mirror of
https://github.com/pybind/pybind11.git
synced 2024-11-25 22:52:01 +00:00
minor doc & style fixes
This commit is contained in:
parent
07082eecc3
commit
fe34241e50
@ -551,27 +551,150 @@ and the Python ``list``, ``set`` and ``dict`` data structures are automatically
|
|||||||
enabled. The types ``std::pair<>`` and ``std::tuple<>`` are already supported
|
enabled. The types ``std::pair<>`` and ``std::tuple<>`` are already supported
|
||||||
out of the box with just the core :file:`pybind11/pybind11.h` header.
|
out of the box with just the core :file:`pybind11/pybind11.h` header.
|
||||||
|
|
||||||
Alternatively it might be desirable to bind STL containers as native C++ classes,
|
The major downside of these implicit conversions is that containers must be
|
||||||
eliminating the need of converting back and forth between C++ representation
|
converted (i.e. copied) on every Python->C++ and C++->Python transition, which
|
||||||
and Python one. The downside of this approach in this case users will have to
|
can have implications on the program semantics and performance. Please read the
|
||||||
deal with C++ containers directly instead of using already familiar Python lists
|
next sections for more details and alternative approaches that avoid this.
|
||||||
or dicts.
|
|
||||||
|
|
||||||
Pybind11 provide set of binder functions to bind various STL containers like vectors,
|
|
||||||
maps etc. All binder functions are designed to return instances of pybind11::class_
|
|
||||||
objects so developers can bind extra functions if needed. For complete set of
|
|
||||||
available functions please see :file:`pybind11/stl_bind.h`. For an example on using
|
|
||||||
this feature, please see :file:`tests/test_stl_binders.cpp`.
|
|
||||||
|
|
||||||
.. note::
|
.. note::
|
||||||
|
|
||||||
Arbitrary nesting of any of these types is supported.
|
Arbitrary nesting of any of these types is possible.
|
||||||
|
|
||||||
.. seealso::
|
.. seealso::
|
||||||
|
|
||||||
The file :file:`tests/test_python_types.cpp` contains a complete
|
The file :file:`tests/test_python_types.cpp` contains a complete
|
||||||
example that demonstrates how to pass STL data types in more detail.
|
example that demonstrates how to pass STL data types in more detail.
|
||||||
|
|
||||||
|
.. _opaque:
|
||||||
|
|
||||||
|
Treating STL data structures as opaque objects
|
||||||
|
==============================================
|
||||||
|
|
||||||
|
pybind11 heavily relies on a template matching mechanism to convert parameters
|
||||||
|
and return values that are constructed from STL data types such as vectors,
|
||||||
|
linked lists, hash tables, etc. This even works in a recursive manner, for
|
||||||
|
instance to deal with lists of hash maps of pairs of elementary and custom
|
||||||
|
types, etc.
|
||||||
|
|
||||||
|
However, a fundamental limitation of this approach is that internal conversions
|
||||||
|
between Python and C++ types involve a copy operation that prevents
|
||||||
|
pass-by-reference semantics. What does this mean?
