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minor doc & style fixes
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parent
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@ -551,27 +551,150 @@ and the Python ``list``, ``set`` and ``dict`` data structures are automatically
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enabled. The types ``std::pair<>`` and ``std::tuple<>`` are already supported
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enabled. The types ``std::pair<>`` and ``std::tuple<>`` are already supported
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out of the box with just the core :file:`pybind11/pybind11.h` header.
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out of the box with just the core :file:`pybind11/pybind11.h` header.
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Alternatively it might be desirable to bind STL containers as native C++ classes,
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The major downside of these implicit conversions is that containers must be
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eliminating the need of converting back and forth between C++ representation
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converted (i.e. copied) on every Python->C++ and C++->Python transition, which
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and Python one. The downside of this approach in this case users will have to
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can have implications on the program semantics and performance. Please read the
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deal with C++ containers directly instead of using already familiar Python lists
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next sections for more details and alternative approaches that avoid this.
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or dicts.
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Pybind11 provide set of binder functions to bind various STL containers like vectors,
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maps etc. All binder functions are designed to return instances of pybind11::class_
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objects so developers can bind extra functions if needed. For complete set of
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available functions please see :file:`pybind11/stl_bind.h`. For an example on using
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this feature, please see :file:`tests/test_stl_binders.cpp`.
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.. note::
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.. note::
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Arbitrary nesting of any of these types is supported.
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Arbitrary nesting of any of these types is possible.
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.. seealso::
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.. seealso::
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The file :file:`tests/test_python_types.cpp` contains a complete
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The file :file:`tests/test_python_types.cpp` contains a complete
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example that demonstrates how to pass STL data types in more detail.
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example that demonstrates how to pass STL data types in more detail.
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.. _opaque:
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Treating STL data structures as opaque objects
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==============================================
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pybind11 heavily relies on a template matching mechanism to convert parameters
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and return values that are constructed from STL data types such as vectors,
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linked lists, hash tables, etc. This even works in a recursive manner, for
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instance to deal with lists of hash maps of pairs of elementary and custom
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types, etc.
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However, a fundamental limitation of this approach is that internal conversions
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between Python and C++ types involve a copy operation that prevents
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pass-by-reference semantics. What does this mean?
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Suppose we bind the following function
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.. code-block:: cpp
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void append_1(std::vector<int> &v) {
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v.push_back(1);
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}
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and call it from Python, the following happens:
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.. code-block:: pycon
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>>> v = [5, 6]
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>>> append_1(v)
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>>> print(v)
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[5, 6]
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As you can see, when passing STL data structures by reference, modifications
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are not propagated back the Python side. A similar situation arises when
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exposing STL data structures using the ``def_readwrite`` or ``def_readonly``
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functions:
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.. code-block:: cpp
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/* ... definition ... */
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class MyClass {
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std::vector<int> contents;
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};
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/* ... binding code ... */
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py::class_<MyClass>(m, "MyClass")
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.def(py::init<>)
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.def_readwrite("contents", &MyClass::contents);
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In this case, properties can be read and written in their entirety. However, an
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``append`` operaton involving such a list type has no effect:
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.. code-block:: pycon
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>>> m = MyClass()
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>>> m.contents = [5, 6]
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>>> print(m.contents)
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[5, 6]
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>>> m.contents.append(7)
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>>> print(m.contents)
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[5, 6]
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Finally, the involved copy operations can be costly when dealing with very
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large lists. To deal with all of the above situations, pybind11 provides a
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macro named ``PYBIND11_MAKE_OPAQUE(T)`` that disables the template-based
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conversion machinery of types, thus rendering them *opaque*. The contents of
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opaque objects are never inspected or extracted, hence they *can* be passed by
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reference. For instance, to turn ``std::vector<int>`` into an opaque type, add
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the declaration
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.. code-block:: cpp
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PYBIND11_MAKE_OPAQUE(std::vector<int>);
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before any binding code (e.g. invocations to ``class_::def()``, etc.). This
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macro must be specified at the top level (and outside of any namespaces), since
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it instantiates a partial template overload. If your binding code consists of
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multiple compilation units, it must be present in every file preceding any
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usage of ``std::vector<int>``. Opaque types must also have a corresponding
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``class_`` declaration to associate them with a name in Python, and to define a
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set of available operations, e.g.:
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.. code-block:: cpp
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py::class_<std::vector<int>>(m, "IntVector")
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.def(py::init<>())
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.def("clear", &std::vector<int>::clear)
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.def("pop_back", &std::vector<int>::pop_back)
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.def("__len__", [](const std::vector<int> &v) { return v.size(); })
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.def("__iter__", [](std::vector<int> &v) {
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return py::make_iterator(v.begin(), v.end());
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}, py::keep_alive<0, 1>()) /* Keep vector alive while iterator is used */
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// ....
