_t
 Exporting the type definition of this array cass type.
 
typedef FixedArrayFlattener< FixedArrayOfElements_tFixedArrayFlattener_t
 Internal helper class.
 
typedef FixedArray< ElementAsFixedArray_t, N > FixedArrayOfElements_t
 If the value is derived from a fixed array type itself, then the FixedArrayOfElements_t is an FixedArray<FixedArray<>> type.
 
typedef FixedArrayFlattener_t::result_t FlattenedArray_t
 Reduction of this array type, if it is nested, to an flattened type which contains elementary types.
 
typedef value value_type
 Export the type of the respective element value type.
 

Public Member Functions

bool GaussDecompose (FixedArray< int, N > &perm, double EPSWEIGHT=1E-3)
 Perform gauss decomposition of the matrix, which can and should be used instead of computing the inverse of a matrix.
 
void GaussSolve (const PermutationVector_t &perm, const Column< N, value > &b, Column< N, value > &x) const
 Instead of inverting a matrix, solve a linear system of equations $ Ax = b $ by forward and backward elimination.
 
value maxoffd () const
 Return maximum off-diagonal element of n by n square matrix A.
 
 Quadratic ()
 Default constructor.
 
 Quadratic (const LowerTriangular< N, value > &)
 Construct a quadratic matrix from a lower triangular matrix.
 
template<dimension_t C, class ValueA , class ValueB >
 Quadratic (const Matrix< N, C, ValueA > &A, const Matrix< C, N, ValueB > &B)
 Construct quadratic matrix from multiplication for two fitting non-quadratic matrices.
 
template<class OtherValue >
 Quadratic (const Matrix< N, N, OtherValue > &A)
 Construct quadratic matrix from base class.
 
- Public Member Functions inherited from Eagle::Matrix< N, N, Value >
constexpr const Matrix_tmatrix () const
 yield matrix here, useful for derived classes.
 
constexpr Matrix ()
 Default constructor.
 
constexpr Matrix (const Matrix &M)
 Copy constructor.
 
constexpr Matrix (const Base_t &V)
 Construct matrix from linear vector.
 
constexpr Matrix (const std::array< T, 16 > &Init)
 Construct matrix from initializer list.
 
constexpr Matrix (const Matrix &A, const Value &V, const Operator<' *'> &M)
 Computational constructor for multiplying matrix by scalar.
 
constexpr Matrix (const Value &V, const Matrix &A, const Operator<' *'> &M)
 Computational constructor for multiplying scalar by matrix.
 
constexpr Matrix (const Matrix &A, const Value &V, const Operator<'/'> &Op)
 Computational constructor for dividing matrix by scalar.
 
constexpr Matrix (const Matrix &A, const Matrix &B, const Operator<'+'> &Op)
 Computational constructor for matrix addition.
 
constexpr Matrix (const Matrix &A, const Matrix &B, const Operator<'-'> &Op)
 Computational constructor for matrix subtraction.
 
constexpr Matrix (const FixedArray< AType, R *C > &l, const FixedArray< BType, R *C > &r, const Operator< CompType > &Op)
 Generic computational constructor for two arrays of size compatible with the matrix.
 
constexpr Matrix (const FixedArray< Type, R *C > &Data)
 Explicit constructor from arbitrary compatible type.
 
constexpr Matrix (const FixedArray< ValueType, R > &l, const Operator< CompType > &Op, const Value &scalar)
 Generic computational constructor for vector/scalar operations.
 
constexpr Matrix (const Operator< CompType > &Op, const Value &scalar, const FixedArray< ValueType, R > &l)
 Generic computational constructor for scalar/vector operations.
 
constexpr Matrix (const Matrix &A, const Operator<'-'> &Op)
 Computational constructor for unary minus.
 
constexpr Matrix (const Matrix< R, M, ValueA > &A, const Matrix< M, C, ValueB > &B, const Operator<' *'> &)
 Matrix multiplication $ A B$.
 
constexpr Matrix (const Matrix< R, M, ValueA > &A, const Matrix< C, M, ValueB > &B, const Operator<' *','~'> &)
 Transposed matrix multiplication $ A B^{\tau}$.
 
constexpr Matrix (const Matrix< R, M, Value > &A, const Matrix< C, M, Value > &B, const Mult &, const TransposeOperation &)
 Matrix multiplication $ A B^t$ with transpose of matrix B.
 
constexpr Matrix (const Matrix< M, R, Value > &A, const Matrix< M, C, Value > &B, const TransposeOperation &, const Mult &)
 Matrix multiplication $ A^t B$ with transpose of matrix A.
 
constexpr Matrix (const Matrix< R, C, Value > &A, const LowerTriangular< C, Value > &B, const Mult &)
 Matrix multiplication $ A B$ where B is a symmetric matrix stored in lower triangular form.
 
constexpr Matrix (const Matrix< C, R, Value > &A, const LowerTriangular< C, Value > &B, const TransposeOperation &, const Mult &)
 Matrix multiplication $ A^t B$ where B is a symmetric matrix stored in lower triangular form.
 
