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-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/attr.h489
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/buffer_info.h108
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/cast.h2063
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/chrono.h162
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/common.h2
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/complex.h61
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/detail/class.h626
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/detail/common.h802
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/detail/descr.h185
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/detail/init.h335
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/detail/internals.h249
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/detail/typeid.h53
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/eigen.h612
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/embed.h194
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/eval.h117
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/functional.h85
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/iostream.h200
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/numpy.h1600
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/operators.h168
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/options.h65
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/pybind11.h1963
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/pytypes.h1332
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/stl.h370
-rw-r--r--ml/dlib/dlib/external/pybind11/include/pybind11/stl_bind.h599
24 files changed, 12440 insertions, 0 deletions
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/attr.h b/ml/dlib/dlib/external/pybind11/include/pybind11/attr.h
new file mode 100644
index 000000000..dce875a6b
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/attr.h
@@ -0,0 +1,489 @@
+/*
+ pybind11/attr.h: Infrastructure for processing custom
+ type and function attributes
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "cast.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+/// \addtogroup annotations
+/// @{
+
+/// Annotation for methods
+struct is_method { handle class_; is_method(const handle &c) : class_(c) { } };
+
+/// Annotation for operators
+struct is_operator { };
+
+/// Annotation for parent scope
+struct scope { handle value; scope(const handle &s) : value(s) { } };
+
+/// Annotation for documentation
+struct doc { const char *value; doc(const char *value) : value(value) { } };
+
+/// Annotation for function names
+struct name { const char *value; name(const char *value) : value(value) { } };
+
+/// Annotation indicating that a function is an overload associated with a given "sibling"
+struct sibling { handle value; sibling(const handle &value) : value(value.ptr()) { } };
+
+/// Annotation indicating that a class derives from another given type
+template <typename T> struct base {
+ PYBIND11_DEPRECATED("base<T>() was deprecated in favor of specifying 'T' as a template argument to class_")
+ base() { }
+};
+
+/// Keep patient alive while nurse lives
+template <size_t Nurse, size_t Patient> struct keep_alive { };
+
+/// Annotation indicating that a class is involved in a multiple inheritance relationship
+struct multiple_inheritance { };
+
+/// Annotation which enables dynamic attributes, i.e. adds `__dict__` to a class
+struct dynamic_attr { };
+
+/// Annotation which enables the buffer protocol for a type
+struct buffer_protocol { };
+
+/// Annotation which requests that a special metaclass is created for a type
+struct metaclass {
+ handle value;
+
+ PYBIND11_DEPRECATED("py::metaclass() is no longer required. It's turned on by default now.")
+ metaclass() {}
+
+ /// Override pybind11's default metaclass
+ explicit metaclass(handle value) : value(value) { }
+};
+
+/// Annotation that marks a class as local to the module:
+struct module_local { const bool value; constexpr module_local(bool v = true) : value(v) { } };
+
+/// Annotation to mark enums as an arithmetic type
+struct arithmetic { };
+
+/** \rst
+ A call policy which places one or more guard variables (``Ts...``) around the function call.
+
+ For example, this definition:
+
+ .. code-block:: cpp
+
+ m.def("foo", foo, py::call_guard<T>());
+
+ is equivalent to the following pseudocode:
+
+ .. code-block:: cpp
+
+ m.def("foo", [](args...) {
+ T scope_guard;
+ return foo(args...); // forwarded arguments
+ });
+ \endrst */
+template <typename... Ts> struct call_guard;
+
+template <> struct call_guard<> { using type = detail::void_type; };
+
+template <typename T>
+struct call_guard<T> {
+ static_assert(std::is_default_constructible<T>::value,
+ "The guard type must be default constructible");
+
+ using type = T;
+};
+
+template <typename T, typename... Ts>
+struct call_guard<T, Ts...> {
+ struct type {
+ T guard{}; // Compose multiple guard types with left-to-right default-constructor order
+ typename call_guard<Ts...>::type next{};
+ };
+};
+
+/// @} annotations
+
+NAMESPACE_BEGIN(detail)
+/* Forward declarations */
+enum op_id : int;
+enum op_type : int;
+struct undefined_t;
+template <op_id id, op_type ot, typename L = undefined_t, typename R = undefined_t> struct op_;
+inline void keep_alive_impl(size_t Nurse, size_t Patient, function_call &call, handle ret);
+
+/// Internal data structure which holds metadata about a keyword argument
+struct argument_record {
+ const char *name; ///< Argument name
+ const char *descr; ///< Human-readable version of the argument value
+ handle value; ///< Associated Python object
+ bool convert : 1; ///< True if the argument is allowed to convert when loading
+ bool none : 1; ///< True if None is allowed when loading
+
+ argument_record(const char *name, const char *descr, handle value, bool convert, bool none)
+ : name(name), descr(descr), value(value), convert(convert), none(none) { }
+};
+
+/// Internal data structure which holds metadata about a bound function (signature, overloads, etc.)
+struct function_record {
+ function_record()
+ : is_constructor(false), is_new_style_constructor(false), is_stateless(false),
+ is_operator(false), has_args(false), has_kwargs(false), is_method(false) { }
+
+ /// Function name
+ char *name = nullptr; /* why no C++ strings? They generate heavier code.. */
+
+ // User-specified documentation string
+ char *doc = nullptr;
+
+ /// Human-readable version of the function signature
+ char *signature = nullptr;
+
+ /// List of registered keyword arguments
+ std::vector<argument_record> args;
+
+ /// Pointer to lambda function which converts arguments and performs the actual call
+ handle (*impl) (function_call &) = nullptr;
+
+ /// Storage for the wrapped function pointer and captured data, if any
+ void *data[3] = { };
+
+ /// Pointer to custom destructor for 'data' (if needed)
+ void (*free_data) (function_record *ptr) = nullptr;
+
+ /// Return value policy associated with this function
+ return_value_policy policy = return_value_policy::automatic;
+
+ /// True if name == '__init__'
+ bool is_constructor : 1;
+
+ /// True if this is a new-style `__init__` defined in `detail/init.h`
+ bool is_new_style_constructor : 1;
+
+ /// True if this is a stateless function pointer
+ bool is_stateless : 1;
+
+ /// True if this is an operator (__add__), etc.
+ bool is_operator : 1;
+
+ /// True if the function has a '*args' argument
+ bool has_args : 1;
+
+ /// True if the function has a '**kwargs' argument
+ bool has_kwargs : 1;
+
+ /// True if this is a method
+ bool is_method : 1;
+
+ /// Number of arguments (including py::args and/or py::kwargs, if present)
+ std::uint16_t nargs;
+
+ /// Python method object
+ PyMethodDef *def = nullptr;
+
+ /// Python handle to the parent scope (a class or a module)
+ handle scope;
+
+ /// Python handle to the sibling function representing an overload chain
+ handle sibling;
+
+ /// Pointer to next overload
+ function_record *next = nullptr;
+};
+
+/// Special data structure which (temporarily) holds metadata about a bound class
+struct type_record {
+ PYBIND11_NOINLINE type_record()
+ : multiple_inheritance(false), dynamic_attr(false), buffer_protocol(false), module_local(false) { }
+
+ /// Handle to the parent scope
+ handle scope;
+
+ /// Name of the class
+ const char *name = nullptr;
+
+ // Pointer to RTTI type_info data structure
+ const std::type_info *type = nullptr;
+
+ /// How large is the underlying C++ type?
+ size_t type_size = 0;
+
+ /// How large is the type's holder?
+ size_t holder_size = 0;
+
+ /// The global operator new can be overridden with a class-specific variant
+ void *(*operator_new)(size_t) = ::operator new;
+
+ /// Function pointer to class_<..>::init_instance
+ void (*init_instance)(instance *, const void *) = nullptr;
+
+ /// Function pointer to class_<..>::dealloc
+ void (*dealloc)(detail::value_and_holder &) = nullptr;
+
+ /// List of base classes of the newly created type
+ list bases;
+
+ /// Optional docstring
+ const char *doc = nullptr;
+
+ /// Custom metaclass (optional)
+ handle metaclass;
+
+ /// Multiple inheritance marker
+ bool multiple_inheritance : 1;
+
+ /// Does the class manage a __dict__?
+ bool dynamic_attr : 1;
+
+ /// Does the class implement the buffer protocol?
+ bool buffer_protocol : 1;
+
+ /// Is the default (unique_ptr) holder type used?
+ bool default_holder : 1;
+
+ /// Is the class definition local to the module shared object?
+ bool module_local : 1;
+
+ PYBIND11_NOINLINE void add_base(const std::type_info &base, void *(*caster)(void *)) {
+ auto base_info = detail::get_type_info(base, false);
+ if (!base_info) {
+ std::string tname(base.name());
+ detail::clean_type_id(tname);
+ pybind11_fail("generic_type: type \"" + std::string(name) +
+ "\" referenced unknown base type \"" + tname + "\"");
+ }
+
+ if (default_holder != base_info->default_holder) {
+ std::string tname(base.name());
+ detail::clean_type_id(tname);
+ pybind11_fail("generic_type: type \"" + std::string(name) + "\" " +
+ (default_holder ? "does not have" : "has") +
+ " a non-default holder type while its base \"" + tname + "\" " +
+ (base_info->default_holder ? "does not" : "does"));
+ }
+
+ bases.append((PyObject *) base_info->type);
+
+ if (base_info->type->tp_dictoffset != 0)
+ dynamic_attr = true;
+
+ if (caster)
+ base_info->implicit_casts.emplace_back(type, caster);
+ }
+};
+
+inline function_call::function_call(function_record &f, handle p) :
+ func(f), parent(p) {
+ args.reserve(f.nargs);
+ args_convert.reserve(f.nargs);
+}
+
+/// Tag for a new-style `__init__` defined in `detail/init.h`
+struct is_new_style_constructor { };
+
+/**
+ * Partial template specializations to process custom attributes provided to
+ * cpp_function_ and class_. These are either used to initialize the respective
+ * fields in the type_record and function_record data structures or executed at
+ * runtime to deal with custom call policies (e.g. keep_alive).
