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Overview | |
######## | |
.. rubric:: 1. Native type in C++, wrapper in Python | |
Exposing a custom C++ type using :class:`py::class_` was covered in detail | |
in the :doc:`/classes` section. There, the underlying data structure is | |
always the original C++ class while the :class:`py::class_` wrapper provides | |
a Python interface. Internally, when an object like this is sent from C++ to | |
Python, pybind11 will just add the outer wrapper layer over the native C++ | |
object. Getting it back from Python is just a matter of peeling off the | |
wrapper. | |
.. rubric:: 2. Wrapper in C++, native type in Python | |
This is the exact opposite situation. Now, we have a type which is native to | |
Python, like a ``tuple`` or a ``list``. One way to get this data into C++ is | |
with the :class:`py::object` family of wrappers. These are explained in more | |
detail in the :doc:`/advanced/pycpp/object` section. We'll just give a quick | |
example here: | |
.. code-block:: cpp | |
void print_list(py::list my_list) { | |
for (auto item : my_list) | |
std::cout << item << " "; | |
} | |
.. code-block:: pycon | |
>>> print_list([1, 2, 3]) | |
1 2 3 | |
The Python ``list`` is not converted in any way -- it's just wrapped in a C++ | |
:class:`py::list` class. At its core it's still a Python object. Copying a | |
:class:`py::list` will do the usual reference-counting like in Python. | |
Returning the object to Python will just remove the thin wrapper. | |
.. rubric:: 3. Converting between native C++ and Python types | |
In the previous two cases we had a native type in one language and a wrapper in | |
the other. Now, we have native types on both sides and we convert between them. | |
.. code-block:: cpp | |
void print_vector(const std::vector<int> &v) { | |
for (auto item : v) | |
std::cout << item << "\n"; | |
} | |
.. code-block:: pycon | |
>>> print_vector([1, 2, 3]) | |
1 2 3 | |
In this case, pybind11 will construct a new ``std::vector<int>`` and copy each | |
element from the Python ``list``. The newly constructed object will be passed | |
to ``print_vector``. The same thing happens in the other direction: a new | |
``list`` is made to match the value returned from C++. | |
Lots of these conversions are supported out of the box, as shown in the table | |
below. They are very convenient, but keep in mind that these conversions are | |
fundamentally based on copying data. This is perfectly fine for small immutable | |
types but it may become quite expensive for large data structures. This can be | |
avoided by overriding the automatic conversion with a custom wrapper (i.e. the | |
above-mentioned approach 1). This requires some manual effort and more details | |
are available in the :ref:`opaque` section. | |
.. _conversion_table: | |
List of all builtin conversions | |
------------------------------- | |
The following basic data types are supported out of the box (some may require | |
an additional extension header to be included). To pass other data structures | |
as arguments and return values, refer to the section on binding :ref:`classes`. | |
+------------------------------------+---------------------------+-------------------------------+ | |
| Data type | Description | Header file | | |
+====================================+===========================+===============================+ | |
| ``int8_t``, ``uint8_t`` | 8-bit integers | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``int16_t``, ``uint16_t`` | 16-bit integers | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``int32_t``, ``uint32_t`` | 32-bit integers | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``int64_t``, ``uint64_t`` | 64-bit integers | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``ssize_t``, ``size_t`` | Platform-dependent size | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``float``, ``double`` | Floating point types | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``bool`` | Two-state Boolean type | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``char`` | Character literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``char16_t`` | UTF-16 character literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``char32_t`` | UTF-32 character literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``wchar_t`` | Wide character literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``const char *`` | UTF-8 string literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``const char16_t *`` | UTF-16 string literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``const char32_t *`` | UTF-32 string literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``const wchar_t *`` | Wide string literal | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::string`` | STL dynamic UTF-8 string | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::u16string`` | STL dynamic UTF-16 string | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::u32string`` | STL dynamic UTF-32 string | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::wstring`` | STL dynamic wide string | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::string_view``, | STL C++17 string views | :file:`pybind11/pybind11.h` | | |
| ``std::u16string_view``, etc. | | | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::pair<T1, T2>`` | Pair of two custom types | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::tuple<...>`` | Arbitrary tuple of types | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::reference_wrapper<...>`` | Reference type wrapper | :file:`pybind11/pybind11.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::complex<T>`` | Complex numbers | :file:`pybind11/complex.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::array<T, Size>`` | STL static array | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::vector<T>`` | STL dynamic array | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::deque<T>`` | STL double-ended queue | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::valarray<T>`` | STL value array | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::list<T>`` | STL linked list | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::map<T1, T2>`` | STL ordered map | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::unordered_map<T1, T2>`` | STL unordered map | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::set<T>`` | STL ordered set | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::unordered_set<T>`` | STL unordered set | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::optional<T>`` | STL optional type (C++17) | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::experimental::optional<T>`` | STL optional type (exp.) | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::variant<...>`` | Type-safe union (C++17) | :file:`pybind11/stl.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::function<...>`` | STL polymorphic function | :file:`pybind11/functional.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::chrono::duration<...>`` | STL time duration | :file:`pybind11/chrono.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``std::chrono::time_point<...>`` | STL date/time | :file:`pybind11/chrono.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``Eigen::Matrix<...>`` | Eigen: dense matrix | :file:`pybind11/eigen.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``Eigen::Map<...>`` | Eigen: mapped memory | :file:`pybind11/eigen.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |
| ``Eigen::SparseMatrix<...>`` | Eigen: sparse matrix | :file:`pybind11/eigen.h` | | |
+------------------------------------+---------------------------+-------------------------------+ | |