constexpr const Column< R, Value > & column (int i) const
 Return the ith column of this matrix.
 
constexpr Column< R, Value > & column (int i)
 Return the ith column of this matrix, writeable.
 
constexpr Value & operator() (dimension_t row, dimension_t column)
 Access element for writing.
 
constexpr const Value & operator() (dimension_t row, dimension_t column) const
 Element access operation for reading.
 
constexpr Row_t row (dimension_t rowNr)
 Return writable reference to the ith row of this matrix.
 
constexpr const Row_t row (dimension_t rowNr) const
 Return read-only reference to the ith row of this matrix.
 
constexpr const auto operator[] (dimension_t r) const
 Allow nested access to matrix elements via bracket operator.
 
constexpr auto & operator[] (dimension_t r)
 Allow nested access to matrix elements via bracket operator.
 
- Public Member Functions inherited from Eagle::Vector< Value, R *C >
Base_tfixed_array ()
 Provide access to the base class, writable.
 
const Base_tfixed_array () const
 Provide access to the base class, read-only.
 
Vectoroperator*= (const Value &value)
 Self-multiplication.
 
Vectoroperator+= (const Vector &v)
 Self-addition.
 
Vector operator- () const
 Unary minus.
 
Vectoroperator-= (const Vector &v)
 Self-subtraction.
 
Vectoroperator/= (const Value &value)
 Self-division.
 
Assignment< Vector, 0 > operator= (const scalar &x)
 Assign first element with scalar and use consecutive comma expressions for assignment of further elements As such a Vector may be assigned as.
 
Vectoroperator= (const Vector &src)
 Assignment operator.
 
void set (const V &value)
 Assign all values to the same scalar.
 
constexpr Vector ()
 Default constructor.
 
 Vector (const FixedArray< AType, n > &l, const FixedArray< BType, n > &r, const Operator< CompType > &Op)
 Computational constructor for binary operations on two fixed arrays, calls the Operator's ternary() member function for each element.
 
 Vector (const FixedArray< AType, n > &l, const Operator< CompType > &, const ScalarType &scalar)
 Computational constructor from vector with scalar, calls the Operator's ternary() member function for each element and the scalar as its 3rd argument.
 
 Vector (const FixedArray< InputType, SIZE > &V)
 Type conversion constructor.
 
 Vector (const Indicable &I, const AnyType &)
 Construct from indicable object, i.e.
 
 Vector (const Operator< CompType > &, const ScalarType &scalar, const FixedArray< AType, n > &v)
 Computational constructor from scalar with vector calls the Operator's ternary() member function for each element and the scalar as its 2nd argument.
 
constexpr Vector (const std::initializer_list< InputType > &Init)
 Construct from a initialization array.
 
 Vector (const Value &a)
 Convenience Constructor: initialize the first element.
 
 Vector (const Value &a, const Value &b)
 Convenience Constructor: initialize the first two elements.
 
 Vector (const Value &a, const Value &b, const Value &c)
 Convenience Constructor: initialize the first three elements.
 
 Vector (const Value &a, const Value &b, const Value &c, const Value &d)
 Convenience Constructor: initialize the first four elements.
 
 Vector (const Vector &l, const Vector &r, const Operator< CompType > &)
 Computational constructor for binary operations on two vectors calls the Operator's ternary() member function for each element.
 
 Vector (const Vector &NV, const Sub &, const Sub &)
 Computational constructor for unary minus.
 
constexpr Vector (const Vector &v)
 Copy constructor.
 
 Vector (const Vector &v, const Operator<'-'> &)
 Unitary minus computational constructor Applies the unitary minus to each element.
 
 Vector (const Vector< InputType, SIZE > &V)
 Type conversion constructor.
 
- Public Member Functions inherited from Eagle::FixedArray< value, N >
void expandMinMax (FixedArray &MinValues, FixedArray &MaxValues) const
 Expand a range given by MinValues,MaxValues to include the values of this array, done per component.
 
constexpr FixedArray () noexcept
 Default constructor.
 
template<class AType , class BType , OperatorID_t CompType>
constexpr FixedArray (const FixedArray< AType, N > &l, const FixedArray< BType, N > &r, const Operator< CompType > &)
 Computational constructor for binary operations on two fixed arrays, calls the Operator's ternary() member function for each element.
 
template<typename T , dimension_t M>
constexpr FixedArray (const FixedArray< T, M > &F, const T &DefaultValue)
 Construct array from another array type of variable length.
 
template<typename T >
constexpr FixedArray (const FixedArray< T, N > &F)
 Automatic type conversion function.
 
template<typename T , typename ConversionFunctor >
constexpr FixedArray (const FixedArray< T, N > &F, const ConversionFunctor &CF, const FA_CONVERT &)
 Construct array from another array type of same length.
 
template<class InitType >
constexpr FixedArray (const std::initializer_list< InitType > &Init)
 Construct from a initialization array.
 
constexpr FixedArray (const value &a)
 Convenience Constructor: initialize the first element.
 
constexpr FixedArray (const value &a, const value &b)
 Convenience Constructor: initialize the first two elements.
 