+ */
+template <typename T, typename SFINAE = void> struct process_attribute;
+
+template <typename T> struct process_attribute_default {
+ /// Default implementation: do nothing
+ static void init(const T &, function_record *) { }
+ static void init(const T &, type_record *) { }
+ static void precall(function_call &) { }
+ static void postcall(function_call &, handle) { }
+};
+
+/// Process an attribute specifying the function's name
+template <> struct process_attribute<name> : process_attribute_default<name> {
+ static void init(const name &n, function_record *r) { r->name = const_cast<char *>(n.value); }
+};
+
+/// Process an attribute specifying the function's docstring
+template <> struct process_attribute<doc> : process_attribute_default<doc> {
+ static void init(const doc &n, function_record *r) { r->doc = const_cast<char *>(n.value); }
+};
+
+/// Process an attribute specifying the function's docstring (provided as a C-style string)
+template <> struct process_attribute<const char *> : process_attribute_default<const char *> {
+ static void init(const char *d, function_record *r) { r->doc = const_cast<char *>(d); }
+ static void init(const char *d, type_record *r) { r->doc = const_cast<char *>(d); }
+};
+template <> struct process_attribute<char *> : process_attribute<const char *> { };
+
+/// Process an attribute indicating the function's return value policy
+template <> struct process_attribute<return_value_policy> : process_attribute_default<return_value_policy> {
+ static void init(const return_value_policy &p, function_record *r) { r->policy = p; }
+};
+
+/// Process an attribute which indicates that this is an overloaded function associated with a given sibling
+template <> struct process_attribute<sibling> : process_attribute_default<sibling> {
+ static void init(const sibling &s, function_record *r) { r->sibling = s.value; }
+};
+
+/// Process an attribute which indicates that this function is a method
+template <> struct process_attribute<is_method> : process_attribute_default<is_method> {
+ static void init(const is_method &s, function_record *r) { r->is_method = true; r->scope = s.class_; }
+};
+
+/// Process an attribute which indicates the parent scope of a method
+template <> struct process_attribute<scope> : process_attribute_default<scope> {
+ static void init(const scope &s, function_record *r) { r->scope = s.value; }
+};
+
+/// Process an attribute which indicates that this function is an operator
+template <> struct process_attribute<is_operator> : process_attribute_default<is_operator> {
+ static void init(const is_operator &, function_record *r) { r->is_operator = true; }
+};
+
+template <> struct process_attribute<is_new_style_constructor> : process_attribute_default<is_new_style_constructor> {
+ static void init(const is_new_style_constructor &, function_record *r) { r->is_new_style_constructor = true; }
+};
+
+/// Process a keyword argument attribute (*without* a default value)
+template <> struct process_attribute<arg> : process_attribute_default<arg> {
+ static void init(const arg &a, function_record *r) {
+ if (r->is_method && r->args.empty())
+ r->args.emplace_back("self", nullptr, handle(), true /*convert*/, false /*none not allowed*/);
+ r->args.emplace_back(a.name, nullptr, handle(), !a.flag_noconvert, a.flag_none);
+ }
+};
+
+/// Process a keyword argument attribute (*with* a default value)
+template <> struct process_attribute<arg_v> : process_attribute_default<arg_v> {
+ static void init(const arg_v &a, function_record *r) {
+ if (r->is_method && r->args.empty())
+ r->args.emplace_back("self", nullptr /*descr*/, handle() /*parent*/, true /*convert*/, false /*none not allowed*/);
+
+ if (!a.value) {
+#if !defined(NDEBUG)
+ std::string descr("'");
+ if (a.name) descr += std::string(a.name) + ": ";
+ descr += a.type + "'";
+ if (r->is_method) {
+ if (r->name)
+ descr += " in method '" + (std::string) str(r->scope) + "." + (std::string) r->name + "'";
+ else
+ descr += " in method of '" + (std::string) str(r->scope) + "'";
+ } else if (r->name) {
+ descr += " in function '" + (std::string) r->name + "'";
+ }
+ pybind11_fail("arg(): could not convert default argument "
+ + descr + " into a Python object (type not registered yet?)");
+#else
+ pybind11_fail("arg(): could not convert default argument "
+ "into a Python object (type not registered yet?). "
+ "Compile in debug mode for more information.");
+#endif
+ }
+ r->args.emplace_back(a.name, a.descr, a.value.inc_ref(), !a.flag_noconvert, a.flag_none);
+ }
+};
+
+/// Process a parent class attribute. Single inheritance only (class_ itself already guarantees that)
+template <typename T>
+struct process_attribute<T, enable_if_t<is_pyobject<T>::value>> : process_attribute_default<handle> {
+ static void init(const handle &h, type_record *r) { r->bases.append(h); }
+};
+
+/// Process a parent class attribute (deprecated, does not support multiple inheritance)
+template <typename T>
+struct process_attribute<base<T>> : process_attribute_default<base<T>> {
+ static void init(const base<T> &, type_record *r) { r->add_base(typeid(T), nullptr); }
+};
+
+/// Process a multiple inheritance attribute
+template <>
+struct process_attribute<multiple_inheritance> : process_attribute_default<multiple_inheritance> {
+ static void init(const multiple_inheritance &, type_record *r) { r->multiple_inheritance = true; }
+};
+
+template <>
+struct process_attribute<dynamic_attr> : process_attribute_default<dynamic_attr> {
+ static void init(const dynamic_attr &, type_record *r) { r->dynamic_attr = true; }
+};
+
+template <>
+struct process_attribute<buffer_protocol> : process_attribute_default<buffer_protocol> {
+ static void init(const buffer_protocol &, type_record *r) { r->buffer_protocol = true; }
+};
+
+template <>
+struct process_attribute<metaclass> : process_attribute_default<metaclass> {
+ static void init(const metaclass &m, type_record *r) { r->metaclass = m.value; }
+};
+
+template <>
+struct process_attribute<module_local> : process_attribute_default<module_local> {
+ static void init(const module_local &l, type_record *r) { r->module_local = l.value; }
+};
+
+/// Process an 'arithmetic' attribute for enums (does nothing here)
+template <>
+struct process_attribute<arithmetic> : process_attribute_default<arithmetic> {};
+
+template <typename... Ts>
+struct process_attribute<call_guard<Ts...>> : process_attribute_default<call_guard<Ts...>> { };
+
+/**
+ * Process a keep_alive call policy -- invokes keep_alive_impl during the
+ * pre-call handler if both Nurse, Patient != 0 and use the post-call handler
+ * otherwise
+ */
+template <size_t Nurse, size_t Patient> struct process_attribute<keep_alive<Nurse, Patient>> : public process_attribute_default<keep_alive<Nurse, Patient>> {
+ template <size_t N = Nurse, size_t P = Patient, enable_if_t<N != 0 && P != 0, int> = 0>
+ static void precall(function_call &call) { keep_alive_impl(Nurse, Patient, call, handle()); }
+ template <size_t N = Nurse, size_t P = Patient, enable_if_t<N != 0 && P != 0, int> = 0>
+ static void postcall(function_call &, handle) { }
+ template <size_t N = Nurse, size_t P = Patient, enable_if_t<N == 0 || P == 0, int> = 0>
+ static void precall(function_call &) { }
+ template <size_t N = Nurse, size_t P = Patient, enable_if_t<N == 0 || P == 0, int> = 0>
+ static void postcall(function_call &call, handle ret) { keep_alive_impl(Nurse, Patient, call, ret); }
+};
+
+/// Recursively iterate over variadic template arguments
+template <typename... Args> struct process_attributes {
+ static void init(const Args&... args, function_record *r) {
+ int unused[] = { 0, (process_attribute<typename std::decay<Args>::type>::init(args, r), 0) ... };
+ ignore_unused(unused);
+ }
+ static void init(const Args&... args, type_record *r) {
+ int unused[] = { 0, (process_attribute<typename std::decay<Args>::type>::init(args, r), 0) ... };
+ ignore_unused(unused);
+ }
+ static void precall(function_call &call) {
+ int unused[] = { 0, (process_attribute<typename std::decay<Args>::type>::precall(call), 0) ... };
+ ignore_unused(unused);
+ }
+ static void postcall(function_call &call, handle fn_ret) {
+ int unused[] = { 0, (process_attribute<typename std::decay<Args>::type>::postcall(call, fn_ret), 0) ... };
+ ignore_unused(unused);
+ }
+};
+
+template <typename T>
+using is_call_guard = is_instantiation<call_guard, T>;
+
+/// Extract the ``type`` from the first `call_guard` in `Extras...` (or `void_type` if none found)
+template <typename... Extra>
+using extract_guard_t = typename exactly_one_t<is_call_guard, call_guard<>, Extra...>::type;
+
+/// Check the number of named arguments at compile time
+template <typename... Extra,
+ size_t named = constexpr_sum(std::is_base_of<arg, Extra>::value...),
+ size_t self = constexpr_sum(std::is_same<is_method, Extra>::value...)>
+constexpr bool expected_num_args(size_t nargs, bool has_args, bool has_kwargs) {
+ return named == 0 || (self + named + has_args + has_kwargs) == nargs;
+}
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/buffer_info.h b/ml/dlib/dlib/external/pybind11/include/pybind11/buffer_info.h
new file mode 100644
index 000000000..9f072fa73
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/buffer_info.h
@@ -0,0 +1,108 @@
+/*
+ pybind11/buffer_info.h: Python buffer object interface
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "detail/common.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+/// Information record describing a Python buffer object
+struct buffer_info {
+ void *ptr = nullptr; // Pointer to the underlying storage
+ ssize_t itemsize = 0; // Size of individual items in bytes
+ ssize_t size = 0; // Total number of entries
+ std::string format; // For homogeneous buffers, this should be set to format_descriptor<T>::format()
+ ssize_t ndim = 0; // Number of dimensions
+ std::vector<ssize_t> shape; // Shape of the tensor (1 entry per dimension)
+ std::vector<ssize_t> strides; // Number of entries between adjacent entries (for each per dimension)
+
+ buffer_info() { }
+
+ buffer_info(void *ptr, ssize_t itemsize, const std::string &format, ssize_t ndim,
+ detail::any_container<ssize_t> shape_in, detail::any_container<ssize_t> strides_in)
+ : ptr(ptr), itemsize(itemsize), size(1), format(format), ndim(ndim),
+ shape(std::move(shape_in)), strides(std::move(strides_in)) {
+ if (ndim != (ssize_t) shape.size() || ndim != (ssize_t) strides.size())
+ pybind11_fail("buffer_info: ndim doesn't match shape and/or strides length");
+ for (size_t i = 0; i < (size_t) ndim; ++i)
+ size *= shape[i];
+ }
+
+ template <typename T>
+ buffer_info(T *ptr, detail::any_container<ssize_t> shape_in, detail::any_container<ssize_t> strides_in)
+ : buffer_info(private_ctr_tag(), ptr, sizeof(T), format_descriptor<T>::format(), static_cast<ssize_t>(shape_in->size()), std::move(shape_in), std::move(strides_in)) { }
+
+ buffer_info(void *ptr, ssize_t itemsize, const std::string &format, ssize_t size)
+ : buffer_info(ptr, itemsize, format, 1, {size}, {itemsize}) { }
+
+ template <typename T>
+ buffer_info(T *ptr, ssize_t size)
+ : buffer_info(ptr, sizeof(T), format_descriptor<T>::format(), size) { }
+
+ explicit buffer_info(Py_buffer *view, bool ownview = true)
+ : buffer_info(view->buf, view->itemsize, view->format, view->ndim,
+ {view->shape, view->shape + view->ndim}, {view->strides, view->strides + view->ndim}) {
+ this->view = view;
+ this->ownview = ownview;
+ }
+
+ buffer_info(const buffer_info &) = delete;
+ buffer_info& operator=(const buffer_info &) = delete;
+
+ buffer_info(buffer_info &&other) {
+ (*this) = std::move(other);
+ }
+
+ buffer_info& operator=(buffer_info &&rhs) {
+ ptr = rhs.ptr;
+ itemsize = rhs.itemsize;
+ size = rhs.size;
+ format = std::move(rhs.format);
+ ndim = rhs.ndim;
+ shape = std::move(rhs.shape);
+ strides = std::move(rhs.strides);
+ std::swap(view, rhs.view);
+ std::swap(ownview, rhs.ownview);
+ return *this;
+ }
+
+ ~buffer_info() {
+ if (view && ownview) { PyBuffer_Release(view); delete view; }
+ }
+
+private:
+ struct private_ctr_tag { };
+
+ buffer_info(private_ctr_tag, void *ptr, ssize_t itemsize, const std::string &format, ssize_t ndim,
+ detail::any_container<ssize_t> &&shape_in, detail::any_container<ssize_t> &&strides_in)
+ : buffer_info(ptr, itemsize, format, ndim, std::move(shape_in), std::move(strides_in)) { }
+
+ Py_buffer *view = nullptr;
+ bool ownview = false;
+};
+
+NAMESPACE_BEGIN(detail)
+
+template <typename T, typename SFINAE = void> struct compare_buffer_info {
+ static bool compare(const buffer_info& b) {
+ return b.format == format_descriptor<T>::format() && b.itemsize == (ssize_t) sizeof(T);
+ }
+};
+
+template <typename T> struct compare_buffer_info<T, detail::enable_if_t<std::is_integral<T>::value>> {
+ static bool compare(const buffer_info& b) {
+ return (size_t) b.itemsize == sizeof(T) && (b.format == format_descriptor<T>::value ||
+ ((sizeof(T) == sizeof(long)) && b.format == (std::is_unsigned<T>::value ? "L" : "l")) ||
+ ((sizeof(T) == sizeof(size_t)) && b.format == (std::is_unsigned<T>::value ? "N" : "n")));
+ }
+};
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/cast.h b/ml/dlib/dlib/external/pybind11/include/pybind11/cast.h
new file mode 100644
index 000000000..a722a9e81
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/cast.h
@@ -0,0 +1,2063 @@
+/*
+ pybind11/cast.h: Partial template specializations to cast between
+ C++ and Python types
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pytypes.h"
+#include "detail/typeid.h"
+#include "detail/descr.h"
+#include "detail/internals.h"
+#include <array>
+#include <limits>
+#include <tuple>
+
+#if defined(PYBIND11_CPP17)
+# if defined(__has_include)
+# if __has_include(<string_view>)
+# define PYBIND11_HAS_STRING_VIEW
+# endif
+# elif defined(_MSC_VER)
+# define PYBIND11_HAS_STRING_VIEW
+# endif
+#endif
+#ifdef PYBIND11_HAS_STRING_VIEW
+#include <string_view>
+#endif
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+/// A life support system for temporary objects created by `type_caster::load()`.
+/// Adding a patient will keep it alive up until the enclosing function returns.
+class loader_life_support {
+public:
+ /// A new patient frame is created when a function is entered
+ loader_life_support() {
+ get_internals().loader_patient_stack.push_back(nullptr);
+ }
+
+ /// ... and destroyed after it returns
+ ~loader_life_support() {
+ auto &stack = get_internals().loader_patient_stack;
+ if (stack.empty())
+ pybind11_fail("loader_life_support: internal error");
+
+ auto ptr = stack.back();
+ stack.pop_back();
+ Py_CLEAR(ptr);
+
+ // A heuristic to reduce the stack's capacity (e.g. after long recursive calls)
+ if (stack.capacity() > 16 && stack.size() != 0 && stack.capacity() / stack.size() > 2)
+ stack.shrink_to_fit();
+ }
+
+ /// This can only be used inside a pybind11-bound function, either by `argument_loader`
+ /// at argument preparation time or by `py::cast()` at execution time.
+ PYBIND11_NOINLINE static void add_patient(handle h) {
+ auto &stack = get_internals().loader_patient_stack;
+ if (stack.empty())
+ throw cast_error("When called outside a bound function, py::cast() cannot "
+ "do Python -> C++ conversions which require the creation "
+ "of temporary values");
+
+ auto &list_ptr = stack.back();
+ if (list_ptr == nullptr) {
+ list_ptr = PyList_New(1);
+ if (!list_ptr)
+ pybind11_fail("loader_life_support: error allocating list");
+ PyList_SET_ITEM(list_ptr, 0, h.inc_ref().ptr());
+ } else {
+ auto result = PyList_Append(list_ptr, h.ptr());
+ if (result == -1)
+ pybind11_fail("loader_life_support: error adding patient");
+ }
+ }
+};
+
+// Gets the cache entry for the given type, creating it if necessary. The return value is the pair
+// returned by emplace, i.e. an iterator for the entry and a bool set to `true` if the entry was
+// just created.
