| namespace Eigen { |
| |
| /** \page TutorialBlockOperations Tutorial page 4 - Block operations |
| \ingroup Tutorial |
| |
| \li \b Previous: \ref TutorialArrayClass |
| \li \b Next: (not yet written) |
| |
| This tutorial explains the essentials of Block operations together with many examples. |
| |
| \b Table \b of \b contents |
| - \ref TutorialBlockOperationsWhatIs |
| - \ref TutorialBlockOperationsFixedAndDynamicSize |
| - \ref TutorialBlockOperationsSyntax |
| - \ref TutorialBlockOperationsSyntaxColumnRows |
| - \ref TutorialBlockOperationsSyntaxCorners |
| |
| |
| \section TutorialBlockOperationsWhatIs What are Block operations? |
| Block operations are a set of functions that provide an easy way to access a set of coefficients |
| inside a \b Matrix or \link ArrayBase Array \endlink. A typical example is accessing a single row or |
| column within a given matrix, as well as extracting a sub-matrix from the latter. |
| |
| Blocks are highly flexible and can be used both as \b rvalues and \b lvalues in expressions, simplifying |
| the task of writing combined expressions with Eigen. |
| |
| \subsection TutorialBlockOperationsFixedAndDynamicSize Block operations and compile-time optimizations |
| As said earlier, a block operation is a way of accessing a group of coefficients inside a Matrix or |
| Array object. Eigen considers two different cases in order to provide compile-time optimization for |
| block operations, depending on whether the the size of the block to be accessed is known at compile time or not. |
| |
| To deal with these two situations, for each type of block operation Eigen provides a default version that |
| is able to work with run-time dependant block sizes and another one for block operations whose block size is |
| known at compile-time. |
| |
| Even though both functions can be applied to fixed-size objects, it is advisable to use special block operations |
| in this case, allowing Eigen to perform more optimizations at compile-time. |
| |
| \section TutorialBlockOperationsUsing Using block operations |
| Block operations are implemented such that they are easy to use and combine with operators and other |
| matrices or arrays. |
| |
| The most general block operation in Eigen is called \link DenseBase::block() .block() \endlink. |
| This function returns a block of size <tt>(p,q)</tt> whose origin is at <tt>(i,j)</tt> by using |
| the following syntax: |
| |
| <table class="tutorial_code" align="center"> |
| <tr><td align="center">\b Block \b operation</td> |
| <td align="center">Default \b version</td> |
| <td align="center">Optimized version when the<br>size is known at compile time</td></tr> |
| <tr><td>Block of length <tt>(p,q)</tt>, starting at <tt>(i,j)</tt></td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.block(i,j,p,q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.block<p,q>(i,j);\endcode </td> |
| </tr> |
| </table> |
| |
| Therefore, if we want to print the values of a block inside a matrix we can simply write: |
| <table class="tutorial_code"><tr><td> |
| \include Tutorial_BlockOperations_print_block.cpp |
| </td> |
| <td> |
| Output: |
| \verbinclude Tutorial_BlockOperations_print_block.out |
| </td></tr></table> |
| |
| |
| In the previous example the \link DenseBase::block() .block() \endlink function was employed |
| to read the values inside matrix \p m . Blocks can also be used to perform operations and |
| assignments within matrices or arrays of different size: |
| |
| <table class="tutorial_code"><tr><td> |
| \include Tutorial_BlockOperations_block_assignment.cpp |
| </td> |
| <td> |
| Output: |
| \verbinclude Tutorial_BlockOperations_block_assignment.out |
| </td></tr></table> |
| |
| |
| Blocks can also be combined with matrices and arrays to create more complex expressions: |
| |
| \code |
| MatrixXf m(3,3), n(2,2); |
| MatrixXf p(3,3); |
| |
| m.block(0,0,2,2) = m.block(0,0,2,2) * n + p.block(1,1,2,2); |
| \endcode |
| |
| It is important to point out that \link DenseBase::block() .block() \endlink is the |
| general case for a block operation but there are many other useful block operations, |
| as described in the next section. |
| |
| \section TutorialBlockOperationsSyntax Block operation syntax |
| The following tables show a summary of Eigen's block operations and how they are applied to |
| fixed- and dynamic-sized Eigen objects. |
| |
| \subsection TutorialBlockOperationsSyntaxColumnRows Columns and rows |
| Other extremely useful block operations are \link DenseBase::col() .col() \endlink and |
| \link DenseBase::row() .row() \endlink which provide access to a |
| specific row or column. This is a special case in the sense that the syntax for fixed- and |
| dynamic-sized objects is exactly the same: |
| |
| <table class="tutorial_code" align="center"> |
| <tr><td align="center">\b Block \b operation</td> |
| <td align="center">Default version</td> |
| <td align="center">Optimized version when the<br>size is known at compile time</td></tr> |
