chromium / external / gitlab.com / libeigen / eigen / refs/tags/upstream/3.3.8 / . / doc / ClassHierarchy.dox

namespace Eigen { | |

/** \page TopicClassHierarchy The class hierarchy | |

This page explains the design of the core classes in Eigen's class hierarchy and how they fit together. Casual | |

users probably need not concern themselves with these details, but it may be useful for both advanced users | |

and Eigen developers. | |

\eigenAutoToc | |

\section TopicClassHierarchyPrinciples Principles | |

Eigen's class hierarchy is designed so that virtual functions are avoided where their overhead would | |

significantly impair performance. Instead, Eigen achieves polymorphism with the Curiously Recurring Template | |

Pattern (CRTP). In this pattern, the base class (for instance, \c MatrixBase) is in fact a template class, and | |

the derived class (for instance, \c Matrix) inherits the base class with the derived class itself as a | |

template argument (in this case, \c Matrix inherits from \c MatrixBase<Matrix>). This allows Eigen to | |

resolve the polymorphic function calls at compile time. | |

In addition, the design avoids multiple inheritance. One reason for this is that in our experience, some | |

compilers (like MSVC) fail to perform empty base class optimization, which is crucial for our fixed-size | |

types. | |

\section TopicClassHierarchyCoreClasses The core classes | |

These are the classes that you need to know about if you want to write functions that accept or return Eigen | |

objects. | |

- Matrix means plain dense matrix. If \c m is a \c %Matrix, then, for instance, \c m+m is no longer a | |

\c %Matrix, it is a "matrix expression". | |

- MatrixBase means dense matrix expression. This means that a \c %MatrixBase is something that can be | |

added, matrix-multiplied, LU-decomposed, QR-decomposed... All matrix expression classes, including | |

\c %Matrix itself, inherit \c %MatrixBase. | |

- Array means plain dense array. If \c x is an \c %Array, then, for instance, \c x+x is no longer an | |

\c %Array, it is an "array expression". | |

- ArrayBase means dense array expression. This means that an \c %ArrayBase is something that can be | |

added, array-multiplied, and on which you can perform all sorts of array operations... All array | |

expression classes, including \c %Array itself, inherit \c %ArrayBase. | |

- DenseBase means dense (matrix or array) expression. Both \c %ArrayBase and \c %MatrixBase inherit | |

\c %DenseBase. \c %DenseBase is where all the methods go that apply to dense expressions regardless of | |

whether they are matrix or array expressions. For example, the \link DenseBase::block() block(...) \endlink | |

methods are in \c %DenseBase. | |

\section TopicClassHierarchyBaseClasses Base classes | |

These classes serve as base classes for the five core classes mentioned above. They are more internal and so | |

less interesting for users of the Eigen library. | |

- PlainObjectBase means dense (matrix or array) plain object, i.e. something that stores its own dense | |

array of coefficients. This is where, for instance, the \link PlainObjectBase::resize() resize() \endlink | |

methods go. \c %PlainObjectBase is inherited by \c %Matrix and by \c %Array. But above, we said that | |

\c %Matrix inherits \c %MatrixBase and \c %Array inherits \c %ArrayBase. So does that mean multiple | |

inheritance? No, because \c %PlainObjectBase \e itself inherits \c %MatrixBase or \c %ArrayBase depending | |

on whether we are in the matrix or array case. When we said above that \c %Matrix inherited | |

\c %MatrixBase, we omitted to say it does so indirectly via \c %PlainObjectBase. Same for \c %Array. | |

- DenseCoeffsBase means something that has dense coefficient accessors. It is a base class for | |

\c %DenseBase. The reason for \c %DenseCoeffsBase to exist is that the set of available coefficient | |

accessors is very different depending on whether a dense expression has direct memory access or not (the | |

\c DirectAccessBit flag). For example, if \c x is a plain matrix, then \c x has direct access, and | |

\c x.transpose() and \c x.block(...) also have direct access, because their coefficients can be read right | |

off memory, but for example, \c x+x does not have direct memory access, because obtaining any of its | |

coefficients requires a computation (an addition), it can't be just read off memory. | |

- EigenBase means anything that can be evaluated into a plain dense matrix or array (even if that would | |

be a bad idea). \c %EigenBase is really the absolute base class for anything that remotely looks like a | |

matrix or array. It is a base class for \c %DenseCoeffsBase, so it sits below all our dense class | |

hierarchy, but it is not limited to dense expressions. For example, \c %EigenBase is also inherited by | |

diagonal matrices, sparse matrices, etc... | |

\section TopicClassHierarchyInheritanceDiagrams Inheritance diagrams | |

The inheritance diagram for Matrix looks as follows: | |

<pre> | |

EigenBase<%Matrix> | |

<-- DenseCoeffsBase<%Matrix> (direct access case) | |

<-- DenseBase<%Matrix> | |

<-- MatrixBase<%Matrix> | |

<-- PlainObjectBase<%Matrix> (matrix case) | |

<-- Matrix | |

</pre> | |

The inheritance diagram for Array looks as follows: | |

<pre> | |

EigenBase<%Array> | |

<-- DenseCoeffsBase<%Array> (direct access case) | |

<-- DenseBase<%Array> | |

<-- ArrayBase<%Array> | |

<-- PlainObjectBase<%Array> (array case) | |

<-- Array | |

</pre> | |

The inheritance diagram for some other matrix expression class, here denoted by \c SomeMatrixXpr, looks as | |

follows: | |

<pre> | |

EigenBase<SomeMatrixXpr> | |

<-- DenseCoeffsBase<SomeMatrixXpr> (direct access or no direct access case) | |

<-- DenseBase<SomeMatrixXpr> | |

<-- MatrixBase<SomeMatrixXpr> | |

<-- SomeMatrixXpr | |

</pre> | |

The inheritance diagram for some other array expression class, here denoted by \c SomeArrayXpr, looks as | |

follows: | |

<pre> | |

EigenBase<SomeArrayXpr> | |

<-- DenseCoeffsBase<SomeArrayXpr> (direct access or no direct access case) | |

<-- DenseBase<SomeArrayXpr> | |

<-- ArrayBase<SomeArrayXpr> | |

<-- SomeArrayXpr | |

</pre> | |

Finally, consider an example of something that is not a dense expression, for instance a diagonal matrix. The | |

corresponding inheritance diagram is: | |

<pre> | |

EigenBase<%DiagonalMatrix> | |

<-- DiagonalBase<%DiagonalMatrix> | |

<-- DiagonalMatrix | |

</pre> | |

*/ | |

} |