+inline std::pair<decltype(internals::registered_types_py)::iterator, bool> all_type_info_get_cache(PyTypeObject *type);
+
+// Populates a just-created cache entry.
+PYBIND11_NOINLINE inline void all_type_info_populate(PyTypeObject *t, std::vector<type_info *> &bases) {
+ std::vector<PyTypeObject *> check;
+ for (handle parent : reinterpret_borrow<tuple>(t->tp_bases))
+ check.push_back((PyTypeObject *) parent.ptr());
+
+ auto const &type_dict = get_internals().registered_types_py;
+ for (size_t i = 0; i < check.size(); i++) {
+ auto type = check[i];
+ // Ignore Python2 old-style class super type:
+ if (!PyType_Check((PyObject *) type)) continue;
+
+ // Check `type` in the current set of registered python types:
+ auto it = type_dict.find(type);
+ if (it != type_dict.end()) {
+ // We found a cache entry for it, so it's either pybind-registered or has pre-computed
+ // pybind bases, but we have to make sure we haven't already seen the type(s) before: we
+ // want to follow Python/virtual C++ rules that there should only be one instance of a
+ // common base.
+ for (auto *tinfo : it->second) {
+ // NB: Could use a second set here, rather than doing a linear search, but since
+ // having a large number of immediate pybind11-registered types seems fairly
+ // unlikely, that probably isn't worthwhile.
+ bool found = false;
+ for (auto *known : bases) {
+ if (known == tinfo) { found = true; break; }
+ }
+ if (!found) bases.push_back(tinfo);
+ }
+ }
+ else if (type->tp_bases) {
+ // It's some python type, so keep follow its bases classes to look for one or more
+ // registered types
+ if (i + 1 == check.size()) {
+ // When we're at the end, we can pop off the current element to avoid growing
+ // `check` when adding just one base (which is typical--i.e. when there is no
+ // multiple inheritance)
+ check.pop_back();
+ i--;
+ }
+ for (handle parent : reinterpret_borrow<tuple>(type->tp_bases))
+ check.push_back((PyTypeObject *) parent.ptr());
+ }
+ }
+}
+
+/**
+ * Extracts vector of type_info pointers of pybind-registered roots of the given Python type. Will
+ * be just 1 pybind type for the Python type of a pybind-registered class, or for any Python-side
+ * derived class that uses single inheritance. Will contain as many types as required for a Python
+ * class that uses multiple inheritance to inherit (directly or indirectly) from multiple
+ * pybind-registered classes. Will be empty if neither the type nor any base classes are
+ * pybind-registered.
+ *
+ * The value is cached for the lifetime of the Python type.
+ */
+inline const std::vector<detail::type_info *> &all_type_info(PyTypeObject *type) {
+ auto ins = all_type_info_get_cache(type);
+ if (ins.second)
+ // New cache entry: populate it
+ all_type_info_populate(type, ins.first->second);
+
+ return ins.first->second;
+}
+
+/**
+ * Gets a single pybind11 type info for a python type. Returns nullptr if neither the type nor any
+ * ancestors are pybind11-registered. Throws an exception if there are multiple bases--use
+ * `all_type_info` instead if you want to support multiple bases.
+ */
+PYBIND11_NOINLINE inline detail::type_info* get_type_info(PyTypeObject *type) {
+ auto &bases = all_type_info(type);
+ if (bases.size() == 0)
+ return nullptr;
+ if (bases.size() > 1)
+ pybind11_fail("pybind11::detail::get_type_info: type has multiple pybind11-registered bases");
+ return bases.front();
+}
+
+inline detail::type_info *get_local_type_info(const std::type_index &tp) {
+ auto &locals = registered_local_types_cpp();
+ auto it = locals.find(tp);
+ if (it != locals.end())
+ return it->second;
+ return nullptr;
+}
+
+inline detail::type_info *get_global_type_info(const std::type_index &tp) {
+ auto &types = get_internals().registered_types_cpp;
+ auto it = types.find(tp);
+ if (it != types.end())
+ return it->second;
+ return nullptr;
+}
+
+/// Return the type info for a given C++ type; on lookup failure can either throw or return nullptr.
+PYBIND11_NOINLINE inline detail::type_info *get_type_info(const std::type_index &tp,
+ bool throw_if_missing = false) {
+ if (auto ltype = get_local_type_info(tp))
+ return ltype;
+ if (auto gtype = get_global_type_info(tp))
+ return gtype;
+
+ if (throw_if_missing) {
+ std::string tname = tp.name();
+ detail::clean_type_id(tname);
+ pybind11_fail("pybind11::detail::get_type_info: unable to find type info for \"" + tname + "\"");
+ }
+ return nullptr;
+}
+
+PYBIND11_NOINLINE inline handle get_type_handle(const std::type_info &tp, bool throw_if_missing) {
+ detail::type_info *type_info = get_type_info(tp, throw_if_missing);
+ return handle(type_info ? ((PyObject *) type_info->type) : nullptr);
+}
+
+struct value_and_holder {
+ instance *inst;
+ size_t index;
+ const detail::type_info *type;
+ void **vh;
+
+ // Main constructor for a found value/holder:
+ value_and_holder(instance *i, const detail::type_info *type, size_t vpos, size_t index) :
+ inst{i}, index{index}, type{type},
+ vh{inst->simple_layout ? inst->simple_value_holder : &inst->nonsimple.values_and_holders[vpos]}
+ {}
+
+ // Default constructor (used to signal a value-and-holder not found by get_value_and_holder())
+ value_and_holder() : inst{nullptr} {}
+
+ // Used for past-the-end iterator
+ value_and_holder(size_t index) : index{index} {}
+
+ template <typename V = void> V *&value_ptr() const {
+ return reinterpret_cast<V *&>(vh[0]);
+ }
+ // True if this `value_and_holder` has a non-null value pointer
+ explicit operator bool() const { return value_ptr(); }
+
+ template <typename H> H &holder() const {
+ return reinterpret_cast<H &>(vh[1]);
+ }
+ bool holder_constructed() const {
+ return inst->simple_layout
+ ? inst->simple_holder_constructed
+ : inst->nonsimple.status[index] & instance::status_holder_constructed;
+ }
+ void set_holder_constructed(bool v = true) {
+ if (inst->simple_layout)
+ inst->simple_holder_constructed = v;
+ else if (v)
+ inst->nonsimple.status[index] |= instance::status_holder_constructed;
+ else
+ inst->nonsimple.status[index] &= (uint8_t) ~instance::status_holder_constructed;
+ }
+ bool instance_registered() const {
+ return inst->simple_layout
+ ? inst->simple_instance_registered
+ : inst->nonsimple.status[index] & instance::status_instance_registered;
+ }
+ void set_instance_registered(bool v = true) {
+ if (inst->simple_layout)
+ inst->simple_instance_registered = v;
+ else if (v)
+ inst->nonsimple.status[index] |= instance::status_instance_registered;
+ else
+ inst->nonsimple.status[index] &= (uint8_t) ~instance::status_instance_registered;
+ }
+};
+
+// Container for accessing and iterating over an instance's values/holders
+struct values_and_holders {
+private:
+ instance *inst;
+ using type_vec = std::vector<detail::type_info *>;
+ const type_vec &tinfo;
+
+public:
+ values_and_holders(instance *inst) : inst{inst}, tinfo(all_type_info(Py_TYPE(inst))) {}
+
+ struct iterator {
+ private:
+ instance *inst;
+ const type_vec *types;
+ value_and_holder curr;
+ friend struct values_and_holders;
+ iterator(instance *inst, const type_vec *tinfo)
+ : inst{inst}, types{tinfo},
+ curr(inst /* instance */,
+ types->empty() ? nullptr : (*types)[0] /* type info */,
+ 0, /* vpos: (non-simple types only): the first vptr comes first */
+ 0 /* index */)
+ {}
+ // Past-the-end iterator:
+ iterator(size_t end) : curr(end) {}
+ public:
+ bool operator==(const iterator &other) { return curr.index == other.curr.index; }
+ bool operator!=(const iterator &other) { return curr.index != other.curr.index; }
+ iterator &operator++() {
+ if (!inst->simple_layout)
+ curr.vh += 1 + (*types)[curr.index]->holder_size_in_ptrs;
+ ++curr.index;
+ curr.type = curr.index < types->size() ? (*types)[curr.index] : nullptr;
+ return *this;
+ }
+ value_and_holder &operator*() { return curr; }
+ value_and_holder *operator->() { return &curr; }
+ };
+
+ iterator begin() { return iterator(inst, &tinfo); }
+ iterator end() { return iterator(tinfo.size()); }
+
+ iterator find(const type_info *find_type) {
+ auto it = begin(), endit = end();
+ while (it != endit && it->type != find_type) ++it;
+ return it;
+ }
+
+ size_t size() { return tinfo.size(); }
+};
+
+/**
+ * Extracts C++ value and holder pointer references from an instance (which may contain multiple
+ * values/holders for python-side multiple inheritance) that match the given type. Throws an error
+ * if the given type (or ValueType, if omitted) is not a pybind11 base of the given instance. If
+ * `find_type` is omitted (or explicitly specified as nullptr) the first value/holder are returned,
+ * regardless of type (and the resulting .type will be nullptr).
+ *
+ * The returned object should be short-lived: in particular, it must not outlive the called-upon
+ * instance.
+ */
+PYBIND11_NOINLINE inline value_and_holder instance::get_value_and_holder(const type_info *find_type /*= nullptr default in common.h*/, bool throw_if_missing /*= true in common.h*/) {
+ // Optimize common case:
+ if (!find_type || Py_TYPE(this) == find_type->type)
+ return value_and_holder(this, find_type, 0, 0);
+
+ detail::values_and_holders vhs(this);
+ auto it = vhs.find(find_type);
+ if (it != vhs.end())
+ return *it;
+
+ if (!throw_if_missing)
+ return value_and_holder();
+
+#if defined(NDEBUG)
+ pybind11_fail("pybind11::detail::instance::get_value_and_holder: "
+ "type is not a pybind11 base of the given instance "
+ "(compile in debug mode for type details)");
+#else
+ pybind11_fail("pybind11::detail::instance::get_value_and_holder: `" +
+ std::string(find_type->type->tp_name) + "' is not a pybind11 base of the given `" +
+ std::string(Py_TYPE(this)->tp_name) + "' instance");
+#endif
+}
+
+PYBIND11_NOINLINE inline void instance::allocate_layout() {
+ auto &tinfo = all_type_info(Py_TYPE(this));
+
+ const size_t n_types = tinfo.size();
+
+ if (n_types == 0)
+ pybind11_fail("instance allocation failed: new instance has no pybind11-registered base types");
+
+ simple_layout =
+ n_types == 1 && tinfo.front()->holder_size_in_ptrs <= instance_simple_holder_in_ptrs();
+
+ // Simple path: no python-side multiple inheritance, and a small-enough holder
+ if (simple_layout) {
+ simple_value_holder[0] = nullptr;
+ simple_holder_constructed = false;
+ simple_instance_registered = false;
+ }
+ else { // multiple base types or a too-large holder
+ // Allocate space to hold: [v1*][h1][v2*][h2]...[bb...] where [vN*] is a value pointer,
+ // [hN] is the (uninitialized) holder instance for value N, and [bb...] is a set of bool
+ // values that tracks whether each associated holder has been initialized. Each [block] is
+ // padded, if necessary, to an integer multiple of sizeof(void *).
+ size_t space = 0;
+ for (auto t : tinfo) {
+ space += 1; // value pointer
+ space += t->holder_size_in_ptrs; // holder instance
+ }
+ size_t flags_at = space;
+ space += size_in_ptrs(n_types); // status bytes (holder_constructed and instance_registered)
+
+ // Allocate space for flags, values, and holders, and initialize it to 0 (flags and values,
+ // in particular, need to be 0). Use Python's memory allocation functions: in Python 3.6
+ // they default to using pymalloc, which is designed to be efficient for small allocations
+ // like the one we're doing here; in earlier versions (and for larger allocations) they are
+ // just wrappers around malloc.