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The ability to expose STL containers as native Python objects is a fairly
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common request, hence pybind11 also provides an optional header file named
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:file:`pybind11/stl_bind.h` that does exactly this. The mapped containers try
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to match the behavior of their native Python counterparts as much as possible.
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The following example showcases usage of :file:`pybind11/stl_bind.h`:
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.. code-block:: cpp
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// Don't forget this
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#include <pybind11/stl_bind.h>
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PYBIND11_MAKE_OPAQUE(std::vector<int>);
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PYBIND11_MAKE_OPAQUE(std::map<std::string, double>);
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// ...
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// later in binding code:
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py::bind_vector<std::vector<int>>(m, "VectorInt");
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py::bind_map<std::map<std::string, double>>(m, "MapStringDouble");
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Please take a look at the :ref:`macro_notes` before using the
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``PYBIND11_MAKE_OPAQUE`` macro.
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.. seealso::
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The file :file:`tests/test_opaque_types.cpp` contains a complete
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example that demonstrates how to create and expose opaque types using
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pybind11 in more detail.
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The file :file:`tests/test_stl_binders.cpp` shows how to use the
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convenience STL container wrappers.
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Binding sequence data types, iterators, the slicing protocol, etc.
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Binding sequence data types, iterators, the slicing protocol, etc.
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==================================================================
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==================================================================
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@ -1103,108 +1226,6 @@ section.
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The ``py::exception`` wrapper for creating custom exceptions cannot (yet)
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The ``py::exception`` wrapper for creating custom exceptions cannot (yet)
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be used as a ``py::base``.
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be used as a ``py::base``.
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.. _opaque:
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Treating STL data structures as opaque objects
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==============================================
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pybind11 heavily relies on a template matching mechanism to convert parameters
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and return values that are constructed from STL data types such as vectors,
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linked lists, hash tables, etc. This even works in a recursive manner, for
|
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instance to deal with lists of hash maps of pairs of elementary and custom
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types, etc.
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|
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However, a fundamental limitation of this approach is that internal conversions
|
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between Python and C++ types involve a copy operation that prevents
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pass-by-reference semantics. What does this mean?