|
||||||
|
|
||||||
|
Suppose we bind the following function
|
||||||
|
|
||||||
|
.. code-block:: cpp
|
||||||
|
|
||||||
|
void append_1(std::vector<int> &v) {
|
||||||
|
v.push_back(1);
|
||||||
|
}
|
||||||
|
|
||||||
|
and call it from Python, the following happens:
|
||||||
|
|
||||||
|
.. code-block:: pycon
|
||||||
|
|
||||||
|
>>> v = [5, 6]
|
||||||
|
>>> append_1(v)
|
||||||
|
>>> print(v)
|
||||||
|
[5, 6]
|
||||||
|
|
||||||
|
As you can see, when passing STL data structures by reference, modifications
|
||||||
|
are not propagated back the Python side. A similar situation arises when
|
||||||
|
exposing STL data structures using the ``def_readwrite`` or ``def_readonly``
|
||||||
|
functions:
|
||||||
|
|
||||||
|
.. code-block:: cpp
|
||||||
|
|
||||||
|
/* ... definition ... */
|
||||||
|
|
||||||
|
class MyClass {
|
||||||
|
std::vector<int> contents;
|
||||||
|
};
|
||||||
|
|
||||||
|
/* ... binding code ... */
|
||||||
|
|
||||||
|
py::class_<MyClass>(m, "MyClass")
|
||||||
|
.def(py::init<>)
|
||||||
|
.def_readwrite("contents", &MyClass::contents);
|
||||||
|
|
||||||
|
In this case, properties can be read and written in their entirety. However, an
|
||||||
|
``append`` operaton involving such a list type has no effect:
|
||||||
|
|
||||||
|
.. code-block:: pycon
|
||||||
|
|
||||||
|
>>> m = MyClass()
|
||||||
|
>>> m.contents = [5, 6]
|
||||||
|
>>> print(m.contents)
|
||||||
|
[5, 6]
|
||||||
|
>>> m.contents.append(7)
|
||||||
|
>>> print(m.contents)
|
||||||
|
[5, 6]
|
||||||
|
|
||||||
|
Finally, the involved copy operations can be costly when dealing with very
|
||||||
|
large lists. To deal with all of the above situations, pybind11 provides a
|
||||||
|
macro named ``PYBIND11_MAKE_OPAQUE(T)`` that disables the template-based
|
||||||
|
conversion machinery of types, thus rendering them *opaque*. The contents of
|
||||||
|
opaque objects are never inspected or extracted, hence they *can* be passed by
|
||||||
|
reference. For instance, to turn ``std::vector<int>`` into an opaque type, add
|
||||||
|
the declaration
|
||||||
|
|
||||||
|
.. code-block:: cpp
|
||||||
|
|
||||||
|
PYBIND11_MAKE_OPAQUE(std::vector<int>);
|
||||||
|
|
||||||
|
before any binding code (e.g. invocations to ``class_::def()``, etc.). This
|
||||||
|
macro must be specified at the top level (and outside of any namespaces), since
|
||||||
|
it instantiates a partial template overload. If your binding code consists of
|
||||||
|
multiple compilation units, it must be present in every file preceding any
|
||||||
|
usage of ``std::vector<int>``. Opaque types must also have a corresponding
|
||||||
|
``class_`` declaration to associate them with a name in Python, and to define a
|
||||||
|
set of available operations, e.g.:
|
||||||
|
|
||||||
|
.. code-block:: cpp
|
||||||
|
|
||||||
|
py::class_<std::vector<int>>(m, "IntVector")
|
||||||
|
.def(py::init<>())
|
||||||
|
.def("clear", &std::vector<int>::clear)
|
||||||
|
.def("pop_back", &std::vector<int>::pop_back)
|
||||||
|
.def("__len__", [](const std::vector<int> &v) { return v.size(); })
|
||||||
|
.def("__iter__", [](std::vector<int> &v) {
|
||||||
|
return py::make_iterator(v.begin(), v.end());
|
||||||
|
}, py::keep_alive<0, 1>()) /* Keep vector alive while iterator is used */
|
||||||
|
// ....
|
||||||
|
|
||||||
|
The ability to expose STL containers as native Python objects is a fairly
|
||||||
|
common request, hence pybind11 also provides an optional header file named
|
||||||
|
:file:`pybind11/stl_bind.h` that does exactly this. The mapped containers try
|
||||||
|
to match the behavior of their native Python counterparts as much as possible.
|
||||||
|
|
||||||
|
The following example showcases usage of :file:`pybind11/stl_bind.h`:
|
||||||
|
|
||||||
|
.. code-block:: cpp
|
||||||
|
|
||||||
|
// Don't forget this
|
||||||
|
#include <pybind11/stl_bind.h>
|
||||||
|
|
||||||
|
PYBIND11_MAKE_OPAQUE(std::vector<int>);
|
||||||
|
PYBIND11_MAKE_OPAQUE(std::map<std::string, double>);
|
||||||
|
|
||||||
|
// ...