+#if PY_VERSION_HEX >= 0x03050000
+ nonsimple.values_and_holders = (void **) PyMem_Calloc(space, sizeof(void *));
+ if (!nonsimple.values_and_holders) throw std::bad_alloc();
+#else
+ nonsimple.values_and_holders = (void **) PyMem_New(void *, space);
+ if (!nonsimple.values_and_holders) throw std::bad_alloc();
+ std::memset(nonsimple.values_and_holders, 0, space * sizeof(void *));
+#endif
+ nonsimple.status = reinterpret_cast<uint8_t *>(&nonsimple.values_and_holders[flags_at]);
+ }
+ owned = true;
+}
+
+PYBIND11_NOINLINE inline void instance::deallocate_layout() {
+ if (!simple_layout)
+ PyMem_Free(nonsimple.values_and_holders);
+}
+
+PYBIND11_NOINLINE inline bool isinstance_generic(handle obj, const std::type_info &tp) {
+ handle type = detail::get_type_handle(tp, false);
+ if (!type)
+ return false;
+ return isinstance(obj, type);
+}
+
+PYBIND11_NOINLINE inline std::string error_string() {
+ if (!PyErr_Occurred()) {
+ PyErr_SetString(PyExc_RuntimeError, "Unknown internal error occurred");
+ return "Unknown internal error occurred";
+ }
+
+ error_scope scope; // Preserve error state
+
+ std::string errorString;
+ if (scope.type) {
+ errorString += handle(scope.type).attr("__name__").cast<std::string>();
+ errorString += ": ";
+ }
+ if (scope.value)
+ errorString += (std::string) str(scope.value);
+
+ PyErr_NormalizeException(&scope.type, &scope.value, &scope.trace);
+
+#if PY_MAJOR_VERSION >= 3
+ if (scope.trace != nullptr)
+ PyException_SetTraceback(scope.value, scope.trace);
+#endif
+
+#if !defined(PYPY_VERSION)
+ if (scope.trace) {
+ PyTracebackObject *trace = (PyTracebackObject *) scope.trace;
+
+ /* Get the deepest trace possible */
+ while (trace->tb_next)
+ trace = trace->tb_next;
+
+ PyFrameObject *frame = trace->tb_frame;
+ errorString += "\n\nAt:\n";
+ while (frame) {
+ int lineno = PyFrame_GetLineNumber(frame);
+ errorString +=
+ " " + handle(frame->f_code->co_filename).cast<std::string>() +
+ "(" + std::to_string(lineno) + "): " +
+ handle(frame->f_code->co_name).cast<std::string>() + "\n";
+ frame = frame->f_back;
+ }
+ }
+#endif
+
+ return errorString;
+}
+
+PYBIND11_NOINLINE inline handle get_object_handle(const void *ptr, const detail::type_info *type ) {
+ auto &instances = get_internals().registered_instances;
+ auto range = instances.equal_range(ptr);
+ for (auto it = range.first; it != range.second; ++it) {
+ for (auto vh : values_and_holders(it->second)) {
+ if (vh.type == type)
+ return handle((PyObject *) it->second);
+ }
+ }
+ return handle();
+}
+
+inline PyThreadState *get_thread_state_unchecked() {
+#if defined(PYPY_VERSION)
+ return PyThreadState_GET();
+#elif PY_VERSION_HEX < 0x03000000
+ return _PyThreadState_Current;
+#elif PY_VERSION_HEX < 0x03050000
+ return (PyThreadState*) _Py_atomic_load_relaxed(&_PyThreadState_Current);
+#elif PY_VERSION_HEX < 0x03050200
+ return (PyThreadState*) _PyThreadState_Current.value;
+#else
+ return _PyThreadState_UncheckedGet();
+#endif
+}
+
+// Forward declarations
+inline void keep_alive_impl(handle nurse, handle patient);
+inline PyObject *make_new_instance(PyTypeObject *type);
+
+class type_caster_generic {
+public:
+ PYBIND11_NOINLINE type_caster_generic(const std::type_info &type_info)
+ : typeinfo(get_type_info(type_info)), cpptype(&type_info) { }
+
+ type_caster_generic(const type_info *typeinfo)
+ : typeinfo(typeinfo), cpptype(typeinfo ? typeinfo->cpptype : nullptr) { }
+
+ bool load(handle src, bool convert) {
+ return load_impl<type_caster_generic>(src, convert);
+ }
+
+ PYBIND11_NOINLINE static handle cast(const void *_src, return_value_policy policy, handle parent,
+ const detail::type_info *tinfo,
+ void *(*copy_constructor)(const void *),
+ void *(*move_constructor)(const void *),
+ const void *existing_holder = nullptr) {
+ if (!tinfo) // no type info: error will be set already
+ return handle();
+
+ void *src = const_cast<void *>(_src);
+ if (src == nullptr)
+ return none().release();
+
+ auto it_instances = get_internals().registered_instances.equal_range(src);
+ for (auto it_i = it_instances.first; it_i != it_instances.second; ++it_i) {
+ for (auto instance_type : detail::all_type_info(Py_TYPE(it_i->second))) {
+ if (instance_type && same_type(*instance_type->cpptype, *tinfo->cpptype))
+ return handle((PyObject *) it_i->second).inc_ref();
+ }
+ }
+
+ auto inst = reinterpret_steal<object>(make_new_instance(tinfo->type));
+ auto wrapper = reinterpret_cast<instance *>(inst.ptr());
+ wrapper->owned = false;
+ void *&valueptr = values_and_holders(wrapper).begin()->value_ptr();
+
+ switch (policy) {
+ case return_value_policy::automatic:
+ case return_value_policy::take_ownership:
+ valueptr = src;
+ wrapper->owned = true;
+ break;
+
+ case return_value_policy::automatic_reference:
+ case return_value_policy::reference:
+ valueptr = src;
+ wrapper->owned = false;
+ break;
+
+ case return_value_policy::copy:
+ if (copy_constructor)
+ valueptr = copy_constructor(src);
+ else
+ throw cast_error("return_value_policy = copy, but the "
+ "object is non-copyable!");
+ wrapper->owned = true;
+ break;
+
+ case return_value_policy::move:
+ if (move_constructor)
+ valueptr = move_constructor(src);
+ else if (copy_constructor)
+ valueptr = copy_constructor(src);
+ else
+ throw cast_error("return_value_policy = move, but the "
+ "object is neither movable nor copyable!");
+ wrapper->owned = true;
+ break;
+
+ case return_value_policy::reference_internal:
+ valueptr = src;
+ wrapper->owned = false;
+ keep_alive_impl(inst, parent);
+ break;
+
+ default:
+ throw cast_error("unhandled return_value_policy: should not happen!");
+ }
+
+ tinfo->init_instance(wrapper, existing_holder);
+
+ return inst.release();
+ }
+
+ // Base methods for generic caster; there are overridden in copyable_holder_caster
+ void load_value(value_and_holder &&v_h) {
+ auto *&vptr = v_h.value_ptr();
+ // Lazy allocation for unallocated values:
+ if (vptr == nullptr) {
+ auto *type = v_h.type ? v_h.type : typeinfo;
+ vptr = type->operator_new(type->type_size);
+ }
+ value = vptr;
+ }
+ bool try_implicit_casts(handle src, bool convert) {
+ for (auto &cast : typeinfo->implicit_casts) {
+ type_caster_generic sub_caster(*cast.first);
+ if (sub_caster.load(src, convert)) {
+ value = cast.second(sub_caster.value);
+ return true;
+ }
+ }
+ return false;
+ }
+ bool try_direct_conversions(handle src) {
+ for (auto &converter : *typeinfo->direct_conversions) {
+ if (converter(src.ptr(), value))
+ return true;
+ }
+ return false;
+ }
+ void check_holder_compat() {}
+
+ PYBIND11_NOINLINE static void *local_load(PyObject *src, const type_info *ti) {
+ auto caster = type_caster_generic(ti);
+ if (caster.load(src, false))
+ return caster.value;
+ return nullptr;
+ }
+
+ /// Try to load with foreign typeinfo, if available. Used when there is no
+ /// native typeinfo, or when the native one wasn't able to produce a value.
+ PYBIND11_NOINLINE bool try_load_foreign_module_local(handle src) {
+ constexpr auto *local_key = PYBIND11_MODULE_LOCAL_ID;
+ const auto pytype = src.get_type();
+ if (!hasattr(pytype, local_key))
+ return false;
+
+ type_info *foreign_typeinfo = reinterpret_borrow<capsule>(getattr(pytype, local_key));
+ // Only consider this foreign loader if actually foreign and is a loader of the correct cpp type
+ if (foreign_typeinfo->module_local_load == &local_load
+ || (cpptype && !same_type(*cpptype, *foreign_typeinfo->cpptype)))
+ return false;
+
+ if (auto result = foreign_typeinfo->module_local_load(src.ptr(), foreign_typeinfo)) {
+ value = result;
+ return true;
+ }
+ return false;
+ }
+
+ // Implementation of `load`; this takes the type of `this` so that it can dispatch the relevant
+ // bits of code between here and copyable_holder_caster where the two classes need different
+ // logic (without having to resort to virtual inheritance).
+ template <typename ThisT>
+ PYBIND11_NOINLINE bool load_impl(handle src, bool convert) {
+ if (!src) return false;
+ if (!typeinfo) return try_load_foreign_module_local(src);
+ if (src.is_none()) {
+ // Defer accepting None to other overloads (if we aren't in convert mode):
+ if (!convert) return false;
+ value = nullptr;
+ return true;
+ }
+
+ auto &this_ = static_cast<ThisT &>(*this);
+ this_.check_holder_compat();
+
+ PyTypeObject *srctype = Py_TYPE(src.ptr());
+
+ // Case 1: If src is an exact type match for the target type then we can reinterpret_cast
+ // the instance's value pointer to the target type:
+ if (srctype == typeinfo->type) {
+ this_.load_value(reinterpret_cast<instance *>(src.ptr())->get_value_and_holder());
+ return true;
+ }
+ // Case 2: We have a derived class
+ else if (PyType_IsSubtype(srctype, typeinfo->type)) {
+ auto &bases = all_type_info(srctype);
+ bool no_cpp_mi = typeinfo->simple_type;
+
+ // Case 2a: the python type is a Python-inherited derived class that inherits from just
+ // one simple (no MI) pybind11 class, or is an exact match, so the C++ instance is of
+ // the right type and we can use reinterpret_cast.
+ // (This is essentially the same as case 2b, but because not using multiple inheritance
+ // is extremely common, we handle it specially to avoid the loop iterator and type
+ // pointer lookup overhead)
+ if (bases.size() == 1 && (no_cpp_mi || bases.front()->type == typeinfo->type)) {
+ this_.load_value(reinterpret_cast<instance *>(src.ptr())->get_value_and_holder());
+ return true;
+ }
+ // Case 2b: the python type inherits from multiple C++ bases. Check the bases to see if
+ // we can find an exact match (or, for a simple C++ type, an inherited match); if so, we
+ // can safely reinterpret_cast to the relevant pointer.
+ else if (bases.size() > 1) {
+ for (auto base : bases) {
+ if (no_cpp_mi ? PyType_IsSubtype(base->type, typeinfo->type) : base->type == typeinfo->type) {
+ this_.load_value(reinterpret_cast<instance *>(src.ptr())->get_value_and_holder(base));
+ return true;
+ }
+ }
+ }
+
+ // Case 2c: C++ multiple inheritance is involved and we couldn't find an exact type match
+ // in the registered bases, above, so try implicit casting (needed for proper C++ casting
+ // when MI is involved).
+ if (this_.try_implicit_casts(src, convert))
+ return true;
+ }
+
+ // Perform an implicit conversion
+ if (convert) {
+ for (auto &converter : typeinfo->implicit_conversions) {
+ auto temp = reinterpret_steal<object>(converter(src.ptr(), typeinfo->type));
+ if (load_impl<ThisT>(temp, false)) {
+ loader_life_support::add_patient(temp);
+ return true;
+ }
+ }
+ if (this_.try_direct_conversions(src))
+ return true;
+ }
+
+ // Failed to match local typeinfo. Try again with global.
+ if (typeinfo->module_local) {
+ if (auto gtype = get_global_type_info(*typeinfo->cpptype)) {
+ typeinfo = gtype;
+ return load(src, false);
+ }
+ }
+
+ // Global typeinfo has precedence over foreign module_local
+ return try_load_foreign_module_local(src);
+ }
+
+
+ // Called to do type lookup and wrap the pointer and type in a pair when a dynamic_cast
+ // isn't needed or can't be used. If the type is unknown, sets the error and returns a pair
+ // with .second = nullptr. (p.first = nullptr is not an error: it becomes None).
+ PYBIND11_NOINLINE static std::pair<const void *, const type_info *> src_and_type(
+ const void *src, const std::type_info &cast_type, const std::type_info *rtti_type = nullptr) {
+ if (auto *tpi = get_type_info(cast_type))
+ return {src, const_cast<const type_info *>(tpi)};
+
+ // Not found, set error:
+ std::string tname = rtti_type ? rtti_type->name() : cast_type.name();
+ detail::clean_type_id(tname);
+ std::string msg = "Unregistered type : " + tname;
+ PyErr_SetString(PyExc_TypeError, msg.c_str());
+ return {nullptr, nullptr};
+ }
+
+ const type_info *typeinfo = nullptr;
+ const std::type_info *cpptype = nullptr;
+ void *value = nullptr;
+};
+
+/**
+ * Determine suitable casting operator for pointer-or-lvalue-casting type casters. The type caster
+ * needs to provide `operator T*()` and `operator T&()` operators.
+ *
+ * If the type supports moving the value away via an `operator T&&() &&` method, it should use
+ * `movable_cast_op_type` instead.
+ */
+template <typename T>
+using cast_op_type =
+ conditional_t<std::is_pointer<remove_reference_t<T>>::value,
+ typename std::add_pointer<intrinsic_t<T>>::type,
+ typename std::add_lvalue_reference<intrinsic_t<T>>::type>;
+
+/**
+ * Determine suitable casting operator for a type caster with a movable value. Such a type caster
+ * needs to provide `operator T*()`, `operator T&()`, and `operator T&&() &&`. The latter will be
+ * called in appropriate contexts where the value can be moved rather than copied.
