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Add py::pickle() adaptor for safer __getstate__/__setstate__ bindings
This is analogous to `py::init()` vs `__init__` + placement-new. `py::pickle()` reuses most of the implementation details of `py::init()`.
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@ -687,13 +687,15 @@ throwing a type error.
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complete example that demonstrates how to work with overloaded operators in
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more detail.
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.. _pickling:
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Pickling support
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================
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Python's ``pickle`` module provides a powerful facility to serialize and
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de-serialize a Python object graph into a binary data stream. To pickle and
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unpickle C++ classes using pybind11, two additional functions must be provided.
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Suppose the class in question has the following signature:
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unpickle C++ classes using pybind11, a ``py::pickle()`` definition must be
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provided. Suppose the class in question has the following signature:
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.. code-block:: cpp
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@ -709,8 +711,9 @@ Suppose the class in question has the following signature:
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int m_extra = 0;
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};
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The binding code including the requisite ``__setstate__`` and ``__getstate__`` methods [#f3]_
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looks as follows:
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Pickling support in Python is enable by defining the ``__setstate__`` and
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``__getstate__`` methods [#f3]_. For pybind11 classes, use ``py::pickle()``
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to bind these two functions:
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.. code-block:: cpp
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@ -719,21 +722,28 @@ looks as follows:
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.def("value", &Pickleable::value)
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.def("extra", &Pickleable::extra)
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.def("setExtra", &Pickleable::setExtra)
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.def("__getstate__", [](const Pickleable &p) {
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/* Return a tuple that fully encodes the state of the object */
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return py::make_tuple(p.value(), p.extra());
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})
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.def("__setstate__", [](Pickleable &p, py::tuple t) {
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if (t.size() != 2)
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throw std::runtime_error("Invalid state!");
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.def(py::pickle(
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[](const Pickleable &p) { // __getstate__
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/* Return a tuple that fully encodes the state of the object */
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return py::make_tuple(p.value(), p.extra());
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},
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[](py::tuple t) { // __setstate__
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if (t.size() != 2)
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throw std::runtime_error("Invalid state!");
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/* Invoke the in-place constructor. Note that this is needed even
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when the object just has a trivial default constructor */
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new (&p) Pickleable(t[0].cast<std::string>());
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/* Create a new C++ instance */
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Pickleable p(t[0].cast<std::string>());
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/* Assign any additional state */
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p.setExtra(t[1].cast<int>());
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});
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/* Assign any additional state */
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p.setExtra(t[1].cast<int>());
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return p;
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}
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));
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The ``__setstate__`` part of the ``py::picke()`` definition follows the same
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rules as the single-argument version of ``py::init()``. The return type can be
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a value, pointer or holder type. See :ref:`custom_constructors` for details.
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An instance can now be pickled as follows:
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@ -91,6 +91,11 @@ v2.2.0 (Not yet released)
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return std::make_unique<Example>(std::to_string(n));
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}));
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* Similarly to custom constructors, pickling support functions are now bound
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using the ``py::pickle()`` adaptor which improves type safety. See the
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:doc:`upgrade` and :ref:`pickling` for details.
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`#1038 <https://github.com/pybind/pybind11/pull/1038>`_.
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* Builtin support for converting C++17 standard library types and general
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conversion improvements:
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@ -162,6 +162,39 @@ See :ref:`custom_constructors` for details.
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}));
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New syntax for pickling support
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-------------------------------
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Mirroring the custom constructor changes, ``py::pickle()`` is now the preferred
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way to get and set object state. See :ref:`pickling` for details.
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.. code-block:: cpp
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// old -- deprecated
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py::class<Foo>(m, "Foo")
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...
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.def("__getstate__", [](const Foo &self) {
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return py::make_tuple(self.value1(), self.value2(), ...);
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})
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.def("__setstate__", [](Foo &self, py::tuple t) {
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new (&self) Foo(t[0].cast<std::string>(), ...);
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});
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// new
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py::class<Foo>(m, "Foo")
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...
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.def(py::pickle(
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[](const Foo &self) { // __getstate__
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return py::make_tuple(f.value1(), f.value2(), ...); // unchanged
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},
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[](py::tuple t) { // __setstate__, note: no `self` argument
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return new Foo(t[0].cast<std::string>(), ...);
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// or: return std::make_unique<Foo>(...); // return by holder
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// or: return Foo(...); // return by value (move constructor)
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}
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));
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Deprecation of some ``py::object`` APIs
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---------------------------------------
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@ -271,6 +271,55 @@ struct factory<CFunc, AFunc, CReturn(CArgs...), AReturn(AArgs...)> {
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}
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};
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/// Set just the C++ state. Same as `__init__`.