|
||||||
|
|
||||||
|
// later in binding code:
|
||||||
|
py::bind_vector<std::vector<int>>(m, "VectorInt");
|
||||||
|
py::bind_map<std::map<std::string, double>>(m, "MapStringDouble");
|
||||||
|
|
||||||
|
Please take a look at the :ref:`macro_notes` before using the
|
||||||
|
``PYBIND11_MAKE_OPAQUE`` macro.
|
||||||
|
|
||||||
|
.. seealso::
|
||||||
|
|
||||||
|
The file :file:`tests/test_opaque_types.cpp` contains a complete
|
||||||
|
example that demonstrates how to create and expose opaque types using
|
||||||
|
pybind11 in more detail.
|
||||||
|
|
||||||
|
The file :file:`tests/test_stl_binders.cpp` shows how to use the
|
||||||
|
convenience STL container wrappers.
|
||||||
|
|
||||||
|
|
||||||
Binding sequence data types, iterators, the slicing protocol, etc.
|
Binding sequence data types, iterators, the slicing protocol, etc.
|
||||||
==================================================================
|
==================================================================
|
||||||
|
|
||||||
@ -1103,108 +1226,6 @@ section.
|
|||||||
The ``py::exception`` wrapper for creating custom exceptions cannot (yet)
|
The ``py::exception`` wrapper for creating custom exceptions cannot (yet)
|
||||||
be used as a ``py::base``.
|
be used as a ``py::base``.
|
||||||
|
|
||||||
.. _opaque:
|
|
||||||
|
|
||||||
Treating STL data structures as opaque objects
|
|
||||||
==============================================
|
|
||||||
|
|
||||||
pybind11 heavily relies on a template matching mechanism to convert parameters
|
|
||||||
and return values that are constructed from STL data types such as vectors,
|
|
||||||
linked lists, hash tables, etc. This even works in a recursive manner, for
|
|
||||||
instance to deal with lists of hash maps of pairs of elementary and custom
|
|
||||||
types, etc.
|
|
||||||
|
|
||||||
However, a fundamental limitation of this approach is that internal conversions
|
|
||||||
between Python and C++ types involve a copy operation that prevents
|
|
||||||
pass-by-reference semantics. What does this mean?
|
|
||||||
|
|
||||||
Suppose we bind the following function
|
|
||||||
|
|
||||||
.. code-block:: cpp
|
|
||||||
|
|
||||||
void append_1(std::vector<int> &v) {
|
|
||||||
v.push_back(1);
|
|
||||||
}
|
|
||||||
|
|
||||||
and call it from Python, the following happens:
|
|
||||||
|
|
||||||
.. code-block:: pycon
|
|
||||||
|
|
||||||
>>> v = [5, 6]
|
|
||||||
>>> append_1(v)
|
|
||||||
>>> print(v)
|
|
||||||
[5, 6]
|
|
||||||
|
|
||||||
As you can see, when passing STL data structures by reference, modifications
|
|
||||||
are not propagated back the Python side. A similar situation arises when
|
|
||||||
exposing STL data structures using the ``def_readwrite`` or ``def_readonly``
|
|
||||||
functions:
|
|
||||||
|
|
||||||
.. code-block:: cpp
|
|
||||||
|
|
||||||
/* ... definition ... */
|
|
||||||
|
|
||||||
class MyClass {
|
|
||||||
std::vector<int> contents;
|
|
||||||
};
|
|
||||||
|
|
||||||
/* ... binding code ... */
|
|
||||||
|
|
||||||
py::class_<MyClass>(m, "MyClass")
|
|
||||||
.def(py::init<>)
|
|
||||||
.def_readwrite("contents", &MyClass::contents);
|
|
||||||
|
|
||||||
In this case, properties can be read and written in their entirety. However, an
|
|
||||||
``append`` operaton involving such a list type has no effect:
