Merge pull request #372 from dean0x7d/keywords

Keyword arguments and generalized unpacking for C++ API
This commit is contained in:
Wenzel Jakob 2016-09-07 00:31:03 +09:00 committed by GitHub
commit a3dbdc67f5
16 changed files with 576 additions and 131 deletions

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@ -1622,24 +1622,76 @@ It is also possible to call python functions via ``operator()``.
py::object result_py = f(1234, "hello", some_instance); py::object result_py = f(1234, "hello", some_instance);
MyClass &result = result_py.cast<MyClass>(); MyClass &result = result_py.cast<MyClass>();
The special ``f(*args)`` and ``f(*args, **kwargs)`` syntax is also supported to Keyword arguments are also supported. In Python, there is the usual call syntax:
supply arbitrary argument and keyword lists, although these cannot be mixed
with other parameters. .. code-block:: python
def f(number, say, to):
... # function code
f(1234, say="hello", to=some_instance) # keyword call in Python
In C++, the same call can be made using:
.. code-block:: cpp .. code-block:: cpp
py::function f = <...>; using pybind11::literals; // to bring in the `_a` literal
f(1234, "say"_a="hello", "to"_a=some_instance); // keyword call in C++
Unpacking of ``*args`` and ``**kwargs`` is also possible and can be mixed with
other arguments:
.. code-block:: cpp
// * unpacking
py::tuple args = py::make_tuple(1234, "hello", some_instance);
f(*args);
// ** unpacking
py::dict kwargs = py::dict("number"_a=1234, "say"_a="hello", "to"_a=some_instance);
f(**kwargs);
// mixed keywords, * and ** unpacking
py::tuple args = py::make_tuple(1234); py::tuple args = py::make_tuple(1234);
py::dict kwargs; py::dict kwargs = py::dict("to"_a=some_instance);
kwargs["y"] = py::cast(5678); f(*args, "say"_a="hello", **kwargs);
py::object result = f(*args, **kwargs);
Generalized unpacking according to PEP448_ is also supported:
.. code-block:: cpp
py::dict kwargs1 = py::dict("number"_a=1234);
py::dict kwargs2 = py::dict("to"_a=some_instance);
f(**kwargs1, "say"_a="hello", **kwargs2);
.. 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 passing native Python types in more detail. The example that demonstrates passing native Python types in more detail. The
file :file:`tests/test_kwargs_and_defaults.cpp` discusses usage file :file:`tests/test_callbacks.cpp` presents a few examples of calling
of ``args`` and ``kwargs``. Python functions from C++, including keywords arguments and unpacking.
.. _PEP448: https://www.python.org/dev/peps/pep-0448/
Using Python's print function in C++
====================================
The usual way to write output in C++ is using ``std::cout`` while in Python one
would use ``print``. Since these methods use different buffers, mixing them can
lead to output order issues. To resolve this, pybind11 modules can use the
:func:`py::print` function which writes to Python's ``sys.stdout`` for consistency.
Python's ``print`` function is replicated in the C++ API including optional
keyword arguments ``sep``, ``end``, ``file``, ``flush``. Everything works as
expected in Python:
.. code-block:: cpp
py::print(1, 2.0, "three"); // 1 2.0 three
py::print(1, 2.0, "three", "sep"_a="-"); // 1-2.0-three
auto args = py::make_tuple("unpacked", true);
py::print("->", *args, "end"_a="<-"); // -> unpacked True <-
Default arguments revisited Default arguments revisited
=========================== ===========================

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@ -46,6 +46,13 @@ Breaking changes queued for v2.0.0 (Not yet released)
* Added constructors for ``str`` and ``bytes`` from zero-terminated char pointers, * Added constructors for ``str`` and ``bytes`` from zero-terminated char pointers,
and from char pointers and length. and from char pointers and length.
* Added ``memoryview`` wrapper type which is constructible from ``buffer_info``. * Added ``memoryview`` wrapper type which is constructible from ``buffer_info``.
* New syntax to call a Python function from C++ using keyword arguments and unpacking,
e.g. ``foo(1, 2, "z"_a=3)`` or ``bar(1, *args, "z"_a=3, **kwargs)``.
* Added ``py::print()`` function which replicates Python's API and writes to Python's
``sys.stdout`` by default (as opposed to C's ``stdout`` like ``std::cout``).
* Added ``py::dict`` keyword constructor:``auto d = dict("number"_a=42, "name"_a="World");``
* Added ``py::str::format()`` method and ``_s`` literal:
``py::str s = "1 + 2 = {}"_s.format(3);``
* Various minor improvements of library internals (no user-visible changes) * Various minor improvements of library internals (no user-visible changes)
1.8.1 (July 12, 2016) 1.8.1 (July 12, 2016)

