The RandomSetter is a wrapper object allowing to set/update a sparse matrix with random access. More...
#include <RandomSetter.h>
Classes | |
struct | ScalarWrapper |
Public Member Functions | |
int | nonZeros () const |
Scalar & | operator() (int row, int col) |
RandomSetter (SparseMatrixType &target) | |
~RandomSetter () | |
Protected Attributes | |
HashMapType * | m_hashmaps |
unsigned char | m_keyBitsOffset |
int | m_outerPackets |
SparseMatrixType * | mp_target |
Private Types | |
enum | { SwapStorage = 1 - MapTraits<ScalarWrapper>::IsSorted, TargetRowMajor = (SparseMatrixType::Flags & RowMajorBit) ? 1 : 0, SetterRowMajor = SwapStorage ? 1-TargetRowMajor : TargetRowMajor, IsUpperTriangular = SparseMatrixType::Flags & UpperTriangularBit, IsLowerTriangular = SparseMatrixType::Flags & LowerTriangularBit } |
typedef MapTraits < ScalarWrapper >::Type | HashMapType |
typedef MapTraits < ScalarWrapper >::KeyType | KeyType |
typedef ei_traits < SparseMatrixType >::Scalar | Scalar |
Static Private Attributes | |
static const int | OuterPacketMask = (1 << OuterPacketBits) - 1 |
The RandomSetter is a wrapper object allowing to set/update a sparse matrix with random access.
SparseMatrixType | the type of the sparse matrix we are updating | |
MapTraits | a traits class representing the map implementation used for the temporary sparse storage. Its default value depends on the system. | |
OuterPacketBits | defines the number of rows (or columns) manage by a single map object as a power of two exponent. |
This class temporarily represents a sparse matrix object using a generic map implementation allowing for efficient random access. The conversion from the compressed representation to a hash_map object is performed in the RandomSetter constructor, while the sparse matrix is updated back at destruction time. This strategy suggest the use of nested blocks as in this example:
SparseMatrix<double> m(rows,cols); { RandomSetter<SparseMatrix<double> > w(m); // don't use m but w instead with read/write random access to the coefficients: for(;;) w(rand(),rand()) = rand; } // when w is deleted, the data are copied back to m // and m is ready to use.
Since hash_map objects are not fully sorted, representing a full matrix as a single hash_map would involve a big and costly sort to update the compressed matrix back. To overcome this issue, a RandomSetter use multiple hash_map, each representing 2^OuterPacketBits columns or rows according to the storage order. To reach optimal performance, this value should be adjusted according to the average number of nonzeros per rows/columns.
The possible values for the template parameter MapTraits are:
The default map implementation depends on the availability, and the preferred order is: GoogleSparseHashMapTraits, GnuHashMapTraits, and finally StdMapTraits.
For performance and memory consumption reasons it is highly recommended to use one of the Google's hash_map implementation. To enable the support for them, you have two options:
Definition at line 167 of file RandomSetter.h.
typedef MapTraits<ScalarWrapper>::Type RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::HashMapType [private] |
Definition at line 176 of file RandomSetter.h.
typedef MapTraits<ScalarWrapper>::KeyType RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::KeyType [private] |
Definition at line 175 of file RandomSetter.h.
typedef ei_traits<SparseMatrixType>::Scalar RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::Scalar [private] |
Definition at line 169 of file RandomSetter.h.
anonymous enum [private] |
Definition at line 178 of file RandomSetter.h.
RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::RandomSetter | ( | SparseMatrixType & | target | ) | [inline] |
Constructs a random setter object from the sparse matrix target
Note that the initial value of target are imported. If you want to re-set a sparse matrix from scratch, then you must set it to zero first using the setZero() function.
Definition at line 194 of file RandomSetter.h.
RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::~RandomSetter | ( | ) | [inline] |
Destructor updating back the sparse matrix target
Definition at line 222 of file RandomSetter.h.
int RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::nonZeros | ( | ) | const [inline] |
Definition at line 313 of file RandomSetter.h.
Scalar& RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::operator() | ( | int | row, | |
int | col | |||
) | [inline] |
Definition at line 296 of file RandomSetter.h.
HashMapType* RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::m_hashmaps [protected] |
Definition at line 324 of file RandomSetter.h.
unsigned char RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::m_keyBitsOffset [protected] |
Definition at line 327 of file RandomSetter.h.
int RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::m_outerPackets [protected] |
Definition at line 326 of file RandomSetter.h.
SparseMatrixType* RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::mp_target [protected] |
Definition at line 325 of file RandomSetter.h.
const int RandomSetter< SparseMatrixType, MapTraits, OuterPacketBits >::OuterPacketMask = (1 << OuterPacketBits) - 1 [static, private] |
Definition at line 177 of file RandomSetter.h.