|
|
||||||
|
|
||||||
.. code-block:: pycon
|
|
||||||
|
|
||||||
>>> m = MyClass()
|
|
||||||
>>> m.contents = [5, 6]
|
|
||||||
>>> print(m.contents)
|
|
||||||
[5, 6]
|
|
||||||
>>> m.contents.append(7)
|
|
||||||
>>> print(m.contents)
|
|
||||||
[5, 6]
|
|
||||||
|
|
||||||
To deal with both of the above situations, pybind11 provides a macro named
|
|
||||||
``PYBIND11_MAKE_OPAQUE(T)`` that disables the template-based conversion
|
|
||||||
machinery of types, thus rendering them *opaque*. The contents of opaque
|
|
||||||
objects are never inspected or extracted, hence they can be passed by
|
|
||||||
reference. For instance, to turn ``std::vector<int>`` into an opaque type, add
|
|
||||||
the declaration
|
|
||||||
|
|
||||||
.. code-block:: cpp
|
|
||||||
|
|
||||||
PYBIND11_MAKE_OPAQUE(std::vector<int>);
|
|
||||||
|
|
||||||
before any binding code (e.g. invocations to ``class_::def()``, etc.). This
|
|
||||||
macro must be specified at the top level, since instantiates a partial template
|
|
||||||
overload. If your binding code consists of multiple compilation units, it must
|
|
||||||
be present in every file preceding any usage of ``std::vector<int>``. Opaque
|
|
||||||
types must also have a corresponding ``class_`` declaration to associate them
|
|
||||||
with a name in Python, and to define a set of available operations:
|
|
||||||
|
|
||||||
.. code-block:: cpp
|
|
||||||
|
|
||||||
py::class_<std::vector<int>>(m, "IntVector")
|
|
||||||
.def(py::init<>())
|
|
||||||
.def("clear", &std::vector<int>::clear)
|
|
||||||
.def("pop_back", &std::vector<int>::pop_back)
|
|
||||||
.def("__len__", [](const std::vector<int> &v) { return v.size(); })
|
|
||||||
.def("__iter__", [](std::vector<int> &v) {
|
|
||||||
return py::make_iterator(v.begin(), v.end());
|
|
||||||
}, py::keep_alive<0, 1>()) /* Keep vector alive while iterator is used */
|
|
||||||
// ....
|
|
||||||
|
|
||||||
Please take a look at the :ref:`macro_notes` before using this feature.
|
|
||||||
|
|
||||||
.. seealso::
|
|
||||||
|
|
||||||
The file :file:`tests/test_opaque_types.cpp` contains a complete
|
|
||||||
example that demonstrates how to create and expose opaque types using
|
|
||||||
pybind11 in more detail.
|
|
||||||
|
|
||||||
.. _eigen:
|
.. _eigen:
|
||||||
|
|
||||||
Transparent conversion of dense and sparse Eigen data types
|
Transparent conversion of dense and sparse Eigen data types
|
||||||
|
@ -140,7 +140,7 @@ the included test suite contains the following symbol:
|
|||||||
|
|
||||||
.. code-block:: none
|
.. code-block:: none
|
||||||
|
|
||||||
__ZN8pybind1112cpp_functionC1Iv8Example2JRNSt3__16vectorINS3_12basic_stringIwNS3_11char_traitsIwEENS3_9allocatorIwEEEENS8_ISA_EEEEEJNS_4nameENS_7siblingENS_9is_methodEA28_cEEEMT0_FT_DpT1_EDpRKT2_
|
__ZN8pybind1112cpp_functionC1Iv8Example2JRNSt3__16vectorINS3_12basic_stringIwNS3_11char_traitsIwEENS3_9allocatorIwEEEENS8_ISA_EEEEEJNS_4nameENS_7siblingENS_9is_methodEA28_cEEEMT0_FT_DpT1_EDpRKT2_
|
||||||
|
|
||||||
.. only:: not html
|
.. only:: not html
|
||||||
|
|
||||||
|
@ -12,7 +12,6 @@
|
|||||||
#include "common.h"
|
#include "common.h"
|
||||||
#include "operators.h"
|
#include "operators.h"
|
||||||
|
|
||||||
#include <map>
|
|
||||||
#include <type_traits>