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@ -14,35 +14,6 @@
NAMESPACE_BEGIN(pybind11) NAMESPACE_BEGIN(pybind11)
template <typename T> struct arg_t;
/// Annotation for keyword arguments
struct arg {
constexpr explicit arg(const char *name) : name(name) { }
template <typename T>
constexpr arg_t<T> operator=(const T &value) const { return {name, value}; }
template <typename T, size_t N>
constexpr arg_t<const T *> operator=(T const (&value)[N]) const {
return operator=((const T *) value);
}
const char *name;
};
/// Annotation for keyword arguments with default values
template <typename T> struct arg_t : public arg {
constexpr arg_t(const char *name, const T &value, const char *descr = nullptr)
: arg(name), value(value), descr(descr) { }
T value;
const char *descr;
};
inline namespace literals {
/// String literal version of arg
constexpr arg operator"" _a(const char *name, size_t) { return arg(name); }
}
/// Annotation for methods /// Annotation for methods
struct is_method { handle class_; is_method(const handle &c) : class_(c) { } }; struct is_method { handle class_; is_method(const handle &c) : class_(c) { } };
@ -238,21 +209,14 @@ template <> struct process_attribute<arg> : process_attribute_default<arg> {
}; };
/// Process a keyword argument attribute (*with* a default value) /// Process a keyword argument attribute (*with* a default value)
template <typename T> template <> struct process_attribute<arg_v> : process_attribute_default<arg_v> {
struct process_attribute<arg_t<T>> : process_attribute_default<arg_t<T>> { static void init(const arg_v &a, function_record *r) {
static void init(const arg_t<T> &a, function_record *r) {
if (r->class_ && r->args.empty()) if (r->class_ && r->args.empty())
r->args.emplace_back("self", nullptr, handle()); r->args.emplace_back("self", nullptr, handle());
/* Convert keyword value into a Python object */ if (!a.value) {
object o = object(detail::type_caster<typename detail::intrinsic_type<T>::type>::cast(
a.value, return_value_policy::automatic, handle()), false);
if (!o) {
#if !defined(NDEBUG) #if !defined(NDEBUG)
std::string descr(typeid(T).name()); auto descr = "'" + std::string(a.name) + ": " + a.type + "'";
detail::clean_type_id(descr);
descr = "'" + std::string(a.name) + ": " + descr + "'";
if (r->class_) { if (r->class_) {
if (r->name) if (r->name)
descr += " in method '" + (std::string) r->class_.str() + "." + (std::string) r->name + "'"; descr += " in method '" + (std::string) r->class_.str() + "." + (std::string) r->name + "'";
@ -269,7 +233,7 @@ struct process_attribute<arg_t<T>> : process_attribute_default<arg_t<T>> {
"Compile in debug mode for more information."); "Compile in debug mode for more information.");
#endif #endif
} }
r->args.emplace_back(a.name, a.descr, o.release()); r->args.emplace_back(a.name, a.descr, a.value.inc_ref());
} }
}; };
@ -301,9 +265,6 @@ template <int Nurse, int Patient> struct process_attribute<keep_alive<Nurse, Pat
static void postcall(handle args, handle ret) { keep_alive_impl(Nurse, Patient, args, ret); } static void postcall(handle args, handle ret) { keep_alive_impl(Nurse, Patient, args, ret); }
}; };
/// Ignore that a variable is unused in compiler warnings
inline void ignore_unused(const int *) { }
/// Recursively iterate over variadic template arguments /// Recursively iterate over variadic template arguments
template <typename... Args> struct process_attributes { template <typename... Args> struct process_attributes {
static void init(const Args&... args, function_record *r) { static void init(const Args&... args, function_record *r) {
@ -324,11 +285,6 @@ template <typename... Args> struct process_attributes {
} }
}; };
/// Compile-time integer sum
constexpr size_t constexpr_sum() { return 0; }
template <typename T, typename... Ts>
constexpr size_t constexpr_sum(T n, Ts... ns) { return n + constexpr_sum(ns...); }
/// Check the number of named arguments at compile time /// Check the number of named arguments at compile time
template <typename... Extra, template <typename... Extra,
size_t named = constexpr_sum(std::is_base_of<arg, Extra>::value...), size_t named = constexpr_sum(std::is_base_of<arg, Extra>::value...),