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template <typename Class, typename T>
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void setstate(value_and_holder &v_h, T &&result, bool need_alias) {
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construct<Class>(v_h, std::forward<T>(result), need_alias);
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}
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/// Set both the C++ and Python states
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template <typename Class, typename T, typename O,
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enable_if_t<std::is_convertible<O, handle>::value, int> = 0>
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void setstate(value_and_holder &v_h, std::pair<T, O> &&result, bool need_alias) {
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construct<Class>(v_h, std::move(result.first), need_alias);
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setattr((PyObject *) v_h.inst, "__dict__", result.second);
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}
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/// Implementation for py::pickle(GetState, SetState)
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template <typename Get, typename Set,
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typename = function_signature_t<Get>, typename = function_signature_t<Set>>
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struct pickle_factory;
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template <typename Get, typename Set,
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typename RetState, typename Self, typename NewInstance, typename ArgState>
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struct pickle_factory<Get, Set, RetState(Self), NewInstance(ArgState)> {
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static_assert(std::is_same<RetState, ArgState>::value,
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"The type returned by `__getstate__` must be the same "
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"as the argument accepted by `__setstate__`");
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remove_reference_t<Get> get;
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remove_reference_t<Set> set;
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pickle_factory(Get get, Set set)
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: get(std::forward<Get>(get)), set(std::forward<Set>(set)) { }
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template <typename Class, typename... Extra>
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void execute(Class &cl, const Extra &...extra) && {
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cl.def("__getstate__", std::move(get));
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#if defined(PYBIND11_CPP14)
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cl.def("__setstate__", [func = std::move(set)]
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#else
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auto &func = set;
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cl.def("__setstate__", [func]
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#endif
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(value_and_holder &v_h, ArgState state) {
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setstate<Class>(v_h, func(std::forward<ArgState>(state)),
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Py_TYPE(v_h.inst) != v_h.type->type);
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}, is_new_style_constructor(), extra...);
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}
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};
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NAMESPACE_END(initimpl)
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NAMESPACE_END(detail)
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NAMESPACE_END(pybind11)
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@ -1095,6 +1095,12 @@ public:
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return *this;
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}
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template <typename... Args, typename... Extra>
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class_ &def(detail::initimpl::pickle_factory<Args...> &&pf, const Extra &...extra) {
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std::move(pf).execute(*this, extra...);
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return *this;
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}
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template <typename Func> class_& def_buffer(Func &&func) {
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struct capture { Func func; };
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capture *ptr = new capture { std::forward<Func>(func) };
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@ -1399,6 +1405,13 @@ Ret init(CFunc &&c, AFunc &&a) {
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return {std::forward<CFunc>(c), std::forward<AFunc>(a)};
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}
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/// Binds pickling functions `__getstate__` and `__setstate__` and ensures that the type
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/// returned by `__getstate__` is the same as the argument accepted by `__setstate__`.
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template <typename GetState, typename SetState>
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detail::initimpl::pickle_factory<GetState, SetState> pickle(GetState &&g, SetState &&s) {
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return {std::forward<GetState>(g), std::forward<SetState>(s)};
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};
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NAMESPACE_BEGIN(detail)
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@ -25,6 +25,12 @@ TEST_SUBMODULE(pickling, m) {
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int m_extra1 = 0;
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int m_extra2 = 0;
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};
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class PickleableNew : public Pickleable {
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public:
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using Pickleable::Pickleable;
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};
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py::class_<Pickleable>(m, "Pickleable")
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.def(py::init<std::string>())
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.def("value", &Pickleable::value)
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@ -49,6 +55,23 @@ TEST_SUBMODULE(pickling, m) {
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p.setExtra2(t[2].cast<int>());
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});
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py::class_<PickleableNew, Pickleable>(m, "PickleableNew")
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.def(py::init<std::string>())
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.def(py::pickle(
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[](const PickleableNew &p) {
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return py::make_tuple(p.value(), p.extra1(), p.extra2());
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},
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[](py::tuple t) {
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if (t.size() != 3)
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throw std::runtime_error("Invalid state!");
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auto p = PickleableNew(t[0].cast<std::string>());
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p.setExtra1(t[1].cast<int>());
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p.setExtra2(t[2].cast<int>());
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return p;
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}
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));
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#if !defined(PYPY_VERSION)
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// test_roundtrip_with_dict
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class PickleableWithDict {
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@ -58,6 +81,12 @@ TEST_SUBMODULE(pickling, m) {
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std::string value;
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int extra;
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};
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class PickleableWithDictNew : public PickleableWithDict {
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public:
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using PickleableWithDict::PickleableWithDict;
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};
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py::class_<PickleableWithDict>(m, "PickleableWithDict", py::dynamic_attr())
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.def(py::init<std::string>())
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.def_readwrite("value", &PickleableWithDict::value)
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@ -79,5 +108,23 @@ TEST_SUBMODULE(pickling, m) {
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/* Assign Python state */
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self.attr("__dict__") = t[2];
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});
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py::class_<PickleableWithDictNew, PickleableWithDict>(m, "PickleableWithDictNew")
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.def(py::init<std::string>())
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.def(py::pickle(
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[](py::object self) {
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return py::make_tuple(self.attr("value"), self.attr("extra"), self.attr("__dict__"));
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},
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[](py::tuple t) {
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if (t.size() != 3)
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throw std::runtime_error("Invalid state!");
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auto cpp_state = PickleableWithDictNew(t[0].cast<std::string>());
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cpp_state.extra = t[1].cast<int>();
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auto py_state = t[2].cast<py::dict>();
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return std::make_pair(cpp_state, py_state);
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}
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));
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#endif
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}
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@ -7,8 +7,10 @@ except ImportError:
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import pickle
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def test_roundtrip():
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p = m.Pickleable("test_value")
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@pytest.mark.parametrize("cls_name", ["Pickleable", "PickleableNew"])
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def test_roundtrip(cls_name):
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cls = getattr(m, cls_name)
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p = cls("test_value")
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p.setExtra1(15)
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p.setExtra2(48)
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@ -20,8 +22,10 @@ def test_roundtrip():
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@pytest.unsupported_on_pypy
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def test_roundtrip_with_dict():
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p = m.PickleableWithDict("test_value")
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@pytest.mark.parametrize("cls_name", ["PickleableWithDict", "PickleableWithDictNew"])
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def test_roundtrip_with_dict(cls_name):
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cls = getattr(m, cls_name)
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p = cls("test_value")
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p.extra = 15
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p.dynamic = "Attribute"
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