| namespace Eigen { |
| |
| /** \page TopicPitfalls Common pitfalls |
| |
| |
| \section TopicPitfalls_template_keyword Compilation error with template methods |
| |
| See this \link TopicTemplateKeyword page \endlink. |
| |
| \section TopicPitfalls_aliasing Aliasing |
| |
| Don't miss this \link TopicAliasing page \endlink on aliasing, |
| especially if you got wrong results in statements where the destination appears on the right hand side of the expression. |
| |
| \section TopicPitfalls_auto_keyword C++11 and the auto keyword |
| |
| In short: do not use the auto keywords with Eigen's expressions, unless you are 100% sure about what you are doing. In particular, do not use the auto keyword as a replacement for a Matrix<> type. Here is an example: |
| |
| \code |
| MatrixXd A, B; |
| auto C = A*B; |
| for(...) { ... w = C * v; ...} |
| \endcode |
| |
| In this example, the type of C is not a MatrixXd but an abstract expression representing a matrix product and storing references to A and B. Therefore, the product of A*B will be carried out multiple times, once per iteration of the for loop. Moreover, if the coefficients of A or B change during the iteration, then C will evaluate to different values. |
| |
| Here is another example leading to a segfault: |
| \code |
| auto C = ((A+B).eval()).transpose(); |
| // do something with C |
| \endcode |
| The problem is that eval() returns a temporary object (in this case a MatrixXd) which is then referenced by the Transpose<> expression. However, this temporary is deleted right after the first line, and there the C expression reference a dead object. The same issue might occur when sub expressions are automatically evaluated by Eigen as in the following example: |
| \code |
| VectorXd u, v; |
| auto C = u + (A*v).normalized(); |
| // do something with C |
| \endcode |
| where the normalized() method has to evaluate the expensive product A*v to avoid evaluating it twice. On the other hand, the following example is perfectly fine: |
| \code |
| auto C = (u + (A*v).normalized()).eval(); |
| \endcode |
| In this case, C will be a regular VectorXd object. |
| */ |
| } |