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@ -57,6 +57,7 @@ PYBIND11_NOINLINE inline internals &get_internals() {
} catch (const index_error &e) { PyErr_SetString(PyExc_IndexError, e.what()); return; } catch (const index_error &e) { PyErr_SetString(PyExc_IndexError, e.what()); return;
} catch (const key_error &e) { PyErr_SetString(PyExc_KeyError, e.what()); return; } catch (const key_error &e) { PyErr_SetString(PyExc_KeyError, e.what()); return;
} catch (const value_error &e) { PyErr_SetString(PyExc_ValueError, e.what()); return; } catch (const value_error &e) { PyErr_SetString(PyExc_ValueError, e.what()); return;
} catch (const type_error &e) { PyErr_SetString(PyExc_TypeError, e.what()); return;
} catch (const stop_iteration &e) { PyErr_SetString(PyExc_StopIteration, e.what()); return; } catch (const stop_iteration &e) { PyErr_SetString(PyExc_StopIteration, e.what()); return;
} catch (const std::bad_alloc &e) { PyErr_SetString(PyExc_MemoryError, e.what()); return; } catch (const std::bad_alloc &e) { PyErr_SetString(PyExc_MemoryError, e.what()); return;
} catch (const std::domain_error &e) { PyErr_SetString(PyExc_ValueError, e.what()); return; } catch (const std::domain_error &e) { PyErr_SetString(PyExc_ValueError, e.what()); return;
@ -251,8 +252,8 @@ protected:
/* Determine suitable casting operator */ /* Determine suitable casting operator */
template <typename T> template <typename T>
using cast_op_type = typename std::conditional<std::is_pointer<typename std::remove_reference<T>::type>::value, using cast_op_type = typename std::conditional<std::is_pointer<typename std::remove_reference<T>::type>::value,
typename std::add_pointer<typename intrinsic_type<T>::type>::type, typename std::add_pointer<intrinsic_t<T>>::type,
typename std::add_lvalue_reference<typename intrinsic_type<T>::type>::type>::type; typename std::add_lvalue_reference<intrinsic_t<T>>::type>::type;
/// Generic type caster for objects stored on the heap /// Generic type caster for objects stored on the heap
template <typename type> class type_caster_base : public type_caster_generic { template <typename type> class type_caster_base : public type_caster_generic {
@ -308,6 +309,7 @@ protected:
}; };
template <typename type, typename SFINAE = void> class type_caster : public type_caster_base<type> { }; template <typename type, typename SFINAE = void> class type_caster : public type_caster_base<type> { };
template <typename type> using make_caster = type_caster<intrinsic_t<type>>;
template <typename type> class type_caster<std::reference_wrapper<type>> : public type_caster_base<type> { template <typename type> class type_caster<std::reference_wrapper<type>> : public type_caster_base<type> {
public: public:
@ -610,8 +612,8 @@ public:
} }
static handle cast(const type &src, return_value_policy policy, handle parent) { static handle cast(const type &src, return_value_policy policy, handle parent) {
object o1 = object(type_caster<typename intrinsic_type<T1>::type>::cast(src.first, policy, parent), false); object o1 = object(make_caster<T1>::cast(src.first, policy, parent), false);
object o2 = object(type_caster<typename intrinsic_type<T2>::type>::cast(src.second, policy, parent), false); object o2 = object(make_caster<T2>::cast(src.second, policy, parent), false);
if (!o1 || !o2) if (!o1 || !o2)
return handle(); return handle();
tuple result(2); tuple result(2);
@ -622,24 +624,24 @@ public:
static PYBIND11_DESCR name() { static PYBIND11_DESCR name() {
return type_descr( return type_descr(
_("Tuple[") + type_caster<typename intrinsic_type<T1>::type>::name() + _("Tuple[") + make_caster<T1>::name() + _(", ") + make_caster<T2>::name() + _("]")
_(", ") + type_caster<typename intrinsic_type<T2>::type>::name() + _("]")); );
} }
template <typename T> using cast_op_type = type; template <typename T> using cast_op_type = type;
operator type() { operator type() {
return type(first .operator typename type_caster<typename intrinsic_type<T1>::type>::template cast_op_type<T1>(), return type(first.operator typename make_caster<T1>::template cast_op_type<T1>(),
second.operator typename type_caster<typename intrinsic_type<T2>::type>::template cast_op_type<T2>()); second.operator typename make_caster<T2>::template cast_op_type<T2>());
} }
protected: protected:
type_caster<typename intrinsic_type<T1>::type> first; make_caster<T1> first;
type_caster<typename intrinsic_type<T2>::type> second; make_caster<T2> second;
}; };
template <typename... Tuple> class type_caster<std::tuple<Tuple...>> { template <typename... Tuple> class type_caster<std::tuple<Tuple...>> {
typedef std::tuple<Tuple...> type; typedef std::tuple<Tuple...> type;
typedef std::tuple<typename intrinsic_type<Tuple>::type...> itype; typedef std::tuple<intrinsic_t<Tuple>...> itype;
typedef std::tuple<args> args_type; typedef std::tuple<args> args_type;
typedef std::tuple<args, kwargs> args_kwargs_type; typedef std::tuple<args, kwargs> args_kwargs_type;
public: public:
@ -679,7 +681,7 @@ public:
} }
static PYBIND11_DESCR element_names() { static PYBIND11_DESCR element_names() {
return detail::concat(type_caster<typename intrinsic_type<Tuple>::type>::name()...); return detail::concat(make_caster<Tuple>::name()...);
} }
static PYBIND11_DESCR name() { static PYBIND11_DESCR name() {
@ -704,12 +706,12 @@ public:
protected: protected:
template <typename ReturnValue, typename Func, size_t ... Index> ReturnValue call(Func &&f, index_sequence<Index...>) { template <typename ReturnValue, typename Func, size_t ... Index> ReturnValue call(Func &&f, index_sequence<Index...>) {
return f(std::get<Index>(value) return f(std::get<Index>(value)
.operator typename type_caster<typename intrinsic_type<Tuple>::type>::template cast_op_type<Tuple>()...); .operator typename make_caster<Tuple>::template cast_op_type<Tuple>()...);
} }
template <size_t ... Index> type cast(index_sequence<Index...>) { template <size_t ... Index> type cast(index_sequence<Index...>) {
return type(std::get<Index>(value) return type(std::get<Index>(value)
.operator typename type_caster<typename intrinsic_type<Tuple>::type>::template cast_op_type<Tuple>()...); .operator typename make_caster<Tuple>::template cast_op_type<Tuple>()...);
} }
template <size_t ... Indices> bool load(handle src, bool convert, index_sequence<Indices...>) { template <size_t ... Indices> bool load(handle src, bool convert, index_sequence<Indices...>) {
@ -726,7 +728,7 @@ protected:
/* Implementation: Convert a C++ tuple into a Python tuple */ /* Implementation: Convert a C++ tuple into a Python tuple */
template <size_t ... Indices> static handle cast(const type &src, return_value_policy policy, handle parent, index_sequence<Indices...>) { template <size_t ... Indices> static handle cast(const type &src, return_value_policy policy, handle parent, index_sequence<Indices...>) {
std::array<object, size> entries {{ std::array<object, size> entries {{
object(type_caster<typename intrinsic_type<Tuple>::type>::cast(std::get<Indices>(src), policy, parent), false)... object(make_caster<Tuple>::cast(std::get<Indices>(src), policy, parent), false)...
}}; }};
for (const auto &entry: entries) for (const auto &entry: entries)
if (!entry) if (!entry)
@ -739,7 +741,7 @@ protected:
} }
protected: protected:
std::tuple<type_caster<typename intrinsic_type<Tuple>::type>...> value; std::tuple<make_caster<Tuple>...> value;
}; };
/// Type caster for holder types like std::shared_ptr, etc. /// Type caster for holder types like std::shared_ptr, etc.
@ -846,7 +848,7 @@ template <typename T> using move_never = std::integral_constant<bool, !move_alwa
NAMESPACE_END(detail) NAMESPACE_END(detail)
template <typename T> T cast(const handle &handle) { template <typename T> T cast(const handle &handle) {
typedef detail::type_caster<typename detail::intrinsic_type<T>::type> type_caster; using type_caster = detail::make_caster<T>;
type_caster conv; type_caster conv;
if (!conv.load(handle, true)) { if (!conv.load(handle, true)) {
#if defined(NDEBUG) #if defined(NDEBUG)
@ -866,7 +868,7 @@ template <typename T> object cast(const T &value,
policy = std::is_pointer<T>::value ? return_value_policy::take_ownership : return_value_policy::copy; policy = std::is_pointer<T>::value ? return_value_policy::take_ownership : return_value_policy::copy;
else if (policy == return_value_policy::automatic_reference) else if (policy == return_value_policy::automatic_reference)
policy = std::is_pointer<T>::value ? return_value_policy::reference : return_value_policy::copy; policy = std::is_pointer<T>::value ? return_value_policy::reference : return_value_policy::copy;
return object(detail::type_caster<typename detail::intrinsic_type<T>::type>::cast(value, policy, parent), false); return object(detail::make_caster<T>::cast(value, policy, parent), false);
} }
template <typename T> T handle::cast() const { return pybind11::cast<T>(*this); } template <typename T> T handle::cast() const { return pybind11::cast<T>(*this); }
@ -927,7 +929,7 @@ template <return_value_policy policy = return_value_policy::automatic_reference,
typename... Args> tuple make_tuple(Args&&... args_) { typename... Args> tuple make_tuple(Args&&... args_) {
const size_t size = sizeof...(Args); const size_t size = sizeof...(Args);
std::array<object, size> args { std::array<object, size> args {
{ object(detail::type_caster<typename detail::intrinsic_type<Args>::type>::cast( { object(detail::make_caster<Args>::cast(
std::forward<Args>(args_), policy, nullptr), false)... } std::forward<Args>(args_), policy, nullptr), false)... }
}; };
for (auto &arg_value : args) { for (auto &arg_value : args) {
@ -947,13 +949,220 @@ template <return_value_policy policy = return_value_policy::automatic_reference,
return result; return result;
} }
template <return_value_policy policy, /// Annotation for keyword arguments
typename... Args> object handle::operator()(Args&&... args) const { struct arg {
tuple args_tuple = pybind11::make_tuple<policy>(std::forward<Args>(args)...); constexpr explicit arg(const char *name) : name(name) { }
object result(PyObject_CallObject(m_ptr, args_tuple.ptr()), false); template <typename T> arg_v operator=(T &&value) const;
if (!result)
throw error_already_set(); const char *name;
return result; };
/// Annotation for keyword arguments with values
struct arg_v : arg {
template <typename T>
arg_v(const char *name, T &&x, const char *descr = nullptr)
: arg(name),
value(detail::make_caster<T>::cast(x, return_value_policy::automatic, handle()), false),
descr(descr)
#if !defined(NDEBUG)
, type(type_id<T>())
#endif
{ }
object value;
const char *descr;
#if !defined(NDEBUG)
std::string type;
#endif
};
template <typename T>
arg_v arg::operator=(T &&value) const { return {name, std::forward<T>(value)}; }
/// Alias for backward compatibility -- to be remove in version 2.0
template <typename /*unused*/> using arg_t = arg_v;
inline namespace literals {
/// String literal version of arg
constexpr arg operator"" _a(const char *name, size_t) { return arg(name); }
}
NAMESPACE_BEGIN(detail)
NAMESPACE_BEGIN(constexpr_impl)
/// Implementation details for constexpr functions
constexpr int first(int i) { return i; }
template <typename T, typename... Ts>
constexpr int first(int i, T v, Ts... vs) { return v ? i : first(i + 1, vs...); }
constexpr int last(int /*i*/, int result) { return result; }
template <typename T, typename... Ts>
constexpr int last(int i, int result, T v, Ts... vs) { return last(i + 1, v ? i : result, vs...); }
NAMESPACE_END(constexpr_impl)
/// Return the index of the first type in Ts which satisfies Predicate<T>
template <template<typename> class Predicate, typename... Ts>
constexpr int constexpr_first() { return constexpr_impl::first(0, Predicate<Ts>::value...); }
/// Return the index of the last type in Ts which satisfies Predicate<T>
template <template<typename> class Predicate, typename... Ts>
constexpr int constexpr_last() { return constexpr_impl::last(0, -1, Predicate<Ts>::value...); }
/// Helper class which collects only positional arguments for a Python function call.
/// A fancier version below can collect any argument, but this one is optimal for simple calls.
template <return_value_policy policy>
class simple_collector {
public:
template <typename... Ts>
simple_collector(Ts &&...values)
: m_args(pybind11::make_tuple<policy>(std::forward<Ts>(values)...)) { }
const tuple &args() const & { return m_args; }
dict kwargs() const { return {}; }
tuple args() && { return std::move(m_args); }
/// Call a Python function and pass the collected arguments
object call(PyObject *ptr) const {
auto result = object(PyObject_CallObject(ptr, m_args.ptr()), false);
if (!result)
throw error_already_set();
return result;
}
private:
tuple m_args;
};
/// Helper class which collects positional, keyword, * and ** arguments for a Python function call
template <return_value_policy policy>
class unpacking_collector {
public:
template <typename... Ts>
unpacking_collector(Ts &&...values) {
// Tuples aren't (easily) resizable so a list is needed for collection,
// but the actual function call strictly requires a tuple.
auto args_list = list();
int _[] = { 0, (process(args_list, std::forward<Ts>(values)), 0)... };
ignore_unused(_);
m_args = object(PyList_AsTuple(args_list.ptr()), false);
}
const tuple &args() const & { return m_args; }
const dict &kwargs() const & { return m_kwargs; }
tuple args() && { return std::move(m_args); }
dict kwargs() && { return std::move(m_kwargs); }
/// Call a Python function and pass the collected arguments
object call(PyObject *ptr) const {
auto result = object(PyObject_Call(ptr, m_args.ptr(), m_kwargs.ptr()), false);
if (!result)
throw error_already_set();
return result;
}
private:
template <typename T>
void process(list &args_list, T &&x) {
auto o = object(detail::make_caster<T>::cast(std::forward<T>(x), policy, nullptr), false);
if (!o) {
#if defined(NDEBUG)
argument_cast_error();
#else
argument_cast_error(std::to_string(args_list.size()), type_id<T>());
#endif
}
args_list.append(o);
}
void process(list &args_list, detail::args_proxy ap) {
for (const auto &a : ap) {
args_list.append(a.cast<object>());
}
}
void process(list &/*args_list*/, arg_v a) {
if (m_kwargs[a.name]) {
#if defined(NDEBUG)
multiple_values_error();
#else
multiple_values_error(a.name);
#endif
}
if (!a.value) {
#if defined(NDEBUG)
argument_cast_error();
#else
argument_cast_error(a.name, a.type);
#endif
}
m_kwargs[a.name] = a.value;
}
void process(list &/*args_list*/, detail::kwargs_proxy kp) {
for (const auto &k : dict(kp, true)) {
if (m_kwargs[k.first]) {
#if defined(NDEBUG)
multiple_values_error();
#else
multiple_values_error(k.first.str());
#endif
}
m_kwargs[k.first] = k.second;
}
}
[[noreturn]] static void multiple_values_error() {
throw type_error("Got multiple values for keyword argument "
"(compile in debug mode for details)");
}
[[noreturn]] static void multiple_values_error(std::string name) {
throw type_error("Got multiple values for keyword argument '" + name + "'");
}
[[noreturn]] static void argument_cast_error() {
throw cast_error("Unable to convert call argument to Python object "
"(compile in debug mode for details)");
}
[[noreturn]] static void argument_cast_error(std::string name, std::string type) {
throw cast_error("Unable to convert call argument '" + name
+ "' of type '" + type + "' to Python object");
}
private:
tuple m_args;
dict m_kwargs;
};
/// Collect only positional arguments for a Python function call
template <return_value_policy policy, typename... Args,
typename = enable_if_t<all_of_t<is_positional, Args...>::value>>
simple_collector<policy> collect_arguments(Args &&...args) {
return {std::forward<Args>(args)...};
}
/// Collect all arguments, including keywords and unpacking (only instantiated when needed)
template <return_value_policy policy, typename... Args,
typename = enable_if_t<!all_of_t<is_positional, Args...>::value>>
unpacking_collector<policy> collect_arguments(Args &&...args) {
// Following argument order rules for generalized unpacking according to PEP 448
static_assert(
constexpr_last<is_positional, Args...>() < constexpr_first<is_keyword_or_ds, Args...>()
&& constexpr_last<is_s_unpacking, Args...>() < constexpr_first<is_ds_unpacking, Args...>(),
"Invalid function call: positional args must precede keywords and ** unpacking; "
"* unpacking must precede ** unpacking"
);
return {std::forward<Args>(args)...};
}
NAMESPACE_END(detail)
template <return_value_policy policy, typename... Args>
object handle::operator()(Args &&...args) const {
return detail::collect_arguments<policy>(std::forward<Args>(args)...).call(m_ptr);
} }
template <return_value_policy policy, template <return_value_policy policy,
@ -961,20 +1170,6 @@ template <return_value_policy policy,
return operator()<policy>(std::forward<Args>(args)...); return operator()<policy>(std::forward<Args>(args)...);
} }
inline object handle::operator()(detail::args_proxy args) const {
object result(PyObject_CallObject(m_ptr, args.ptr()), false);
if (!result)
throw error_already_set();
return result;
}
inline object handle::operator()(detail::args_proxy args, detail::kwargs_proxy kwargs) const {
object result(PyObject_Call(m_ptr, args.ptr(), kwargs.ptr()), false);
if (!result)
throw error_already_set();
return result;
}
#define PYBIND11_MAKE_OPAQUE(Type) \ #define PYBIND11_MAKE_OPAQUE(Type) \
namespace pybind11 { namespace detail { \ namespace pybind11 { namespace detail { \
template<> class type_caster<Type> : public type_caster_base<Type> { }; \ template<> class type_caster<Type> : public type_caster_base<Type> { }; \