+ *
+ * These operator are automatically provided when using the PYBIND11_TYPE_CASTER macro.
+ */
+template <typename T>
+using movable_cast_op_type =
+ conditional_t<std::is_pointer<typename std::remove_reference<T>::type>::value,
+ typename std::add_pointer<intrinsic_t<T>>::type,
+ conditional_t<std::is_rvalue_reference<T>::value,
+ typename std::add_rvalue_reference<intrinsic_t<T>>::type,
+ typename std::add_lvalue_reference<intrinsic_t<T>>::type>>;
+
+// std::is_copy_constructible isn't quite enough: it lets std::vector<T> (and similar) through when
+// T is non-copyable, but code containing such a copy constructor fails to actually compile.
+template <typename T, typename SFINAE = void> struct is_copy_constructible : std::is_copy_constructible<T> {};
+
+// Specialization for types that appear to be copy constructible but also look like stl containers
+// (we specifically check for: has `value_type` and `reference` with `reference = value_type&`): if
+// so, copy constructability depends on whether the value_type is copy constructible.
+template <typename Container> struct is_copy_constructible<Container, enable_if_t<all_of<
+ std::is_copy_constructible<Container>,
+ std::is_same<typename Container::value_type &, typename Container::reference>
+ >::value>> : is_copy_constructible<typename Container::value_type> {};
+
+#if !defined(PYBIND11_CPP17)
+// Likewise for std::pair before C++17 (which mandates that the copy constructor not exist when the
+// two types aren't themselves copy constructible).
+template <typename T1, typename T2> struct is_copy_constructible<std::pair<T1, T2>>
+ : all_of<is_copy_constructible<T1>, is_copy_constructible<T2>> {};
+#endif
+
+/// Generic type caster for objects stored on the heap
+template <typename type> class type_caster_base : public type_caster_generic {
+ using itype = intrinsic_t<type>;
+public:
+ static PYBIND11_DESCR name() { return type_descr(_<type>()); }
+
+ type_caster_base() : type_caster_base(typeid(type)) { }
+ explicit type_caster_base(const std::type_info &info) : type_caster_generic(info) { }
+
+ static handle cast(const itype &src, return_value_policy policy, handle parent) {
+ if (policy == return_value_policy::automatic || policy == return_value_policy::automatic_reference)
+ policy = return_value_policy::copy;
+ return cast(&src, policy, parent);
+ }
+
+ static handle cast(itype &&src, return_value_policy, handle parent) {
+ return cast(&src, return_value_policy::move, parent);
+ }
+
+ // Returns a (pointer, type_info) pair taking care of necessary RTTI type lookup for a
+ // polymorphic type. If the instance isn't derived, returns the non-RTTI base version.
+ template <typename T = itype, enable_if_t<std::is_polymorphic<T>::value, int> = 0>
+ static std::pair<const void *, const type_info *> src_and_type(const itype *src) {
+ const void *vsrc = src;
+ auto &cast_type = typeid(itype);
+ const std::type_info *instance_type = nullptr;
+ if (vsrc) {
+ instance_type = &typeid(*src);
+ if (!same_type(cast_type, *instance_type)) {
+ // This is a base pointer to a derived type; if it is a pybind11-registered type, we
+ // can get the correct derived pointer (which may be != base pointer) by a
+ // dynamic_cast to most derived type:
+ if (auto *tpi = get_type_info(*instance_type))
+ return {dynamic_cast<const void *>(src), const_cast<const type_info *>(tpi)};
+ }
+ }
+ // Otherwise we have either a nullptr, an `itype` pointer, or an unknown derived pointer, so
+ // don't do a cast
+ return type_caster_generic::src_and_type(vsrc, cast_type, instance_type);
+ }
+
+ // Non-polymorphic type, so no dynamic casting; just call the generic version directly
+ template <typename T = itype, enable_if_t<!std::is_polymorphic<T>::value, int> = 0>
+ static std::pair<const void *, const type_info *> src_and_type(const itype *src) {
+ return type_caster_generic::src_and_type(src, typeid(itype));
+ }
+
+ static handle cast(const itype *src, return_value_policy policy, handle parent) {
+ auto st = src_and_type(src);
+ return type_caster_generic::cast(
+ st.first, policy, parent, st.second,
+ make_copy_constructor(src), make_move_constructor(src));
+ }
+
+ static handle cast_holder(const itype *src, const void *holder) {
+ auto st = src_and_type(src);
+ return type_caster_generic::cast(
+ st.first, return_value_policy::take_ownership, {}, st.second,
+ nullptr, nullptr, holder);
+ }
+
+ template <typename T> using cast_op_type = cast_op_type<T>;
+
+ operator itype*() { return (type *) value; }
+ operator itype&() { if (!value) throw reference_cast_error(); return *((itype *) value); }
+
+protected:
+ using Constructor = void *(*)(const void *);
+
+ /* Only enabled when the types are {copy,move}-constructible *and* when the type
+ does not have a private operator new implementation. */
+ template <typename T, typename = enable_if_t<is_copy_constructible<T>::value>>
+ static auto make_copy_constructor(const T *x) -> decltype(new T(*x), Constructor{}) {
+ return [](const void *arg) -> void * {
+ return new T(*reinterpret_cast<const T *>(arg));
+ };
+ }
+
+ template <typename T, typename = enable_if_t<std::is_move_constructible<T>::value>>
+ static auto make_move_constructor(const T *x) -> decltype(new T(std::move(*const_cast<T *>(x))), Constructor{}) {
+ return [](const void *arg) -> void * {
+ return new T(std::move(*const_cast<T *>(reinterpret_cast<const T *>(arg))));
+ };
+ }
+
+ static Constructor make_copy_constructor(...) { return nullptr; }
+ static Constructor make_move_constructor(...) { return nullptr; }
+};
+
+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>>;
+
+// Shortcut for calling a caster's `cast_op_type` cast operator for casting a type_caster to a T
+template <typename T> typename make_caster<T>::template cast_op_type<T> cast_op(make_caster<T> &caster) {
+ return caster.operator typename make_caster<T>::template cast_op_type<T>();
+}
+template <typename T> typename make_caster<T>::template cast_op_type<typename std::add_rvalue_reference<T>::type>
+cast_op(make_caster<T> &&caster) {
+ return std::move(caster).operator
+ typename make_caster<T>::template cast_op_type<typename std::add_rvalue_reference<T>::type>();
+}
+
+template <typename type> class type_caster<std::reference_wrapper<type>> {
+private:
+ using caster_t = make_caster<type>;
+ caster_t subcaster;
+ using subcaster_cast_op_type = typename caster_t::template cast_op_type<type>;
+ static_assert(std::is_same<typename std::remove_const<type>::type &, subcaster_cast_op_type>::value,
+ "std::reference_wrapper<T> caster requires T to have a caster with an `T &` operator");
+public:
+ bool load(handle src, bool convert) { return subcaster.load(src, convert); }
+ static PYBIND11_DESCR name() { return caster_t::name(); }
+ static handle cast(const std::reference_wrapper<type> &src, return_value_policy policy, handle parent) {
+ // It is definitely wrong to take ownership of this pointer, so mask that rvp
+ if (policy == return_value_policy::take_ownership || policy == return_value_policy::automatic)
+ policy = return_value_policy::automatic_reference;
+ return caster_t::cast(&src.get(), policy, parent);
+ }
+ template <typename T> using cast_op_type = std::reference_wrapper<type>;
+ operator std::reference_wrapper<type>() { return subcaster.operator subcaster_cast_op_type&(); }
+};
+
+#define PYBIND11_TYPE_CASTER(type, py_name) \
+ protected: \
+ type value; \
+ public: \
+ static PYBIND11_DESCR name() { return type_descr(py_name); } \
+ template <typename T_, enable_if_t<std::is_same<type, remove_cv_t<T_>>::value, int> = 0> \
+ static handle cast(T_ *src, return_value_policy policy, handle parent) { \
+ if (!src) return none().release(); \
+ if (policy == return_value_policy::take_ownership) { \
+ auto h = cast(std::move(*src), policy, parent); delete src; return h; \
+ } else { \
+ return cast(*src, policy, parent); \
+ } \
+ } \
+ operator type*() { return &value; } \
+ operator type&() { return value; } \
+ operator type&&() && { return std::move(value); } \
+ template <typename T_> using cast_op_type = pybind11::detail::movable_cast_op_type<T_>
+
+
+template <typename CharT> using is_std_char_type = any_of<
+ std::is_same<CharT, char>, /* std::string */
+ std::is_same<CharT, char16_t>, /* std::u16string */
+ std::is_same<CharT, char32_t>, /* std::u32string */
+ std::is_same<CharT, wchar_t> /* std::wstring */
+>;
+
+template <typename T>
+struct type_caster<T, enable_if_t<std::is_arithmetic<T>::value && !is_std_char_type<T>::value>> {
+ using _py_type_0 = conditional_t<sizeof(T) <= sizeof(long), long, long long>;
+ using _py_type_1 = conditional_t<std::is_signed<T>::value, _py_type_0, typename std::make_unsigned<_py_type_0>::type>;
+ using py_type = conditional_t<std::is_floating_point<T>::value, double, _py_type_1>;
+public:
+
+ bool load(handle src, bool convert) {
+ py_type py_value;
+
+ if (!src)
+ return false;
+
+ if (std::is_floating_point<T>::value) {
+ if (convert || PyFloat_Check(src.ptr()))
+ py_value = (py_type) PyFloat_AsDouble(src.ptr());
+ else
+ return false;
+ } else if (PyFloat_Check(src.ptr())) {
+ return false;
+ } else if (std::is_unsigned<py_type>::value) {
+ py_value = as_unsigned<py_type>(src.ptr());
+ } else { // signed integer:
+ py_value = sizeof(T) <= sizeof(long)
+ ? (py_type) PyLong_AsLong(src.ptr())
+ : (py_type) PYBIND11_LONG_AS_LONGLONG(src.ptr());
+ }
+
+ bool py_err = py_value == (py_type) -1 && PyErr_Occurred();
+ if (py_err || (std::is_integral<T>::value && sizeof(py_type) != sizeof(T) &&
+ (py_value < (py_type) std::numeric_limits<T>::min() ||
+ py_value > (py_type) std::numeric_limits<T>::max()))) {
+ bool type_error = py_err && PyErr_ExceptionMatches(
+#if PY_VERSION_HEX < 0x03000000 && !defined(PYPY_VERSION)
+ PyExc_SystemError
+#else
+ PyExc_TypeError
+#endif
+ );
+ PyErr_Clear();
+ if (type_error && convert && PyNumber_Check(src.ptr())) {
+ auto tmp = reinterpret_steal<object>(std::is_floating_point<T>::value
+ ? PyNumber_Float(src.ptr())
+ : PyNumber_Long(src.ptr()));
+ PyErr_Clear();
+ return load(tmp, false);
+ }
+ return false;
+ }
+
+ value = (T) py_value;
+ return true;
+ }
+
+ static handle cast(T src, return_value_policy /* policy */, handle /* parent */) {
+ if (std::is_floating_point<T>::value) {
+ return PyFloat_FromDouble((double) src);
+ } else if (sizeof(T) <= sizeof(long)) {
+ if (std::is_signed<T>::value)
+ return PyLong_FromLong((long) src);
+ else
+ return PyLong_FromUnsignedLong((unsigned long) src);
+ } else {
+ if (std::is_signed<T>::value)
+ return PyLong_FromLongLong((long long) src);
+ else
+ return PyLong_FromUnsignedLongLong((unsigned long long) src);
+ }
+ }
+
+ PYBIND11_TYPE_CASTER(T, _<std::is_integral<T>::value>("int", "float"));
+};
+
+template<typename T> struct void_caster {
+public:
+ bool load(handle src, bool) {
+ if (src && src.is_none())
+ return true;
+ return false;
+ }
+ static handle cast(T, return_value_policy /* policy */, handle /* parent */) {
+ return none().inc_ref();
+ }
+ PYBIND11_TYPE_CASTER(T, _("None"));
+};
+
+template <> class type_caster<void_type> : public void_caster<void_type> {};
+
+template <> class type_caster<void> : public type_caster<void_type> {
+public:
+ using type_caster<void_type>::cast;
+
+ bool load(handle h, bool) {
+ if (!h) {
+ return false;
+ } else if (h.is_none()) {
+ value = nullptr;
+ return true;
+ }
+
+ /* Check if this is a capsule */
+ if (isinstance<capsule>(h)) {
+ value = reinterpret_borrow<capsule>(h);
+ return true;
+ }
+
+ /* Check if this is a C++ type */
+ auto &bases = all_type_info((PyTypeObject *) h.get_type().ptr());
+ if (bases.size() == 1) { // Only allowing loading from a single-value type
+ value = values_and_holders(reinterpret_cast<instance *>(h.ptr())).begin()->value_ptr();
+ return true;
+ }
+
+ /* Fail */
+ return false;
+ }
+
+ static handle cast(const void *ptr, return_value_policy /* policy */, handle /* parent */) {
+ if (ptr)
+ return capsule(ptr).release();
+ else
+ return none().inc_ref();
+ }
+
+ template <typename T> using cast_op_type = void*&;
+ operator void *&() { return value; }
+ static PYBIND11_DESCR name() { return type_descr(_("capsule")); }
+private:
+ void *value = nullptr;
+};
+
+template <> class type_caster<std::nullptr_t> : public void_caster<std::nullptr_t> { };
+
+template <> class type_caster<bool> {
+public:
+ bool load(handle src, bool convert) {
+ if (!src) return false;
+ else if (src.ptr() == Py_True) { value = true; return true; }
+ else if (src.ptr() == Py_False) { value = false; return true; }
+ else if (convert || !strcmp("numpy.bool_", Py_TYPE(src.ptr())->tp_name)) {
+ // (allow non-implicit conversion for numpy booleans)
+
+ Py_ssize_t res = -1;
+ if (src.is_none()) {
+ res = 0; // None is implicitly converted to False
+ }
+ #if defined(PYPY_VERSION)
+ // On PyPy, check that "__bool__" (or "__nonzero__" on Python 2.7) attr exists
+ else if (hasattr(src, PYBIND11_BOOL_ATTR)) {
+ res = PyObject_IsTrue(src.ptr());
+ }
+ #else
+ // Alternate approach for CPython: this does the same as the above, but optimized
+ // using the CPython API so as to avoid an unneeded attribute lookup.