|
#include <type_traits>
|
||||||
#include <utility>
|
#include <utility>
|
||||||
#include <algorithm>
|
#include <algorithm>
|
||||||
@ -356,7 +355,7 @@ pybind11::class_<Vector, holder_type> bind_vector(pybind11::module &m, std::stri
|
|||||||
|
|
||||||
|
|
||||||
//
|
//
|
||||||
// std::map
|
// std::map, std::unordered_map
|
||||||
//
|
//
|
||||||
|
|
||||||
NAMESPACE_BEGIN(detail)
|
NAMESPACE_BEGIN(detail)
|
||||||
@ -373,8 +372,8 @@ template <typename Map, typename Class_, typename... Args> void map_if_copy_assi
|
|||||||
auto it = m.find(k);
|
auto it = m.find(k);
|
||||||
if (it != m.end()) it->second = v;
|
if (it != m.end()) it->second = v;
|
||||||
else m.emplace(k, v);
|
else m.emplace(k, v);
|
||||||
});
|
}
|
||||||
|
);
|
||||||
}
|
}
|
||||||
|
|
||||||
template<typename Map, typename Class_, typename std::enable_if<!std::is_copy_assignable<typename Map::mapped_type>::value, int>::type = 0>
|
template<typename Map, typename Class_, typename std::enable_if<!std::is_copy_assignable<typename Map::mapped_type>::value, int>::type = 0>
|
||||||
@ -384,12 +383,15 @@ void map_if_copy_assignable(Class_ &cl) {
|
|||||||
|
|
||||||
cl.def("__setitem__",
|
cl.def("__setitem__",
|
||||||
[](Map &m, const KeyType &k, const MappedType &v) {
|
[](Map &m, const KeyType &k, const MappedType &v) {
|
||||||
auto r = m.insert( std::make_pair(k, v) ); // We can't use m[k] = v; because value type might not be default constructable
|
// We can't use m[k] = v; because value type might not be default constructable
|
||||||
if (!r.second) { // value type might be const so the only way to insert it is to errase it first...
|
auto r = m.insert(std::make_pair(k, v));
|
||||||
|
if (!r.second) {
|
||||||
|
// value type might be const so the only way to insert it is to erase it first...
|
||||||
m.erase(r.first);
|
m.erase(r.first);
|
||||||
m.insert(std::make_pair(k, v));
|
m.insert(std::make_pair(k, v));
|
||||||
}
|
}
|
||||||
});
|
}
|
||||||
|
);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
@ -402,7 +404,8 @@ template <typename Map, typename Class_> auto map_if_insertion_operator(Class_ &
|
|||||||
s << name << '{';
|
s << name << '{';
|
||||||
bool f = false;
|
bool f = false;
|
||||||
for (auto const &kv : m) {
|
for (auto const &kv : m) {
|
||||||
if (f) s << ", ";
|
if (f)
|
||||||
|
s << ", ";
|
||||||
s << kv.first << ": " << kv.second;
|
s << kv.first << ": " << kv.second;
|
||||||
f = true;
|
f = true;
|
||||||
}
|
}
|
||||||
@ -428,16 +431,12 @@ pybind11::class_<Map, holder_type> bind_map(module &m, const std::string &name,
|
|||||||
detail::map_if_insertion_operator<Map, Class_>(cl, name);
|
detail::map_if_insertion_operator<Map, Class_>(cl, name);
|
||||||
|
|
||||||
cl.def("__bool__",
|
cl.def("__bool__",
|
||||||
[](const Map &m) -> bool {
|
[](const Map &m) -> bool { return !m.empty(); },
|
||||||
return !m.empty();
|
|
||||||
},
|
|
||||||
"Check whether the map is nonempty"
|
"Check whether the map is nonempty"
|
||||||
);
|
);
|
||||||
|
|
||||||
cl.def("__iter__",
|
cl.def("__iter__",
|
||||||
[](Map &m) {
|
[](Map &m) { return pybind11::make_key_iterator(m.begin(), m.end()); },
|
||||||
return pybind11::make_key_iterator(m.begin(), m.end());
|
|
||||||
},
|
|
||||||
pybind11::keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