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@ -326,10 +326,45 @@ template <typename T> struct intrinsic_type<T&> { typedef type
template <typename T> struct intrinsic_type<T&&> { typedef typename intrinsic_type<T>::type type; }; template <typename T> struct intrinsic_type<T&&> { typedef typename intrinsic_type<T>::type type; };
template <typename T, size_t N> struct intrinsic_type<const T[N]> { typedef typename intrinsic_type<T>::type type; }; template <typename T, size_t N> struct intrinsic_type<const T[N]> { typedef typename intrinsic_type<T>::type type; };
template <typename T, size_t N> struct intrinsic_type<T[N]> { typedef typename intrinsic_type<T>::type type; }; template <typename T, size_t N> struct intrinsic_type<T[N]> { typedef typename intrinsic_type<T>::type type; };
template <typename T> using intrinsic_t = typename intrinsic_type<T>::type;
/// Helper type to replace 'void' in some expressions /// Helper type to replace 'void' in some expressions
struct void_type { }; struct void_type { };
/// from __cpp_future__ import (convenient aliases from C++14/17)
template <bool B> using bool_constant = std::integral_constant<bool, B>;
template <class T> using negation = bool_constant<!T::value>;
template <bool B, typename T = void> using enable_if_t = typename std::enable_if<B, T>::type;
template <bool B, typename T, typename F> using conditional_t = typename std::conditional<B, T, F>::type;
/// Compile-time integer sum
constexpr size_t constexpr_sum() { return 0; }
template <typename T, typename... Ts>
constexpr size_t constexpr_sum(T n, Ts... ns) { return size_t{n} + constexpr_sum(ns...); }
/// Return true if all/any Ts satify Predicate<T>
#if !defined(_MSC_VER)
template <template<typename> class Predicate, typename... Ts>
using all_of_t = bool_constant<(constexpr_sum(Predicate<Ts>::value...) == sizeof...(Ts))>;
template <template<typename> class Predicate, typename... Ts>
using any_of_t = bool_constant<(constexpr_sum(Predicate<Ts>::value...) > 0)>;
#else
// MSVC workaround (2015 Update 3 has issues with some member type aliases and constexpr)
template <template<typename> class P, typename...> struct all_of_t : std::true_type { };
template <template<typename> class P, typename T, typename... Ts>
struct all_of_t<P, T, Ts...> : conditional_t<P<T>::value, all_of_t<P, Ts...>, std::false_type> { };
template <template<typename> class P, typename...> struct any_of_t : std::false_type { };
template <template<typename> class P, typename T, typename... Ts>
struct any_of_t<P, T, Ts...> : conditional_t<P<T>::value, std::true_type, any_of_t<P, Ts...>> { };
#endif
/// Defer the evaluation of type T until types Us are instantiated
template <typename T, typename... /*Us*/> struct deferred_type { using type = T; };
template <typename T, typename... Us> using deferred_t = typename deferred_type<T, Us...>::type;
/// Ignore that a variable is unused in compiler warnings
inline void ignore_unused(const int *) { }
NAMESPACE_END(detail) NAMESPACE_END(detail)
#define PYBIND11_RUNTIME_EXCEPTION(name) \ #define PYBIND11_RUNTIME_EXCEPTION(name) \
@ -345,6 +380,7 @@ PYBIND11_RUNTIME_EXCEPTION(stop_iteration)
PYBIND11_RUNTIME_EXCEPTION(index_error) PYBIND11_RUNTIME_EXCEPTION(index_error)
PYBIND11_RUNTIME_EXCEPTION(key_error) PYBIND11_RUNTIME_EXCEPTION(key_error)
PYBIND11_RUNTIME_EXCEPTION(value_error) PYBIND11_RUNTIME_EXCEPTION(value_error)
PYBIND11_RUNTIME_EXCEPTION(type_error)
PYBIND11_RUNTIME_EXCEPTION(cast_error) /// Thrown when pybind11::cast or handle::call fail due to a type casting error PYBIND11_RUNTIME_EXCEPTION(cast_error) /// Thrown when pybind11::cast or handle::call fail due to a type casting error
PYBIND11_RUNTIME_EXCEPTION(reference_cast_error) /// Used internally PYBIND11_RUNTIME_EXCEPTION(reference_cast_error) /// Used internally