+ else if (auto tp_as_number = src.ptr()->ob_type->tp_as_number) {
+ if (PYBIND11_NB_BOOL(tp_as_number)) {
+ res = (*PYBIND11_NB_BOOL(tp_as_number))(src.ptr());
+ }
+ }
+ #endif
+ if (res == 0 || res == 1) {
+ value = (bool) res;
+ return true;
+ }
+ }
+ return false;
+ }
+ static handle cast(bool src, return_value_policy /* policy */, handle /* parent */) {
+ return handle(src ? Py_True : Py_False).inc_ref();
+ }
+ PYBIND11_TYPE_CASTER(bool, _("bool"));
+};
+
+// Helper class for UTF-{8,16,32} C++ stl strings:
+template <typename StringType, bool IsView = false> struct string_caster {
+ using CharT = typename StringType::value_type;
+
+ // Simplify life by being able to assume standard char sizes (the standard only guarantees
+ // minimums, but Python requires exact sizes)
+ static_assert(!std::is_same<CharT, char>::value || sizeof(CharT) == 1, "Unsupported char size != 1");
+ static_assert(!std::is_same<CharT, char16_t>::value || sizeof(CharT) == 2, "Unsupported char16_t size != 2");
+ static_assert(!std::is_same<CharT, char32_t>::value || sizeof(CharT) == 4, "Unsupported char32_t size != 4");
+ // wchar_t can be either 16 bits (Windows) or 32 (everywhere else)
+ static_assert(!std::is_same<CharT, wchar_t>::value || sizeof(CharT) == 2 || sizeof(CharT) == 4,
+ "Unsupported wchar_t size != 2/4");
+ static constexpr size_t UTF_N = 8 * sizeof(CharT);
+
+ bool load(handle src, bool) {
+#if PY_MAJOR_VERSION < 3
+ object temp;
+#endif
+ handle load_src = src;
+ if (!src) {
+ return false;
+ } else if (!PyUnicode_Check(load_src.ptr())) {
+#if PY_MAJOR_VERSION >= 3
+ return load_bytes(load_src);
+#else
+ if (sizeof(CharT) == 1) {
+ return load_bytes(load_src);
+ }
+
+ // The below is a guaranteed failure in Python 3 when PyUnicode_Check returns false
+ if (!PYBIND11_BYTES_CHECK(load_src.ptr()))
+ return false;
+
+ temp = reinterpret_steal<object>(PyUnicode_FromObject(load_src.ptr()));
+ if (!temp) { PyErr_Clear(); return false; }
+ load_src = temp;
+#endif
+ }
+
+ object utfNbytes = reinterpret_steal<object>(PyUnicode_AsEncodedString(
+ load_src.ptr(), UTF_N == 8 ? "utf-8" : UTF_N == 16 ? "utf-16" : "utf-32", nullptr));
+ if (!utfNbytes) { PyErr_Clear(); return false; }
+
+ const CharT *buffer = reinterpret_cast<const CharT *>(PYBIND11_BYTES_AS_STRING(utfNbytes.ptr()));
+ size_t length = (size_t) PYBIND11_BYTES_SIZE(utfNbytes.ptr()) / sizeof(CharT);
+ if (UTF_N > 8) { buffer++; length--; } // Skip BOM for UTF-16/32
+ value = StringType(buffer, length);
+
+ // If we're loading a string_view we need to keep the encoded Python object alive:
+ if (IsView)
+ loader_life_support::add_patient(utfNbytes);
+
+ return true;
+ }
+
+ static handle cast(const StringType &src, return_value_policy /* policy */, handle /* parent */) {
+ const char *buffer = reinterpret_cast<const char *>(src.data());
+ ssize_t nbytes = ssize_t(src.size() * sizeof(CharT));
+ handle s = decode_utfN(buffer, nbytes);
+ if (!s) throw error_already_set();
+ return s;
+ }
+
+ PYBIND11_TYPE_CASTER(StringType, _(PYBIND11_STRING_NAME));
+
+private:
+ static handle decode_utfN(const char *buffer, ssize_t nbytes) {
+#if !defined(PYPY_VERSION)
+ return
+ UTF_N == 8 ? PyUnicode_DecodeUTF8(buffer, nbytes, nullptr) :
+ UTF_N == 16 ? PyUnicode_DecodeUTF16(buffer, nbytes, nullptr, nullptr) :
+ PyUnicode_DecodeUTF32(buffer, nbytes, nullptr, nullptr);
+#else
+ // PyPy seems to have multiple problems related to PyUnicode_UTF*: the UTF8 version
+ // sometimes segfaults for unknown reasons, while the UTF16 and 32 versions require a
+ // non-const char * arguments, which is also a nuissance, so bypass the whole thing by just
+ // passing the encoding as a string value, which works properly:
+ return PyUnicode_Decode(buffer, nbytes, UTF_N == 8 ? "utf-8" : UTF_N == 16 ? "utf-16" : "utf-32", nullptr);
+#endif
+ }
+
+ // When loading into a std::string or char*, accept a bytes object as-is (i.e.
+ // without any encoding/decoding attempt). For other C++ char sizes this is a no-op.
+ // which supports loading a unicode from a str, doesn't take this path.
+ template <typename C = CharT>
+ bool load_bytes(enable_if_t<sizeof(C) == 1, handle> src) {
+ if (PYBIND11_BYTES_CHECK(src.ptr())) {
+ // We were passed a Python 3 raw bytes; accept it into a std::string or char*
+ // without any encoding attempt.
+ const char *bytes = PYBIND11_BYTES_AS_STRING(src.ptr());
+ if (bytes) {
+ value = StringType(bytes, (size_t) PYBIND11_BYTES_SIZE(src.ptr()));
+ return true;
+ }
+ }
+
+ return false;
+ }
+
+ template <typename C = CharT>
+ bool load_bytes(enable_if_t<sizeof(C) != 1, handle>) { return false; }
+};
+
+template <typename CharT, class Traits, class Allocator>
+struct type_caster<std::basic_string<CharT, Traits, Allocator>, enable_if_t<is_std_char_type<CharT>::value>>
+ : string_caster<std::basic_string<CharT, Traits, Allocator>> {};
+
+#ifdef PYBIND11_HAS_STRING_VIEW
+template <typename CharT, class Traits>
+struct type_caster<std::basic_string_view<CharT, Traits>, enable_if_t<is_std_char_type<CharT>::value>>
+ : string_caster<std::basic_string_view<CharT, Traits>, true> {};
+#endif
+
+// Type caster for C-style strings. We basically use a std::string type caster, but also add the
+// ability to use None as a nullptr char* (which the string caster doesn't allow).
+template <typename CharT> struct type_caster<CharT, enable_if_t<is_std_char_type<CharT>::value>> {
+ using StringType = std::basic_string<CharT>;
+ using StringCaster = type_caster<StringType>;
+ StringCaster str_caster;
+ bool none = false;
+ CharT one_char = 0;
+public:
+ bool load(handle src, bool convert) {
+ if (!src) return false;
+ if (src.is_none()) {
+ // Defer accepting None to other overloads (if we aren't in convert mode):
+ if (!convert) return false;
+ none = true;
+ return true;
+ }
+ return str_caster.load(src, convert);
+ }
+
+ static handle cast(const CharT *src, return_value_policy policy, handle parent) {
+ if (src == nullptr) return pybind11::none().inc_ref();
+ return StringCaster::cast(StringType(src), policy, parent);
+ }
+
+ static handle cast(CharT src, return_value_policy policy, handle parent) {
+ if (std::is_same<char, CharT>::value) {
+ handle s = PyUnicode_DecodeLatin1((const char *) &src, 1, nullptr);
+ if (!s) throw error_already_set();
+ return s;
+ }
+ return StringCaster::cast(StringType(1, src), policy, parent);
+ }
+
+ operator CharT*() { return none ? nullptr : const_cast<CharT *>(static_cast<StringType &>(str_caster).c_str()); }
+ operator CharT&() {
+ if (none)
+ throw value_error("Cannot convert None to a character");
+
+ auto &value = static_cast<StringType &>(str_caster);
+ size_t str_len = value.size();
+ if (str_len == 0)
+ throw value_error("Cannot convert empty string to a character");
+
+ // If we're in UTF-8 mode, we have two possible failures: one for a unicode character that
+ // is too high, and one for multiple unicode characters (caught later), so we need to figure
+ // out how long the first encoded character is in bytes to distinguish between these two
+ // errors. We also allow want to allow unicode characters U+0080 through U+00FF, as those
+ // can fit into a single char value.
+ if (StringCaster::UTF_N == 8 && str_len > 1 && str_len <= 4) {
+ unsigned char v0 = static_cast<unsigned char>(value[0]);
+ size_t char0_bytes = !(v0 & 0x80) ? 1 : // low bits only: 0-127
+ (v0 & 0xE0) == 0xC0 ? 2 : // 0b110xxxxx - start of 2-byte sequence
+ (v0 & 0xF0) == 0xE0 ? 3 : // 0b1110xxxx - start of 3-byte sequence
+ 4; // 0b11110xxx - start of 4-byte sequence
+
+ if (char0_bytes == str_len) {
+ // If we have a 128-255 value, we can decode it into a single char:
+ if (char0_bytes == 2 && (v0 & 0xFC) == 0xC0) { // 0x110000xx 0x10xxxxxx
+ one_char = static_cast<CharT>(((v0 & 3) << 6) + (static_cast<unsigned char>(value[1]) & 0x3F));
+ return one_char;
+ }
+ // Otherwise we have a single character, but it's > U+00FF
+ throw value_error("Character code point not in range(0x100)");
+ }
+ }
+
+ // UTF-16 is much easier: we can only have a surrogate pair for values above U+FFFF, thus a
+ // surrogate pair with total length 2 instantly indicates a range error (but not a "your
+ // string was too long" error).
+ else if (StringCaster::UTF_N == 16 && str_len == 2) {
+ one_char = static_cast<CharT>(value[0]);
+ if (one_char >= 0xD800 && one_char < 0xE000)
+ throw value_error("Character code point not in range(0x10000)");
+ }
+
+ if (str_len != 1)
+ throw value_error("Expected a character, but multi-character string found");
+
+ one_char = value[0];
+ return one_char;
+ }
+
+ static PYBIND11_DESCR name() { return type_descr(_(PYBIND11_STRING_NAME)); }
+ template <typename _T> using cast_op_type = pybind11::detail::cast_op_type<_T>;
+};
+
+// Base implementation for std::tuple and std::pair
+template <template<typename...> class Tuple, typename... Ts> class tuple_caster {
+ using type = Tuple<Ts...>;
+ static constexpr auto size = sizeof...(Ts);
+ using indices = make_index_sequence<size>;
+public:
+
+ bool load(handle src, bool convert) {
+ if (!isinstance<sequence>(src))
+ return false;
+ const auto seq = reinterpret_borrow<sequence>(src);
+ if (seq.size() != size)
+ return false;
+ return load_impl(seq, convert, indices{});
+ }
+
+ template <typename T>
+ static handle cast(T &&src, return_value_policy policy, handle parent) {
+ return cast_impl(std::forward<T>(src), policy, parent, indices{});
+ }
+
+ static PYBIND11_DESCR name() {
+ return type_descr(_("Tuple[") + detail::concat(make_caster<Ts>::name()...) + _("]"));
+ }
+
+ template <typename T> using cast_op_type = type;
+
+ operator type() & { return implicit_cast(indices{}); }
+ operator type() && { return std::move(*this).implicit_cast(indices{}); }
+
+protected:
+ template <size_t... Is>
+ type implicit_cast(index_sequence<Is...>) & { return type(cast_op<Ts>(std::get<Is>(subcasters))...); }
+ template <size_t... Is>
+ type implicit_cast(index_sequence<Is...>) && { return type(cast_op<Ts>(std::move(std::get<Is>(subcasters)))...); }
+
+ static constexpr bool load_impl(const sequence &, bool, index_sequence<>) { return true; }
+
+ template <size_t... Is>
+ bool load_impl(const sequence &seq, bool convert, index_sequence<Is...>) {
+ for (bool r : {std::get<Is>(subcasters).load(seq[Is], convert)...})
+ if (!r)
+ return false;
+ return true;
+ }
+
+ /* Implementation: Convert a C++ tuple into a Python tuple */
+ template <typename T, size_t... Is>
+ static handle cast_impl(T &&src, return_value_policy policy, handle parent, index_sequence<Is...>) {
+ std::array<object, size> entries{{
+ reinterpret_steal<object>(make_caster<Ts>::cast(std::get<Is>(std::forward<T>(src)), policy, parent))...