| <tr><td>i<sup>th</sup> row |
| \link DenseBase::row() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.row(i);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.row(i);\endcode </td> |
| </tr> |
| <tr><td>j<sup>th</sup> column |
| \link DenseBase::col() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.col(j);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.col(j);\endcode </td> |
| </tr> |
| </table> |
| |
| A simple example demonstrating these feature follows: |
| |
| <table class="tutorial_code"><tr><td> |
| C++ code: |
| \include Tutorial_BlockOperations_colrow.cpp |
| </td> |
| <td> |
| Output: |
| \include Tutorial_BlockOperations_colrow.out |
| </td></tr></table> |
| |
| |
| \b NOTE: the argument for \p col() and \p row() is the index of the column or row to be accessed, |
| starting at 0. Therefore, \p col(0) will access the first column and \p col(1) the second one. |
| |
| |
| \subsection TutorialBlockOperationsSyntaxCorners Corner-related operations |
| <table class="tutorial_code" align="center"> |
| <tr><td align="center">\b Block \b operation</td> |
| <td align="center">Default version</td> |
| <td align="center">Optimized version when the<br>size is known at compile time</td></tr> |
| <tr><td>Top-left p by q block \link DenseBase::topLeftCorner() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.topLeftCorner(p,q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.topLeftCorner<p,q>();\endcode </td> |
| </tr> |
| <tr><td>Bottom-left p by q block |
| \link DenseBase::bottomLeftCorner() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.bottomLeftCorner(p,q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.bottomLeftCorner<p,q>();\endcode </td> |
| </tr> |
| <tr><td>Top-right p by q block |
| \link DenseBase::topRightCorner() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.topRightCorner(p,q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.topRightCorner<p,q>();\endcode </td> |
| </tr> |
| <tr><td>Bottom-right p by q block |
| \link DenseBase::bottomRightCorner() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.bottomRightCorner(p,q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.bottomRightCorner<p,q>();\endcode </td> |
| </tr> |
| <tr><td>Block containing the first q rows |
| \link DenseBase::topRows() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.topRows(q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.topRows<q>();\endcode </td> |
| </tr> |
| <tr><td>Block containing the last q rows |
| \link DenseBase::bottomRows() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.bottomRows(q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.bottomRows<q>();\endcode </td> |
| </tr> |
| <tr><td>Block containing the first p columns |
| \link DenseBase::leftCols() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.leftCols(p);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.leftCols<p>();\endcode </td> |
| </tr> |
| <tr><td>Block containing the last q columns |
| \link DenseBase::rightCols() * \endlink</td> |
| <td>\code |
| MatrixXf m; |
| std::cout << m.rightCols(q);\endcode </td> |
| <td>\code |
| Matrix3f m; |
| std::cout << m.rightCols<q>();\endcode </td> |
| </tr> |
| </table> |
| |
| |
| Here is a simple example showing the power of the operations presented above: |
| |
| <table class="tutorial_code"><tr><td> |
| C++ code: |
| \include Tutorial_BlockOperations_corner.cpp |
| </td> |
| <td> |
| Output: |
| \include Tutorial_BlockOperations_corner.out |
| </td></tr></table> |
| |
| |
| |
| |
| |
| |
| |
| |
| \subsection TutorialBlockOperationsSyntaxVectors Block operations for vectors |
| Eigen also provides a set of block operations designed specifically for vectors: |
| |
| <table class="tutorial_code" align="center"> |
| <tr><td align="center">\b Block \b operation</td> |
| <td align="center">Default version</td> |
| <td align="center">Optimized version when the<br>size is known at compile time</td></tr> |
| <tr><td>Block containing the first \p n elements |
| \link DenseBase::head() * \endlink</td> |
| <td>\code |
| VectorXf v; |
| std::cout << v.head(n);\endcode </td> |
| <td>\code |
| Vector3f v; |
| std::cout << v.head<n>();\endcode </td> |
| </tr> |
| <tr><td>Block containing the last \p n elements |
| \link DenseBase::tail() * \endlink</td> |
| <td>\code |
| VectorXf v; |
| std::cout << v.tail(n);\endcode </td> |
| <td>\code |
| Vector3f m; |
| std::cout << v.tail<n>();\endcode </td> |
| </tr> |
| <tr><td>Block containing \p n elements, starting at position \p i |
| \link DenseBase::segment() * \endlink</td> |
| <td>\code |
| VectorXf v; |
| std::cout << v.segment(i,n);\endcode </td> |
| <td>\code |
| Vector3f m; |
| std::cout << v.segment<n>(i);\endcode </td> |
| </tr> |
| </table> |
| |
| |
| An example is presented below: |
| <table class="tutorial_code"><tr><td> |
| C++ code: |
| \include Tutorial_BlockOperations_vector.cpp |
| </td> |
| <td> |
| Output: |
| \include Tutorial_BlockOperations_vector.out |
| </td></tr></table> |
| |
| |
| */ |
| |
| } |