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@ -1233,6 +1233,33 @@ public:
} }
}; };
NAMESPACE_BEGIN(detail)
PYBIND11_NOINLINE inline void print(tuple args, dict kwargs) {
auto strings = tuple(args.size());
for (size_t i = 0; i < args.size(); ++i) {
strings[i] = args[i].cast<object>().str();
}
auto sep = kwargs["sep"] ? kwargs["sep"] : cast(" ");
auto line = sep.attr("join").cast<object>()(strings);
auto file = kwargs["file"] ? kwargs["file"].cast<object>()
: module::import("sys").attr("stdout");
auto write = file.attr("write").cast<object>();
write(line);
write(kwargs["end"] ? kwargs["end"] : cast("\n"));
if (kwargs["flush"] && kwargs["flush"].cast<bool>()) {
file.attr("flush").cast<object>()();
}
}
NAMESPACE_END(detail)
template <return_value_policy policy = return_value_policy::automatic_reference, typename... Args>
void print(Args &&...args) {
auto c = detail::collect_arguments<policy>(std::forward<Args>(args)...);
detail::print(c.args(), c.kwargs());
}
#if defined(WITH_THREAD) #if defined(WITH_THREAD)
/* The functions below essentially reproduce the PyGILState_* API using a RAII /* The functions below essentially reproduce the PyGILState_* API using a RAII