+ }};
+ for (const auto &entry: entries)
+ if (!entry)
+ return handle();
+ tuple result(size);
+ int counter = 0;
+ for (auto & entry: entries)
+ PyTuple_SET_ITEM(result.ptr(), counter++, entry.release().ptr());
+ return result.release();
+ }
+
+ Tuple<make_caster<Ts>...> subcasters;
+};
+
+template <typename T1, typename T2> class type_caster<std::pair<T1, T2>>
+ : public tuple_caster<std::pair, T1, T2> {};
+
+template <typename... Ts> class type_caster<std::tuple<Ts...>>
+ : public tuple_caster<std::tuple, Ts...> {};
+
+/// Helper class which abstracts away certain actions. Users can provide specializations for
+/// custom holders, but it's only necessary if the type has a non-standard interface.
+template <typename T>
+struct holder_helper {
+ static auto get(const T &p) -> decltype(p.get()) { return p.get(); }
+};
+
+/// Type caster for holder types like std::shared_ptr, etc.
+template <typename type, typename holder_type>
+struct copyable_holder_caster : public type_caster_base<type> {
+public:
+ using base = type_caster_base<type>;
+ static_assert(std::is_base_of<base, type_caster<type>>::value,
+ "Holder classes are only supported for custom types");
+ using base::base;
+ using base::cast;
+ using base::typeinfo;
+ using base::value;
+
+ bool load(handle src, bool convert) {
+ return base::template load_impl<copyable_holder_caster<type, holder_type>>(src, convert);
+ }
+
+ explicit operator type*() { return this->value; }
+ explicit operator type&() { return *(this->value); }
+ explicit operator holder_type*() { return &holder; }
+
+ // Workaround for Intel compiler bug
+ // see pybind11 issue 94
+ #if defined(__ICC) || defined(__INTEL_COMPILER)
+ operator holder_type&() { return holder; }
+ #else
+ explicit operator holder_type&() { return holder; }
+ #endif
+
+ static handle cast(const holder_type &src, return_value_policy, handle) {
+ const auto *ptr = holder_helper<holder_type>::get(src);
+ return type_caster_base<type>::cast_holder(ptr, &src);
+ }
+
+protected:
+ friend class type_caster_generic;
+ void check_holder_compat() {
+ if (typeinfo->default_holder)
+ throw cast_error("Unable to load a custom holder type from a default-holder instance");
+ }
+
+ bool load_value(value_and_holder &&v_h) {
+ if (v_h.holder_constructed()) {
+ value = v_h.value_ptr();
+ holder = v_h.template holder<holder_type>();
+ return true;
+ } else {
+ throw cast_error("Unable to cast from non-held to held instance (T& to Holder<T>) "
+#if defined(NDEBUG)
+ "(compile in debug mode for type information)");
+#else
+ "of type '" + type_id<holder_type>() + "''");
+#endif
+ }
+ }
+
+ template <typename T = holder_type, detail::enable_if_t<!std::is_constructible<T, const T &, type*>::value, int> = 0>
+ bool try_implicit_casts(handle, bool) { return false; }
+
+ template <typename T = holder_type, detail::enable_if_t<std::is_constructible<T, const T &, type*>::value, int> = 0>
+ bool try_implicit_casts(handle src, bool convert) {
+ for (auto &cast : typeinfo->implicit_casts) {
+ copyable_holder_caster sub_caster(*cast.first);
+ if (sub_caster.load(src, convert)) {
+ value = cast.second(sub_caster.value);
+ holder = holder_type(sub_caster.holder, (type *) value);
+ return true;
+ }
+ }
+ return false;
+ }
+
+ static bool try_direct_conversions(handle) { return false; }
+
+
+ holder_type holder;
+};
+
+/// Specialize for the common std::shared_ptr, so users don't need to
+template <typename T>
+class type_caster<std::shared_ptr<T>> : public copyable_holder_caster<T, std::shared_ptr<T>> { };
+
+template <typename type, typename holder_type>
+struct move_only_holder_caster {
+ static_assert(std::is_base_of<type_caster_base<type>, type_caster<type>>::value,
+ "Holder classes are only supported for custom types");
+
+ static handle cast(holder_type &&src, return_value_policy, handle) {
+ auto *ptr = holder_helper<holder_type>::get(src);
+ return type_caster_base<type>::cast_holder(ptr, &src);
+ }
+ static PYBIND11_DESCR name() { return type_caster_base<type>::name(); }
+};
+
+template <typename type, typename deleter>
+class type_caster<std::unique_ptr<type, deleter>>
+ : public move_only_holder_caster<type, std::unique_ptr<type, deleter>> { };
+
+template <typename type, typename holder_type>
+using type_caster_holder = conditional_t<is_copy_constructible<holder_type>::value,
+ copyable_holder_caster<type, holder_type>,
+ move_only_holder_caster<type, holder_type>>;
+
+template <typename T, bool Value = false> struct always_construct_holder { static constexpr bool value = Value; };
+
+/// Create a specialization for custom holder types (silently ignores std::shared_ptr)
+#define PYBIND11_DECLARE_HOLDER_TYPE(type, holder_type, ...) \
+ namespace pybind11 { namespace detail { \
+ template <typename type> \
+ struct always_construct_holder<holder_type> : always_construct_holder<void, ##__VA_ARGS__> { }; \
+ template <typename type> \
+ class type_caster<holder_type, enable_if_t<!is_shared_ptr<holder_type>::value>> \
+ : public type_caster_holder<type, holder_type> { }; \
+ }}
+
+// PYBIND11_DECLARE_HOLDER_TYPE holder types:
+template <typename base, typename holder> struct is_holder_type :
+ std::is_base_of<detail::type_caster_holder<base, holder>, detail::type_caster<holder>> {};
+// Specialization for always-supported unique_ptr holders:
+template <typename base, typename deleter> struct is_holder_type<base, std::unique_ptr<base, deleter>> :
+ std::true_type {};
+
+template <typename T> struct handle_type_name { static PYBIND11_DESCR name() { return _<T>(); } };
+template <> struct handle_type_name<bytes> { static PYBIND11_DESCR name() { return _(PYBIND11_BYTES_NAME); } };
+template <> struct handle_type_name<args> { static PYBIND11_DESCR name() { return _("*args"); } };
+template <> struct handle_type_name<kwargs> { static PYBIND11_DESCR name() { return _("**kwargs"); } };
+
+template <typename type>
+struct pyobject_caster {
+ template <typename T = type, enable_if_t<std::is_same<T, handle>::value, int> = 0>
+ bool load(handle src, bool /* convert */) { value = src; return static_cast<bool>(value); }
+
+ template <typename T = type, enable_if_t<std::is_base_of<object, T>::value, int> = 0>
+ bool load(handle src, bool /* convert */) {
+ if (!isinstance<type>(src))
+ return false;
+ value = reinterpret_borrow<type>(src);
+ return true;
+ }
+
+ static handle cast(const handle &src, return_value_policy /* policy */, handle /* parent */) {
+ return src.inc_ref();
+ }
+ PYBIND11_TYPE_CASTER(type, handle_type_name<type>::name());
+};
+
+template <typename T>
+class type_caster<T, enable_if_t<is_pyobject<T>::value>> : public pyobject_caster<T> { };
+
+// Our conditions for enabling moving are quite restrictive:
+// At compile time:
+// - T needs to be a non-const, non-pointer, non-reference type
+// - type_caster<T>::operator T&() must exist
+// - the type must be move constructible (obviously)
+// At run-time:
+// - if the type is non-copy-constructible, the object must be the sole owner of the type (i.e. it
+// must have ref_count() == 1)h
+// If any of the above are not satisfied, we fall back to copying.
+template <typename T> using move_is_plain_type = satisfies_none_of<T,
+ std::is_void, std::is_pointer, std::is_reference, std::is_const
+>;
+template <typename T, typename SFINAE = void> struct move_always : std::false_type {};
+template <typename T> struct move_always<T, enable_if_t<all_of<
+ move_is_plain_type<T>,
+ negation<is_copy_constructible<T>>,
+ std::is_move_constructible<T>,
+ std::is_same<decltype(std::declval<make_caster<T>>().operator T&()), T&>
+>::value>> : std::true_type {};
+template <typename T, typename SFINAE = void> struct move_if_unreferenced : std::false_type {};
+template <typename T> struct move_if_unreferenced<T, enable_if_t<all_of<
+ move_is_plain_type<T>,
+ negation<move_always<T>>,
+ std::is_move_constructible<T>,
+ std::is_same<decltype(std::declval<make_caster<T>>().operator T&()), T&>
+>::value>> : std::true_type {};
+template <typename T> using move_never = none_of<move_always<T>, move_if_unreferenced<T>>;
+
+// Detect whether returning a `type` from a cast on type's type_caster is going to result in a
+// reference or pointer to a local variable of the type_caster. Basically, only
+// non-reference/pointer `type`s and reference/pointers from a type_caster_generic are safe;
+// everything else returns a reference/pointer to a local variable.
+template <typename type> using cast_is_temporary_value_reference = bool_constant<
+ (std::is_reference<type>::value || std::is_pointer<type>::value) &&
+ !std::is_base_of<type_caster_generic, make_caster<type>>::value
+>;
+
+// When a value returned from a C++ function is being cast back to Python, we almost always want to
+// force `policy = move`, regardless of the return value policy the function/method was declared
+// with. Some classes (most notably Eigen::Ref and related) need to avoid this, and so can do so by
+// specializing this struct.
+template <typename Return, typename SFINAE = void> struct return_value_policy_override {
+ static return_value_policy policy(return_value_policy p) {
+ return !std::is_lvalue_reference<Return>::value && !std::is_pointer<Return>::value
+ ? return_value_policy::move : p;
+ }
+};
+
+// Basic python -> C++ casting; throws if casting fails
+template <typename T, typename SFINAE> type_caster<T, SFINAE> &load_type(type_caster<T, SFINAE> &conv, const handle &handle) {
+ if (!conv.load(handle, true)) {
+#if defined(NDEBUG)
+ throw cast_error("Unable to cast Python instance to C++ type (compile in debug mode for details)");
+#else
+ throw cast_error("Unable to cast Python instance of type " +
+ (std::string) str(handle.get_type()) + " to C++ type '" + type_id<T>() + "'");
+#endif
+ }
+ return conv;
+}
+// Wrapper around the above that also constructs and returns a type_caster
+template <typename T> make_caster<T> load_type(const handle &handle) {
+ make_caster<T> conv;
+ load_type(conv, handle);
+ return conv;
+}
+
+NAMESPACE_END(detail)
+
+// pytype -> C++ type
+template <typename T, detail::enable_if_t<!detail::is_pyobject<T>::value, int> = 0>
+T cast(const handle &handle) {
+ using namespace detail;
+ static_assert(!cast_is_temporary_value_reference<T>::value,
+ "Unable to cast type to reference: value is local to type caster");
+ return cast_op<T>(load_type<T>(handle));
+}
+
+// pytype -> pytype (calls converting constructor)
+template <typename T, detail::enable_if_t<detail::is_pyobject<T>::value, int> = 0>
+T cast(const handle &handle) { return T(reinterpret_borrow<object>(handle)); }
+
+// C++ type -> py::object
+template <typename T, detail::enable_if_t<!detail::is_pyobject<T>::value, int> = 0>
+object cast(const T &value, return_value_policy policy = return_value_policy::automatic_reference,
+ handle parent = handle()) {
+ if (policy == return_value_policy::automatic)
+ policy = std::is_pointer<T>::value ? return_value_policy::take_ownership : return_value_policy::copy;
+ else if (policy == return_value_policy::automatic_reference)
+ policy = std::is_pointer<T>::value ? return_value_policy::reference : return_value_policy::copy;
+ return reinterpret_steal<object>(detail::make_caster<T>::cast(value, policy, parent));
+}
+
+template <typename T> T handle::cast() const { return pybind11::cast<T>(*this); }
+template <> inline void handle::cast() const { return; }
+
+template <typename T>
+detail::enable_if_t<!detail::move_never<T>::value, T> move(object &&obj) {
+ if (obj.ref_count() > 1)
+#if defined(NDEBUG)
+ throw cast_error("Unable to cast Python instance to C++ rvalue: instance has multiple references"
+ " (compile in debug mode for details)");
+#else
+ throw cast_error("Unable to move from Python " + (std::string) str(obj.get_type()) +
+ " instance to C++ " + type_id<T>() + " instance: instance has multiple references");
+#endif
+
+ // Move into a temporary and return that, because the reference may be a local value of `conv`
+ T ret = std::move(detail::load_type<T>(obj).operator T&());
+ return ret;
+}
+
+// Calling cast() on an rvalue calls pybind::cast with the object rvalue, which does:
+// - If we have to move (because T has no copy constructor), do it. This will fail if the moved
+// object has multiple references, but trying to copy will fail to compile.