 FixedArray (const value &a, const value &b, const value &c)
 Convenience Constructor: initialize the first three elements.
 
constexpr FixedArray (const value &a, const value &b, const value &c, const value &d)
 Convenience Constructor: initialize the first four elements.
 
constexpr FixedArray (const value &a, const value &b, const value &c, const value &d, const value &e)
 Convenience Constructor: initialize the first five elements.
 
constexpr value & get (int i)
 writable element access
 
constexpr const value & get (int i) const
 read-only element access
 
template<int subsize, int offset>
constexpr const FixedArray< value, subsize > * get_subarray () const
 Helper class for retrieve a subset of the current array.
 
constexpr const FixedArray< value, SIZE-1 > & get_subdim () const
 Mainly introduced because of Interpolate::operator[].
 
const FixedArray_tgetFixedArray () const noexcept
 convenience function for base classes
 
FixedArray_tgetFixedArray () noexcept
 convenience function for base classes
 
constexpr value getMax () const
 Compute the maximum element value of this array.
 
constexpr value getMin () const
 Compute the maximum element value of this array.
 
template<typename T >
constexpr bool operator!= (const FixedArray< T, N > &F) const
 Compare two arrays.
 
template<typename T >
constexpr bool operator== (const FixedArray< T, N > &F) const
 Compare two arrays.
 
constexpr value & operator[] (int i)
 writeable element access operator
 
constexpr const value & operator[] (int i) const
 read-only element access operator
 
constexpr value * ptr (int i=0) noexcept
 Return a pointer to the ith element, no range checking.
 
template<class Value >
constexpr void set (const Value &x)
 Set all array elements to the same value.
 
void setFromArray (const value *x, int length=SIZE, int offset=0)
 Set all array elements to an array's element value.
 
void sort (FixedArray< int, N > &I) const
 Sort the elements of an array into the index array.
 

Additional Inherited Members

- Static Public Member Functions inherited from Eagle::FixedArray< value, N >
template<typename T , typename ConversionFunctor >
static constexpr FixedArray convert (const FixedArray< T, N > &F, const ConversionFunctor &CF)
 Perform a type conversion on a given fixed array into another basis type:
 
static constexpr dimension_t size ()
 The number of elements here.
 
- Protected Attributes inherited from Eagle::FixedArray< value, N >
value data [SIZE]
 The actual data values, intentional no-initialization for data member, which increases performance on vector creation.
 

Detailed Description

template<dimension_t N, class Value>
class Eagle::Quadratic< N, Value >

An n x n matrix (i.e., a vector of length n*n), stored row-wise: that is, A(i,j) = A[ij], where ij = i*n + j.

See also
Matrix

Member Function Documentation

◆ GaussDecompose()

template<dimension_t N, class Value >
bool Eagle::Quadratic< N, Value >::GaussDecompose ( FixedArray< int, N > &  perm,
double  EPSWEIGHT = 1E-3 
)
inline

Perform gauss decomposition of the matrix, which can and should be used instead of computing the inverse of a matrix.

The permutation operations during the composition is stored in the perm parameter, which then needs to be provided to the GaussSolve() routine.

Author
Marcus Weber, ZIB, based on "Formelsammlung zur Numerischen Mathematik mit C-Programmen" von G.Engeln-Maellges und F.Reutter"
Note
The original matrix is destroyed during this operation.
Parameters
EPSWEIGHTsquare root of the absolut precision of the computation

References Eagle::Matrix< N, N, Value >::matrix(), Eagle::norm(), and Eagle::Matrix< R, C, Value >::row().

◆ GaussSolve()

template<dimension_t N, class Value >
void Eagle::Quadratic< N, Value >::GaussSolve ( const PermutationVector_t perm,
const Column< N, value > &  b,
Column< N, value > &  x 
) const
inline

Instead of inverting a matrix, solve a linear system of equations $ Ax = b $ by forward and backward elimination.

Parameters
permA permutation vector as computed by GaussDecompose()
bThe right-hand side of the equation
xOn return, will contain the solution.
A = 2.5, 3.0, 1.1,
0.2, 0.1, 2.1,
0.12, 1.0, 0.3;
b = 39.0, 1.0, 34.33;
A.GaussSolve(perm, b, x);
A column vector.
Definition Matrix.hpp:1221
A FixedArray is a simple copy-by-value array providing random access to its elements.
Definition FixedArray.hpp:217
An n x n matrix (i.e., a vector of length n*n), stored row-wise: that is, A(i,j) = A[ij],...
Definition QuadraticMatrix.hpp:158
bool GaussDecompose(FixedArray< int, N > &perm, double EPSWEIGHT=1E-3)
Perform gauss decomposition of the matrix, which can and should be used instead of computing the inve...
Definition QuadraticMatrix.hpp:266
void GaussSolve(const PermutationVector_t &perm, const Column< N, value > &b, Column< N, value > &x) const
Instead of inverting a matrix, solve a linear system of equations by forward and backward eliminatio...
Definition QuadraticMatrix.hpp:367

The result in x then is < 16.809817, -24.730900, 16.013638 >.

References Eagle::Matrix< N, N, Value >::matrix().