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@ -16,7 +16,8 @@
NAMESPACE_BEGIN(pybind11) NAMESPACE_BEGIN(pybind11)
/* A few forward declarations */ /* A few forward declarations */
class object; class str; class object; class dict; class iterator; class object; class str; class iterator;
struct arg; struct arg_v;
namespace detail { class accessor; class args_proxy; class kwargs_proxy; } namespace detail { class accessor; class args_proxy; class kwargs_proxy; }
/// Holds a reference to a Python object (no reference counting) /// Holds a reference to a Python object (no reference counting)
@ -47,8 +48,6 @@ public:
object call(Args&&... args) const; object call(Args&&... args) const;
template <return_value_policy policy = return_value_policy::automatic_reference, typename ... Args> template <return_value_policy policy = return_value_policy::automatic_reference, typename ... Args>
object operator()(Args&&... args) const; object operator()(Args&&... args) const;
inline object operator()(detail::args_proxy args) const;
inline object operator()(detail::args_proxy f_args, detail::kwargs_proxy kwargs) const;
operator bool() const { return m_ptr != nullptr; } operator bool() const { return m_ptr != nullptr; }
bool operator==(const handle &h) const { return m_ptr == h.m_ptr; } bool operator==(const handle &h) const { return m_ptr == h.m_ptr; }
bool operator!=(const handle &h) const { return m_ptr != h.m_ptr; } bool operator!=(const handle &h) const { return m_ptr != h.m_ptr; }
@ -249,6 +248,23 @@ public:
kwargs_proxy operator*() const { return kwargs_proxy(*this); } kwargs_proxy operator*() const { return kwargs_proxy(*this); }
}; };
/// Python argument categories (using PEP 448 terms)
template <typename T> using is_keyword = std::is_base_of<arg, T>;
template <typename T> using is_s_unpacking = std::is_same<args_proxy, T>; // * unpacking
template <typename T> using is_ds_unpacking = std::is_same<kwargs_proxy, T>; // ** unpacking
template <typename T> using is_positional = bool_constant<
!is_keyword<T>::value && !is_s_unpacking<T>::value && !is_ds_unpacking<T>::value
>;
template <typename T> using is_keyword_or_ds = bool_constant<
is_keyword<T>::value || is_ds_unpacking<T>::value
>;
// Call argument collector forward declarations
template <return_value_policy policy = return_value_policy::automatic_reference>
class simple_collector;
template <return_value_policy policy = return_value_policy::automatic_reference>
class unpacking_collector;
NAMESPACE_END(detail) NAMESPACE_END(detail)
#define PYBIND11_OBJECT_CVT(Name, Parent, CheckFun, CvtStmt) \ #define PYBIND11_OBJECT_CVT(Name, Parent, CheckFun, CvtStmt) \
@ -373,8 +389,18 @@ public:
pybind11_fail("Unable to extract string contents! (invalid type)"); pybind11_fail("Unable to extract string contents! (invalid type)");
return std::string(buffer, (size_t) length); return std::string(buffer, (size_t) length);
} }
template <typename... Args>
str format(Args &&...args) const {
return attr("format").cast<object>()(std::forward<Args>(args)...);
}
}; };
inline namespace literals {
/// String literal version of str
inline str operator"" _s(const char *s, size_t size) { return {s, size}; }
}
inline pybind11::str handle::str() const { inline pybind11::str handle::str() const {
PyObject *strValue = PyObject_Str(m_ptr); PyObject *strValue = PyObject_Str(m_ptr);
#if PY_MAJOR_VERSION < 3 #if PY_MAJOR_VERSION < 3
@ -567,6 +593,12 @@ public:
dict() : object(PyDict_New(), false) { dict() : object(PyDict_New(), false) {
if (!m_ptr) pybind11_fail("Could not allocate dict object!"); if (!m_ptr) pybind11_fail("Could not allocate dict object!");
} }
template <typename... Args,
typename = detail::enable_if_t<detail::all_of_t<detail::is_keyword_or_ds, Args...>::value>,
// MSVC workaround: it can't compile an out-of-line definition, so defer the collector
typename collector = detail::deferred_t<detail::unpacking_collector<>, Args...>>
dict(Args &&...args) : dict(collector(std::forward<Args>(args)...).kwargs()) { }
size_t size() const { return (size_t) PyDict_Size(m_ptr); } size_t size() const { return (size_t) PyDict_Size(m_ptr); }
detail::dict_iterator begin() const { return (++detail::dict_iterator(*this, 0)); } detail::dict_iterator begin() const { return (++detail::dict_iterator(*this, 0)); }
detail::dict_iterator end() const { return detail::dict_iterator(); } detail::dict_iterator end() const { return detail::dict_iterator(); }