|
pybind11::keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
|
||||||
);
|
);
|
||||||
|
|
||||||
@ -449,18 +448,22 @@ pybind11::class_<Map, holder_type> bind_map(module &m, const std::string &name,
|
|||||||
cl.def("__getitem__",
|
cl.def("__getitem__",
|
||||||
[](Map &m, const KeyType &k) -> MappedType {
|
[](Map &m, const KeyType &k) -> MappedType {
|
||||||
auto it = m.find(k);
|
auto it = m.find(k);
|
||||||
if (it != m.end()) return it->second;
|
if (it == m.end())
|
||||||
else throw pybind11::key_error(); // it is not always possible to convert key to string // pybind11::key_error(k)
|
throw pybind11::key_error();
|
||||||
});
|
return it->second;
|
||||||
|
}
|
||||||
|
);
|
||||||
|
|
||||||
detail::map_if_copy_assignable<Map, Class_>(cl);
|
detail::map_if_copy_assignable<Map, Class_>(cl);
|
||||||
|
|
||||||
cl.def("__delitem__",
|
cl.def("__delitem__",
|
||||||
[](Map &m, const KeyType &k) {
|
[](Map &m, const KeyType &k) {
|
||||||
auto it = m.find(k);
|
auto it = m.find(k);
|
||||||
if (it != m.end()) return m.erase(it);
|
if (it == m.end())
|
||||||
else throw pybind11::key_error(); // it is not always possible to convert key to string // pybind11::key_error(k)
|
throw pybind11::key_error();
|
||||||
});
|
return m.erase(it);
|
||||||
|
}
|
||||||
|
);
|
||||||
|
|
||||||
cl.def("__len__", &Map::size);
|
cl.def("__len__", &Map::size);
|
||||||
|
|
||||||
|
@ -10,6 +10,8 @@
|
|||||||
#include "pybind11_tests.h"
|
#include "pybind11_tests.h"
|
||||||
|
|
||||||
#include <pybind11/stl_bind.h>
|
#include <pybind11/stl_bind.h>
|
||||||
|
#include <map>
|
||||||
|
#include <unordered_map>
|
||||||
|
|
||||||
class El {
|
class El {
|
||||||
public:
|
public:
|
||||||
|
@ -1,7 +1,12 @@
|
|||||||
#!/bin/bash
|
#!/bin/bash
|
||||||
#
|
#
|
||||||
# Script to check include/test code for common pybind11 code style errors.
|
# Script to check include/test code for common pybind11 code style errors.
|
||||||
# Currently just checks for tabs used instead of spaces.
|
#
|
||||||
|
# This script currently checks for
|
||||||
|
#
|
||||||
|
# 1. use of tabs instead of spaces
|
||||||
|
# 2. trailing spaces
|
||||||
|
# 3. missing space between keyword and parenthesis, e.g.: for(, if(, while(
|
||||||
#
|
#
|
||||||
# Invoke as: tools/check-style.sh
|
# Invoke as: tools/check-style.sh
|
||||||
#
|
#
|
||||||
@ -21,6 +26,19 @@ while read -u 3 f; do
|
|||||||
echo " $f"
|
echo " $f"
|
||||||
done
|
done
|
||||||
|
|
||||||
|
found=
|
||||||
|
# The mt=41 sets a red background for matched trailing spaces
|
||||||
|
exec 3< <(GREP_COLORS='mt=41' grep '\s\+$' include/ tests/*.{cpp,py,h} docs/*.rst -rn --color=always)
|
||||||
|
while read -u 3 f; do
|
||||||
|
if [ -z "$found" ]; then
|
||||||
|
echo -e '\e[31m\e[01mError: found trailing spaces in the following files:\e[0m'
|
||||||
|
found=1
|
||||||
|
errors=1
|
||||||
|
fi
|
||||||
|
|
||||||
|
echo " $f"
|
||||||
|
done
|
||||||
|
|
||||||
found=
|
found=
|
||||||
exec 3< <(grep '\<\(if\|for\|while\)(\|){' include/ tests/*.{cpp,py,h} -rn --color=always)
|
exec 3< <(grep '\<\(if\|for\|while\)(\|){' include/ tests/*.{cpp,py,h} -rn --color=always)
|
||||||
while read -u 3 line; do
|
while read -u 3 line; do
|
||||||
|
Loading…
Reference in New Issue
Block a user