Importing the C API module of numpy requires more code than just including a header. xtensor-python simplifies a lot
this import, however some actions are still required in the user code.
When writing an extension module that is self-contained in a single file, its author should pay attention to the following points:
FORCE_IMPORT_ARRAYmust be defined before including any header ofxtensor-python.xt::import_numpy()must be called in the function initializing the module.
Thus the basic skeleton of the module looks like:
#define FORCE_IMPORT_ARRAY
#include "xtensor-python/pyarray.hpp"
PYBIND11_MODULE(plugin_name, m)
{
xt::import_numpy();
//...
}
If the extension module contains many source files that include xtensor-python header files, the previous points are still
required. However, the symbol FORCE_IMPORT_ARRAY must be defined only once. The simplest is to define it int the file that
contains the initializing code of the module, you can then directly include xtensor-python headers in other files. Let's
illustrate this with an extension modules containing the following files:
main.cpp: initializing code of the moduleimage.hpp: declaration of theimageclass embedding anxt::pyarrayobjectimage.cpp: implementation of theimageclass
The basic skeleton of the module looks like:
// image.hpp
// Do NOT define FORCE_IMPORT_ARRAY here
#include "xtensor-python/pyarray.hpp"
class image
{
// ....
private:
xt::pyarray<double> m_data;
};
// image.cpp
// Do NOT define FORCE_IMPORT_ARRAY here
#include "image.hpp"
// definition of the image class
// main.cpp
// FORCE_IMPORT_ARRAY must be define ONCE, BEFORE including
// any header from xtensor-python (even indirectly)
#define FORCE_IMPORT_ARRAY
#include "image.hpp"
PYBIND11_MODULE(plugin_name, m)
{
xt::import_numpy();
//...
}
Including an header of xtensor-python actually defines PY_ARRAY_UNIQUE_SYMBOL to xtensor_python_ARRAY_API. This might
be problematic if you import another library that defines its own PY_ARRAY_UNIQUE_SYMBOL, or if you define yours. If so,
you can override the behavior of xtensor-python by explicitly defining PY_ARRAY_UNIQUE_SYMBOL prior to including any
stenxor-python header:
// in every source file #define PY_ARRAY_UNIQUE_SYMBOL my_uniqe_array_api #include "xtensor-python/pyarray.hpp"