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@ -26,8 +26,8 @@ NAMESPACE_BEGIN(pybind11)
NAMESPACE_BEGIN(detail) NAMESPACE_BEGIN(detail)
template <typename Type, typename Key> struct set_caster { template <typename Type, typename Key> struct set_caster {
typedef Type type; using type = Type;
typedef type_caster<typename intrinsic_type<Key>::type> key_conv; using key_conv = make_caster<Key>;
bool load(handle src, bool convert) { bool load(handle src, bool convert) {
pybind11::set s(src, true); pybind11::set s(src, true);
@ -57,9 +57,9 @@ template <typename Type, typename Key> struct set_caster {
}; };
template <typename Type, typename Key, typename Value> struct map_caster { template <typename Type, typename Key, typename Value> struct map_caster {
typedef Type type; using type = Type;
typedef type_caster<typename intrinsic_type<Key>::type> key_conv; using key_conv = make_caster<Key>;
typedef type_caster<typename intrinsic_type<Value>::type> value_conv; using value_conv = make_caster<Value>;
bool load(handle src, bool convert) { bool load(handle src, bool convert) {
dict d(src, true); dict d(src, true);
@ -93,8 +93,8 @@ template <typename Type, typename Key, typename Value> struct map_caster {
}; };
template <typename Type, typename Value> struct list_caster { template <typename Type, typename Value> struct list_caster {
typedef Type type; using type = Type;
typedef type_caster<typename intrinsic_type<Value>::type> value_conv; using value_conv = make_caster<Value>;
bool load(handle src, bool convert) { bool load(handle src, bool convert) {
list l(src, true); list l(src, true);
@ -138,8 +138,8 @@ template <typename Type, typename Alloc> struct type_caster<std::list<Type, Allo
: list_caster<std::list<Type, Alloc>, Type> { }; : list_caster<std::list<Type, Alloc>, Type> { };
template <typename Type, size_t Size> struct type_caster<std::array<Type, Size>> { template <typename Type, size_t Size> struct type_caster<std::array<Type, Size>> {
typedef std::array<Type, Size> array_type; using array_type = std::array<Type, Size>;
typedef type_caster<typename intrinsic_type<Type>::type> value_conv; using value_conv = make_caster<Type>;
bool load(handle src, bool convert) { bool load(handle src, bool convert) {
list l(src, true); list l(src, true);

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@ -68,18 +68,22 @@ class Capture(object):
def __init__(self, capfd): def __init__(self, capfd):
self.capfd = capfd self.capfd = capfd
self.out = "" self.out = ""
self.err = ""
def _flush_stdout(self): def _flush(self):
"""Workaround for issues on Windows: to be removed after tests get py::print"""
sys.stdout.flush() sys.stdout.flush()
os.fsync(sys.stdout.fileno()) # make sure C++ output is also read os.fsync(sys.stdout.fileno())
return self.capfd.readouterr()[0] sys.stderr.flush()
os.fsync(sys.stderr.fileno())
return self.capfd.readouterr()
def __enter__(self): def __enter__(self):
self._flush_stdout() self._flush()
return self return self
def __exit__(self, *_): def __exit__(self, *_):
self.out = self._flush_stdout() self.out, self.err = self._flush()
def __eq__(self, other): def __eq__(self, other):
a = Output(self.out) a = Output(self.out)
@ -100,6 +104,10 @@ class Capture(object):
def unordered(self): def unordered(self):
return Unordered(self.out) return Unordered(self.out)
@property
def stderr(self):
return Output(self.err)
@pytest.fixture @pytest.fixture
def capture(capfd): def capture(capfd):

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@ -8,6 +8,7 @@ using std::cout;
using std::endl; using std::endl;
namespace py = pybind11; namespace py = pybind11;
using namespace pybind11::literals;
class test_initializer { class test_initializer {
public: public:

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@ -71,6 +71,9 @@ struct Payload {
} }
}; };
/// Something to trigger a conversion error
struct Unregistered {};
test_initializer callbacks([](py::module &m) { test_initializer callbacks([](py::module &m) {
m.def("test_callback1", &test_callback1); m.def("test_callback1", &test_callback1);
m.def("test_callback2", &test_callback2); m.def("test_callback2", &test_callback2);
@ -78,8 +81,56 @@ test_initializer callbacks([](py::module &m) {
m.def("test_callback4", &test_callback4); m.def("test_callback4", &test_callback4);
m.def("test_callback5", &test_callback5); m.def("test_callback5", &test_callback5);
/* Test cleanup of lambda closure */ // Test keyword args and generalized unpacking
m.def("test_tuple_unpacking", [](py::function f) {
auto t1 = py::make_tuple(2, 3);
auto t2 = py::make_tuple(5, 6);
return f("positional", 1, *t1, 4, *t2);
});
m.def("test_dict_unpacking", [](py::function f) {
auto d1 = py::dict("key"_a="value", "a"_a=1);
auto d2 = py::dict();
auto d3 = py::dict("b"_a=2);
return f("positional", 1, **d1, **d2, **d3);
});
m.def("test_keyword_args", [](py::function f) {
return f("x"_a=10, "y"_a=20);
});
m.def("test_unpacking_and_keywords1", [](py::function f) {
auto args = py::make_tuple(2);
auto kwargs = py::dict("d"_a=4);
return f(1, *args, "c"_a=3, **kwargs);
});
m.def("test_unpacking_and_keywords2", [](py::function f) {
auto kwargs1 = py::dict("a"_a=1);
auto kwargs2 = py::dict("c"_a=3, "d"_a=4);
return f("positional", *py::make_tuple(1), 2, *py::make_tuple(3, 4), 5,
"key"_a="value", **kwargs1, "b"_a=2, **kwargs2, "e"_a=5);
});
m.def("test_unpacking_error1", [](py::function f) {
auto kwargs = py::dict("x"_a=3);
return f("x"_a=1, "y"_a=2, **kwargs); // duplicate ** after keyword
});
m.def("test_unpacking_error2", [](py::function f) {
auto kwargs = py::dict("x"_a=3);
return f(**kwargs, "x"_a=1); // duplicate keyword after **
});
m.def("test_arg_conversion_error1", [](py::function f) {
f(234, Unregistered(), "kw"_a=567);
});
m.def("test_arg_conversion_error2", [](py::function f) {
f(234, "expected_name"_a=Unregistered(), "kw"_a=567);
});
/* Test cleanup of lambda closure */
m.def("test_cleanup", []() -> std::function<void(void)> { m.def("test_cleanup", []() -> std::function<void(void)> {
Payload p; Payload p;