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Suppose we bind the following function
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.. code-block:: cpp
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void append_1(std::vector<int> &v) {
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v.push_back(1);
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}
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and call it from Python, the following happens:
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.. code-block:: pycon
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>>> v = [5, 6]
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>>> append_1(v)
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>>> print(v)
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[5, 6]
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As you can see, when passing STL data structures by reference, modifications
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are not propagated back the Python side. A similar situation arises when
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exposing STL data structures using the ``def_readwrite`` or ``def_readonly``
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functions:
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.. code-block:: cpp
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/* ... definition ... */
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class MyClass {
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std::vector<int> contents;
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};
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/* ... binding code ... */
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py::class_<MyClass>(m, "MyClass")
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.def(py::init<>)
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.def_readwrite("contents", &MyClass::contents);
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In this case, properties can be read and written in their entirety. However, an
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``append`` operaton involving such a list type has no effect:
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.. code-block:: pycon
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>>> m = MyClass()
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>>> m.contents = [5, 6]
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>>> print(m.contents)
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[5, 6]
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>>> m.contents.append(7)
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>>> print(m.contents)
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[5, 6]
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To deal with both of the above situations, pybind11 provides a macro named
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``PYBIND11_MAKE_OPAQUE(T)`` that disables the template-based conversion
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machinery of types, thus rendering them *opaque*. The contents of opaque
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objects are never inspected or extracted, hence they can be passed by
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reference. For instance, to turn ``std::vector<int>`` into an opaque type, add
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the declaration
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.. code-block:: cpp
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PYBIND11_MAKE_OPAQUE(std::vector<int>);
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before any binding code (e.g. invocations to ``class_::def()``, etc.). This
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macro must be specified at the top level, since instantiates a partial template
|
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overload. If your binding code consists of multiple compilation units, it must
|
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be present in every file preceding any usage of ``std::vector<int>``. Opaque
|
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types must also have a corresponding ``class_`` declaration to associate them
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with a name in Python, and to define a set of available operations:
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.. code-block:: cpp
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py::class_<std::vector<int>>(m, "IntVector")
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.def(py::init<>())
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.def("clear", &std::vector<int>::clear)
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.def("pop_back", &std::vector<int>::pop_back)
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.def("__len__", [](const std::vector<int> &v) { return v.size(); })
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.def("__iter__", [](std::vector<int> &v) {
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return py::make_iterator(v.begin(), v.end());
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}, py::keep_alive<0, 1>()) /* Keep vector alive while iterator is used */
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// ....
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Please take a look at the :ref:`macro_notes` before using this feature.
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.. seealso::
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The file :file:`tests/test_opaque_types.cpp` contains a complete
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example that demonstrates how to create and expose opaque types using
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pybind11 in more detail.
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.. _eigen:
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.. _eigen:
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Transparent conversion of dense and sparse Eigen data types
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Transparent conversion of dense and sparse Eigen data types
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@ -140,7 +140,7 @@ the included test suite contains the following symbol:
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.. code-block:: none
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.. code-block:: none
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__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_
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.. only:: not html
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.. only:: not html
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@ -12,7 +12,6 @@
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#include "common.h"
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#include "common.h"
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#include "operators.h"
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#include "operators.h"
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#include <map>
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#include <type_traits>
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#include <type_traits>
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#include <utility>
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#include <utility>
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#include <algorithm>
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#include <algorithm>
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@ -356,7 +355,7 @@ pybind11::class_<Vector, holder_type> bind_vector(pybind11::module &m, std::stri
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//
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//
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// std::map
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// std::map, std::unordered_map
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//
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//
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NAMESPACE_BEGIN(detail)
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NAMESPACE_BEGIN(detail)
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@ -373,8 +372,8 @@ template <typename Map, typename Class_, typename... Args> void map_if_copy_assi
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auto it = m.find(k);
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auto it = m.find(k);
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if (it != m.end()) it->second = v;
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if (it != m.end()) it->second = v;
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else m.emplace(k, v);
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else m.emplace(k, v);
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});
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}
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);
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}
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}
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template<typename Map, typename Class_, typename std::enable_if<!std::is_copy_assignable<typename Map::mapped_type>::value, int>::type = 0>
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template<typename Map, typename Class_, typename std::enable_if<!std::is_copy_assignable<typename Map::mapped_type>::value, int>::type = 0>
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@ -384,12 +383,15 @@ void map_if_copy_assignable(Class_ &cl) {
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cl.def("__setitem__",
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cl.def("__setitem__",
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[](Map &m, const KeyType &k, const MappedType &v) {
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[](Map &m, const KeyType &k, const MappedType &v) {
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auto r = m.insert( std::make_pair(k, v) ); // We can't use m[k] = v; because value type might not be default constructable
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// We can't use m[k] = v; because value type might not be default constructable
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if (!r.second) { // value type might be const so the only way to insert it is to errase it first...
