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175 lines
6.1 KiB
Plaintext
175 lines
6.1 KiB
Plaintext
namespace Eigen {
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/** \page TutorialArrayClass Tutorial page 3 - The %Array class and coefficient-wise operations
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\ingroup Tutorial
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\li \b Previous: \ref TutorialMatrixArithmetic
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\li \b Next: \ref TutorialBlockOperations
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This tutorial aims to provide an overview and explanations on how to use
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Eigen's \link ArrayBase Array \endlink class
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\b Table \b of \b contents
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- \ref TutorialArrayClassIntro
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- \ref TutorialArrayClassTypes
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- \ref TutorialArrayClassAccess
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- \ref TutorialArrayClassAddSub
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- \ref TutorialArrayClassMult
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- \ref TutorialArrayClassConvert
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\section TutorialArrayClassIntro What is the Array class?
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The Array class provides general-purpose arrays, as opposed to the Matrix class which
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is intended for linear algebra. Furthermore, the Array class provides an easy way to
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perform coefficient-wise operations, which might not have a linear algebraic meaning,
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such as adding a constant to every coefficient in the array or multiplying two arrays coefficient-wise.
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\section TutorialArrayClassTypes Array types
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Array is a class template taking the same template parameters as Matrix.
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As with Matrix, the first 3 template parameters are mandatory:
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\code
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Array<typename Scalar, int RowsAtCompileTime, int ColsAtCompileTime>
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\endcode
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And the last 3 template parameters are optional. Since this is exactly the same as for Matrix,
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we won't reexplain it and just refer to \ref TutorialMatrixClass "this page".
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Eigen also provides typedefs for some common cases, in a way that is similar to the Matrix typedefs
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but with some slight differences, as the word "array" is used for both 1-dimensional and 2-dimensional arrays.
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We adopt that convention that typedefs of the form ArrayNt stand for 1-dimensional arrays, where N and t are
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as in the Matrix typedefs explained on \ref TutorialMatrixClass "this page". For 2-dimensional arrays, we
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use typedefs of the form ArrayNNt. Some examples are shown in the following table:
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<table class="tutorial_code" align="center">
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<tr>
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<td align="center">\b Type </td>
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<td align="center">\b Typedef </td>
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</tr>
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<tr>
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<td> \code Array<float,Dynamic,1> \endcode </td>
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<td> \code ArrayXf \endcode </td>
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</tr>
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<tr>
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<td> \code Array<float,3,1> \endcode </td>
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<td> \code Array3f \endcode </td>
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</tr>
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<tr>
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<td> \code Array<double,Dynamic,Dynamic> \endcode </td>
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<td> \code ArrayXXd \endcode </td>
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</tr>
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<tr>
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<td> \code Array<double,3,3> \endcode </td>
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<td> \code Array33d \endcode </td>
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</tr>
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</table>
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\section TutorialArrayClassAccess Accessing values inside an Array
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Write and read access to coefficients of an array expression is done in the same way as with matrix expressions.
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For example:
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\include Tutorial_ArrayClass_accessors.cpp
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Output:
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\verbinclude Tutorial_ArrayClass_accessors.out
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For more information about the comma initializer, refer to \ref TutorialAdvancedInitialization "this page".
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\section TutorialArrayClassAddSub Addition and substraction
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Adding and substracting two arrays has the same result as for Matrices.
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This is valid as long as both arrays have the same sizes:
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\include Tutorial_ArrayClass_addition.cpp
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Output:
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\verbinclude Tutorial_ArrayClass_addition.out
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It is also allowed to add a scalar to each coefficient in an Array,
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providing a functionality that was not available for Matrix objects:
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\include Tutorial_ArrayClass_addition_scalar.cpp
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Output:
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\verbinclude Tutorial_ArrayClass_addition_scalar.out
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\subsection TutorialArrayClassMult Array multiplication
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First of all, of course you can multiply an array by a scalar, this works in the same way as matrices. Where arrays
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are fundamentally different from matrices, is when you multiply two arrays together. While Matrices interprete
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multiplication as matrix product, arrays interprete multiplication as coefficient-wise product. For example:
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\include Tutorial_ArrayClass_mult.cpp
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Output:
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\verbinclude Tutorial_ArrayClass_mult.out
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\section TutorialArrayClassConvert Converting between array and matrix expressions
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It is possible to wrap a matrix expression as an array expression and conversely. This gives access to all operations
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regardless of the choice of declaring objects as arrays or as matrices.
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\link MatrixBase Matrix expressions \endlink have a \link MatrixBase::array() .array() \endlink method that
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'converts' them into \link ArrayBase array expressions \endlink, so that coefficient-wise operations
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can be applied easily. Conversely, \link ArrayBase array expressions \endlink
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have a \link ArrayBase::matrix() .matrix() \endlink method. As with all Eigen expression abstractions,
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this doesn't have any runtime cost (provided that you let your compiler optimize).
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Both \link MatrixBase::array() .array() \endlink and \link ArrayBase::matrix() .matrix() \endlink
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can be used as rvalues and as lvalues.
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Mixing matrices and arrays in an expression is forbidden with Eigen. However,
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it is easy to convert from one to the other with \link MatrixBase::array() .array() \endlink and
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\link ArrayBase::matrix() .matrix() \endlink.
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On the other hand, assigning a matrix expression to an array expression is allowed.
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\subsection TutorialArrayClassInteropMatrix Matrix to array example
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The following example shows how to use array operations on a Matrix object by employing
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the \link MatrixBase::array() .array() \endlink method:
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<table class="tutorial_code"><tr><td>
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\include Tutorial_ArrayClass_interop_matrix.cpp
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</td>
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<td>
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Output:
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\verbinclude Tutorial_ArrayClass_interop_matrix.out
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</td></tr></table>
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\subsection TutorialArrayClassInteropArray Array to matrix example
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The following example shows how to use matrix operations with an Array
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object by employing the \link ArrayBase::matrix() .matrix() \endlink method:
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<table class="tutorial_code"><tr><td>
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\include Tutorial_ArrayClass_interop_array.cpp
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</td>
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<td>
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Output:
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\verbinclude Tutorial_ArrayClass_interop_array.out
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</td></tr></table>
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\subsection TutorialArrayClassInteropCombination Example with combinations of .array() and .matrix()
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Here is a more advanced example:
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<table class="tutorial_code"><tr><td>
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\include Tutorial_ArrayClass_interop.cpp
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</td>
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<td>
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Output:
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\verbinclude Tutorial_ArrayClass_interop.out
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</td></tr></table>
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\li \b Next: \ref TutorialBlockOperations
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*/
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}
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