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@ -27,6 +27,41 @@ def test_callbacks():
assert f(number=43) == 44 assert f(number=43) == 44
def test_keyword_args_and_generalized_unpacking():
from pybind11_tests import (test_tuple_unpacking, test_dict_unpacking, test_keyword_args,
test_unpacking_and_keywords1, test_unpacking_and_keywords2,
test_unpacking_error1, test_unpacking_error2,
test_arg_conversion_error1, test_arg_conversion_error2)
def f(*args, **kwargs):
return args, kwargs
assert test_tuple_unpacking(f) == (("positional", 1, 2, 3, 4, 5, 6), {})
assert test_dict_unpacking(f) == (("positional", 1), {"key": "value", "a": 1, "b": 2})
assert test_keyword_args(f) == ((), {"x": 10, "y": 20})
assert test_unpacking_and_keywords1(f) == ((1, 2), {"c": 3, "d": 4})
assert test_unpacking_and_keywords2(f) == (
("positional", 1, 2, 3, 4, 5),
{"key": "value", "a": 1, "b": 2, "c": 3, "d": 4, "e": 5}
)
with pytest.raises(TypeError) as excinfo:
test_unpacking_error1(f)
assert "Got multiple values for keyword argument" in str(excinfo.value)
with pytest.raises(TypeError) as excinfo:
test_unpacking_error2(f)
assert "Got multiple values for keyword argument" in str(excinfo.value)
with pytest.raises(RuntimeError) as excinfo:
test_arg_conversion_error1(f)
assert "Unable to convert call argument" in str(excinfo.value)
with pytest.raises(RuntimeError) as excinfo:
test_arg_conversion_error2(f)
assert "Unable to convert call argument" in str(excinfo.value)
def test_lambda_closure_cleanup(): def test_lambda_closure_cleanup():
from pybind11_tests import test_cleanup, payload_cstats from pybind11_tests import test_cleanup, payload_cstats

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@ -20,13 +20,6 @@ std::string kw_func4(const std::vector<int> &entries) {
return ret; return ret;
} }
py::object call_kw_func(py::function f) {
py::tuple args = py::make_tuple(1234);
py::dict kwargs;
kwargs["y"] = py::cast(5678);
return f(*args, **kwargs);
}
py::tuple args_function(py::args args) { py::tuple args_function(py::args args) {
return args; return args;
} }
@ -49,14 +42,11 @@ test_initializer arg_keywords_and_defaults([](py::module &m) {
std::vector<int> list; std::vector<int> list;
list.push_back(13); list.push_back(13);
list.push_back(17); list.push_back(17);
m.def("kw_func4", &kw_func4, py::arg("myList") = list); m.def("kw_func4", &kw_func4, py::arg("myList") = list);
m.def("call_kw_func", &call_kw_func);
m.def("args_function", &args_function); m.def("args_function", &args_function);
m.def("args_kwargs_function", &args_kwargs_function); m.def("args_kwargs_function", &args_kwargs_function);
using namespace py::literals;
m.def("kw_func_udl", &kw_func, "x"_a, "y"_a=300); m.def("kw_func_udl", &kw_func, "x"_a, "y"_a=300);
m.def("kw_func_udl_z", &kw_func, "x"_a, "y"_a=0); m.def("kw_func_udl_z", &kw_func, "x"_a, "y"_a=0);

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@ -1,7 +1,6 @@
import pytest import pytest
from pybind11_tests import (kw_func0, kw_func1, kw_func2, kw_func3, kw_func4, call_kw_func, from pybind11_tests import (kw_func0, kw_func1, kw_func2, kw_func3, kw_func4, args_function,
args_function, args_kwargs_function, kw_func_udl, kw_func_udl_z, args_kwargs_function, kw_func_udl, kw_func_udl_z, KWClass)
KWClass)
def test_function_signatures(doc): def test_function_signatures(doc):
@ -49,8 +48,6 @@ def test_named_arguments(msg):
def test_arg_and_kwargs(): def test_arg_and_kwargs():
assert call_kw_func(kw_func2) == "x=1234, y=5678"
args = 'arg1_value', 'arg2_value', 3 args = 'arg1_value', 'arg2_value', 3
assert args_function(*args) == args assert args_function(*args) == args

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@ -197,4 +197,32 @@ test_initializer python_types([](py::module &m) {
.def_readwrite_static("value", &ExamplePythonTypes::value, "Static value member") .def_readwrite_static("value", &ExamplePythonTypes::value, "Static value member")
.def_readonly_static("value2", &ExamplePythonTypes::value2, "Static value member (readonly)") .def_readonly_static("value2", &ExamplePythonTypes::value2, "Static value member (readonly)")
; ;
m.def("test_print_function", []() {
py::print("Hello, World!");
py::print(1, 2.0, "three", true, std::string("-- multiple args"));
auto args = py::make_tuple("and", "a", "custom", "separator");
py::print("*args", *args, "sep"_a="-");
py::print("no new line here", "end"_a=" -- ");
py::print("next print");
auto py_stderr = py::module::import("sys").attr("stderr").cast<py::object>();
py::print("this goes to stderr", "file"_a=py_stderr);
py::print("flush", "flush"_a=true);
py::print("{a} + {b} = {c}"_s.format("a"_a="py::print", "b"_a="str.format", "c"_a="this"));
});
m.def("test_str_format", []() {
auto s1 = "{} + {} = {}"_s.format(1, 2, 3);
auto s2 = "{a} + {b} = {c}"_s.format("a"_a=1, "b"_a=2, "c"_a=3);
return py::make_tuple(s1, s2);
});
m.def("test_dict_keyword_constructor", []() {
auto d1 = py::dict("x"_a=1, "y"_a=2);
auto d2 = py::dict("z"_a=3, **d1);
return d2;
});
}); });

View File

@ -218,3 +218,33 @@ def test_module():
assert ExamplePythonTypes.__module__ == "pybind11_tests" assert ExamplePythonTypes.__module__ == "pybind11_tests"
assert ExamplePythonTypes.get_set.__name__ == "get_set" assert ExamplePythonTypes.get_set.__name__ == "get_set"
assert ExamplePythonTypes.get_set.__module__ == "pybind11_tests" assert ExamplePythonTypes.get_set.__module__ == "pybind11_tests"
def test_print(capture):
from pybind11_tests import test_print_function
with capture:
test_print_function()
assert capture == """
Hello, World!
1 2.0 three True -- multiple args
*args-and-a-custom-separator
no new line here -- next print
flush
py::print + str.format = this
"""
assert capture.stderr == "this goes to stderr"
def test_str_api():
from pybind11_tests import test_str_format
s1, s2 = test_str_format()
assert s1 == "1 + 2 = 3"
assert s1 == s2
def test_dict_api():
from pybind11_tests import test_dict_keyword_constructor
assert test_dict_keyword_constructor() == {"x": 1, "y": 2, "z": 3}