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auto r = m.insert(std::make_pair(k, v));
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if (!r.second) {
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// value type might be const so the only way to insert it is to erase it first...
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m.erase(r.first);
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m.erase(r.first);
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m.insert( std::make_pair(k, v) );
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m.insert(std::make_pair(k, v));
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}
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}
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});
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}
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);
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}
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}
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@ -401,8 +403,9 @@ template <typename Map, typename Class_> auto map_if_insertion_operator(Class_ &
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std::ostringstream s;
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std::ostringstream s;
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s << name << '{';
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s << name << '{';
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bool f = false;
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bool f = false;
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for (auto const & kv : m) {
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for (auto const &kv : m) {
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if (f) s << ", ";
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if (f)
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s << ", ";
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s << kv.first << ": " << kv.second;
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s << kv.first << ": " << kv.second;
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f = true;
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f = true;
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}
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}
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@ -428,16 +431,12 @@ pybind11::class_<Map, holder_type> bind_map(module &m, const std::string &name,
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detail::map_if_insertion_operator<Map, Class_>(cl, name);
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detail::map_if_insertion_operator<Map, Class_>(cl, name);
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cl.def("__bool__",
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cl.def("__bool__",
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[](const Map &m) -> bool {
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[](const Map &m) -> bool { return !m.empty(); },
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return !m.empty();
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},
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"Check whether the map is nonempty"
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"Check whether the map is nonempty"
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);
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);
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cl.def("__iter__",
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cl.def("__iter__",
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[](Map &m) {
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[](Map &m) { return pybind11::make_key_iterator(m.begin(), m.end()); },
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return pybind11::make_key_iterator(m.begin(), m.end());
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},
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pybind11::keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
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pybind11::keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
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);
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);
|
||||||
|
|
||||||
@ -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:
|
||||||
@ -28,18 +30,18 @@ test_initializer stl_binder_vector([](py::module &m) {
|
|||||||
py::class_<El>(m, "El")
|
py::class_<El>(m, "El")
|
||||||
.def(py::init<int>());
|
.def(py::init<int>());
|
||||||
|
|
||||||
py::bind_vector< std::vector<unsigned int> >(m, "VectorInt");
|
py::bind_vector<std::vector<unsigned int>>(m, "VectorInt");
|
||||||
py::bind_vector< std::vector<bool> >(m, "VectorBool");
|
py::bind_vector<std::vector<bool>>(m, "VectorBool");
|
||||||
|
|
||||||
py::bind_vector< std::vector<El> >(m, "VectorEl");
|
py::bind_vector<std::vector<El>>(m, "VectorEl");
|
||||||
|
|
||||||
py::bind_vector< std::vector< std::vector<El> > >(m, "VectorVectorEl");
|
py::bind_vector<std::vector<std::vector<El>>>(m, "VectorVectorEl");
|
||||||
});
|
});
|
||||||
|
|
||||||
test_initializer stl_binder_map([](py::module &m) {
|
test_initializer stl_binder_map([](py::module &m) {
|
||||||
py::bind_map< std::map<std::string, double> >(m, "MapStringDouble");
|
py::bind_map<std::map<std::string, double>>(m, "MapStringDouble");
|
||||||
py::bind_map< std::unordered_map<std::string, double> >(m, "UnorderedMapStringDouble");
|
py::bind_map<std::unordered_map<std::string, double>>(m, "UnorderedMapStringDouble");
|
||||||
|
|
||||||
py::bind_map< std::map<std::string, double const> >(m, "MapStringDoubleConst");
|
py::bind_map<std::map<std::string, double const>>(m, "MapStringDoubleConst");
|
||||||
py::bind_map< std::unordered_map<std::string, double const> >(m, "UnorderedMapStringDoubleConst");
|
py::bind_map<std::unordered_map<std::string, double const>>(m, "UnorderedMapStringDoubleConst");
|
||||||
});
|
});
|
||||||
|
@ -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