+// - If both movable and copyable, check ref count: if 1, move; otherwise copy
+// - Otherwise (not movable), copy.
+template <typename T> detail::enable_if_t<detail::move_always<T>::value, T> cast(object &&object) {
+ return move<T>(std::move(object));
+}
+template <typename T> detail::enable_if_t<detail::move_if_unreferenced<T>::value, T> cast(object &&object) {
+ if (object.ref_count() > 1)
+ return cast<T>(object);
+ else
+ return move<T>(std::move(object));
+}
+template <typename T> detail::enable_if_t<detail::move_never<T>::value, T> cast(object &&object) {
+ return cast<T>(object);
+}
+
+template <typename T> T object::cast() const & { return pybind11::cast<T>(*this); }
+template <typename T> T object::cast() && { return pybind11::cast<T>(std::move(*this)); }
+template <> inline void object::cast() const & { return; }
+template <> inline void object::cast() && { return; }
+
+NAMESPACE_BEGIN(detail)
+
+// Declared in pytypes.h:
+template <typename T, enable_if_t<!is_pyobject<T>::value, int>>
+object object_or_cast(T &&o) { return pybind11::cast(std::forward<T>(o)); }
+
+struct overload_unused {}; // Placeholder type for the unneeded (and dead code) static variable in the OVERLOAD_INT macro
+template <typename ret_type> using overload_caster_t = conditional_t<
+ cast_is_temporary_value_reference<ret_type>::value, make_caster<ret_type>, overload_unused>;
+
+// Trampoline use: for reference/pointer types to value-converted values, we do a value cast, then
+// store the result in the given variable. For other types, this is a no-op.
+template <typename T> enable_if_t<cast_is_temporary_value_reference<T>::value, T> cast_ref(object &&o, make_caster<T> &caster) {
+ return cast_op<T>(load_type(caster, o));
+}
+template <typename T> enable_if_t<!cast_is_temporary_value_reference<T>::value, T> cast_ref(object &&, overload_unused &) {
+ pybind11_fail("Internal error: cast_ref fallback invoked"); }
+
+// Trampoline use: Having a pybind11::cast with an invalid reference type is going to static_assert, even
+// though if it's in dead code, so we provide a "trampoline" to pybind11::cast that only does anything in
+// cases where pybind11::cast is valid.
+template <typename T> enable_if_t<!cast_is_temporary_value_reference<T>::value, T> cast_safe(object &&o) {
+ return pybind11::cast<T>(std::move(o)); }
+template <typename T> enable_if_t<cast_is_temporary_value_reference<T>::value, T> cast_safe(object &&) {
+ pybind11_fail("Internal error: cast_safe fallback invoked"); }
+template <> inline void cast_safe<void>(object &&) {}
+
+NAMESPACE_END(detail)
+
+template <return_value_policy policy = return_value_policy::automatic_reference>
+tuple make_tuple() { return tuple(0); }
+
+template <return_value_policy policy = return_value_policy::automatic_reference,
+ typename... Args> tuple make_tuple(Args&&... args_) {
+ constexpr size_t size = sizeof...(Args);
+ std::array<object, size> args {
+ { reinterpret_steal<object>(detail::make_caster<Args>::cast(
+ std::forward<Args>(args_), policy, nullptr))... }
+ };
+ for (size_t i = 0; i < args.size(); i++) {
+ if (!args[i]) {
+#if defined(NDEBUG)
+ throw cast_error("make_tuple(): unable to convert arguments to Python object (compile in debug mode for details)");
+#else
+ std::array<std::string, size> argtypes { {type_id<Args>()...} };
+ throw cast_error("make_tuple(): unable to convert argument of type '" +
+ argtypes[i] + "' to Python object");
+#endif
+ }
+ }
+ tuple result(size);
+ int counter = 0;
+ for (auto &arg_value : args)
+ PyTuple_SET_ITEM(result.ptr(), counter++, arg_value.release().ptr());
+ return result;
+}
+
+/// \ingroup annotations
+/// Annotation for arguments
+struct arg {
+ /// Constructs an argument with the name of the argument; if null or omitted, this is a positional argument.
+ constexpr explicit arg(const char *name = nullptr) : name(name), flag_noconvert(false), flag_none(true) { }
+ /// Assign a value to this argument
+ template <typename T> arg_v operator=(T &&value) const;
+ /// Indicate that the type should not be converted in the type caster
+ arg &noconvert(bool flag = true) { flag_noconvert = flag; return *this; }
+ /// Indicates that the argument should/shouldn't allow None (e.g. for nullable pointer args)
+ arg &none(bool flag = true) { flag_none = flag; return *this; }
+
+ const char *name; ///< If non-null, this is a named kwargs argument
+ bool flag_noconvert : 1; ///< If set, do not allow conversion (requires a supporting type caster!)
+ bool flag_none : 1; ///< If set (the default), allow None to be passed to this argument
+};
+
+/// \ingroup annotations
+/// Annotation for arguments with values
+struct arg_v : arg {
+private:
+ template <typename T>
+ arg_v(arg &&base, T &&x, const char *descr = nullptr)
+ : arg(base),
+ value(reinterpret_steal<object>(
+ detail::make_caster<T>::cast(x, return_value_policy::automatic, {})
+ )),
+ descr(descr)
+#if !defined(NDEBUG)
+ , type(type_id<T>())
+#endif
+ { }
+
+public:
+ /// Direct construction with name, default, and description
+ template <typename T>
+ arg_v(const char *name, T &&x, const char *descr = nullptr)
+ : arg_v(arg(name), std::forward<T>(x), descr) { }
+
+ /// Called internally when invoking `py::arg("a") = value`
+ template <typename T>
+ arg_v(const arg &base, T &&x, const char *descr = nullptr)
+ : arg_v(arg(base), std::forward<T>(x), descr) { }
+
+ /// Same as `arg::noconvert()`, but returns *this as arg_v&, not arg&
+ arg_v &noconvert(bool flag = true) { arg::noconvert(flag); return *this; }
+
+ /// Same as `arg::nonone()`, but returns *this as arg_v&, not arg&
+ arg_v &none(bool flag = true) { arg::none(flag); return *this; }
+
+ /// The default value
+ object value;
+ /// The (optional) description of the default value
+ const char *descr;
+#if !defined(NDEBUG)
+ /// The C++ type name of the default value (only available when compiled in debug mode)
+ std::string type;
+#endif
+};
+
+template <typename T>
+arg_v arg::operator=(T &&value) const { return {std::move(*this), std::forward<T>(value)}; }
+
+/// Alias for backward compatibility -- to be removed in version 2.0
+template <typename /*unused*/> using arg_t = arg_v;
+
+inline namespace literals {
+/** \rst
+ String literal version of `arg`
+ \endrst */
+constexpr arg operator"" _a(const char *name, size_t) { return arg(name); }
+}
+
+NAMESPACE_BEGIN(detail)
+
+// forward declaration (definition in attr.h)
+struct function_record;
+
+/// Internal data associated with a single function call
+struct function_call {
+ function_call(function_record &f, handle p); // Implementation in attr.h
+
+ /// The function data:
+ const function_record &func;
+
+ /// Arguments passed to the function:
+ std::vector<handle> args;
+
+ /// The `convert` value the arguments should be loaded with
+ std::vector<bool> args_convert;
+
+ /// Extra references for the optional `py::args` and/or `py::kwargs` arguments (which, if
+ /// present, are also in `args` but without a reference).
+ object args_ref, kwargs_ref;
+
+ /// The parent, if any
+ handle parent;
+
+ /// If this is a call to an initializer, this argument contains `self`
+ handle init_self;
+};
+
+
+/// Helper class which loads arguments for C++ functions called from Python
+template <typename... Args>
+class argument_loader {
+ using indices = make_index_sequence<sizeof...(Args)>;
+
+ template <typename Arg> using argument_is_args = std::is_same<intrinsic_t<Arg>, args>;
+ template <typename Arg> using argument_is_kwargs = std::is_same<intrinsic_t<Arg>, kwargs>;
+ // Get args/kwargs argument positions relative to the end of the argument list:
+ static constexpr auto args_pos = constexpr_first<argument_is_args, Args...>() - (int) sizeof...(Args),
+ kwargs_pos = constexpr_first<argument_is_kwargs, Args...>() - (int) sizeof...(Args);
+
+ static constexpr bool args_kwargs_are_last = kwargs_pos >= - 1 && args_pos >= kwargs_pos - 1;
+
+ static_assert(args_kwargs_are_last, "py::args/py::kwargs are only permitted as the last argument(s) of a function");
+
+public:
+ static constexpr bool has_kwargs = kwargs_pos < 0;
+ static constexpr bool has_args = args_pos < 0;
+
+ static PYBIND11_DESCR arg_names() { return detail::concat(make_caster<Args>::name()...); }
+
+ bool load_args(function_call &call) {
+ return load_impl_sequence(call, indices{});
+ }
+
+ template <typename Return, typename Guard, typename Func>
+ enable_if_t<!std::is_void<Return>::value, Return> call(Func &&f) && {
+ return std::move(*this).template call_impl<Return>(std::forward<Func>(f), indices{}, Guard{});
+ }
+
+ template <typename Return, typename Guard, typename Func>
+ enable_if_t<std::is_void<Return>::value, void_type> call(Func &&f) && {
+ std::move(*this).template call_impl<Return>(std::forward<Func>(f), indices{}, Guard{});
+ return void_type();
+ }
+
+private:
+
+ static bool load_impl_sequence(function_call &, index_sequence<>) { return true; }
+
+ template <size_t... Is>
+ bool load_impl_sequence(function_call &call, index_sequence<Is...>) {
+ for (bool r : {std::get<Is>(argcasters).load(call.args[Is], call.args_convert[Is])...})
+ if (!r)
+ return false;
+ return true;
+ }
+
+ template <typename Return, typename Func, size_t... Is, typename Guard>
+ Return call_impl(Func &&f, index_sequence<Is...>, Guard &&) {
+ return std::forward<Func>(f)(cast_op<Args>(std::move(std::get<Is>(argcasters)))...);
+ }
+
+ std::tuple<make_caster<Args>...> argcasters;
+};
+
+/// 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>
+ explicit 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 {
+ PyObject *result = PyObject_CallObject(ptr, m_args.ptr());
+ if (!result)
+ throw error_already_set();
+ return reinterpret_steal<object>(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>
+ explicit 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 = std::move(args_list);
+ }
+
+ 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 {
+ PyObject *result = PyObject_Call(ptr, m_args.ptr(), m_kwargs.ptr());
+ if (!result)
+ throw error_already_set();
+ return reinterpret_steal<object>(result);
+ }
+
+private:
+ template <typename T>
+ void process(list &args_list, T &&x) {
+ auto o = reinterpret_steal<object>(detail::make_caster<T>::cast(std::forward<T>(x), policy, {}));
+ 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);
+ }
+
+ void process(list &/*args_list*/, arg_v a) {
+ if (!a.name)
+#if defined(NDEBUG)
+ nameless_argument_error();
+#else
+ nameless_argument_error(a.type);
+#endif
+
+ if (m_kwargs.contains(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) {
+ if (!kp)
+ return;
+ for (const auto &k : reinterpret_borrow<dict>(kp)) {
+ if (m_kwargs.contains(k.first)) {
+#if defined(NDEBUG)
+ multiple_values_error();
+#else
+ multiple_values_error(str(k.first));
+#endif
+ }
+ m_kwargs[k.first] = k.second;
+ }
+ }
+
+ [[noreturn]] static void nameless_argument_error() {
+ throw type_error("Got kwargs without a name; only named arguments "
+ "may be passed via py::arg() to a python function call. "
+ "(compile in debug mode for details)");
+ }
+ [[noreturn]] static void nameless_argument_error(std::string type) {
+ throw type_error("Got kwargs without a name of type '" + type + "'; only named "
+ "arguments may be passed via py::arg() to a python function call. ");
+ }
+ [[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<is_positional<Args>...>::value>>
+simple_collector<policy> collect_arguments(Args &&...args) {
+ return simple_collector<policy>(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<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 unpacking_collector<policy>(std::forward<Args>(args)...);
+}
+
+template <typename Derived>
+template <return_value_policy policy, typename... Args>
+object object_api<Derived>::operator()(Args &&...args) const {
+ return detail::collect_arguments<policy>(std::forward<Args>(args)...).call(derived().ptr());
+}
+
+template <typename Derived>
+template <return_value_policy policy, typename... Args>
+object object_api<Derived>::call(Args &&...args) const {
+ return operator()<policy>(std::forward<Args>(args)...);
+}
+
+NAMESPACE_END(detail)
+
+#define PYBIND11_MAKE_OPAQUE(Type) \
+ namespace pybind11 { namespace detail { \
+ template<> class type_caster<Type> : public type_caster_base<Type> { }; \
+ }}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/chrono.h b/ml/dlib/dlib/external/pybind11/include/pybind11/chrono.h
new file mode 100644
index 000000000..95ada76e0
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/chrono.h
@@ -0,0 +1,162 @@
+/*
+ pybind11/chrono.h: Transparent conversion between std::chrono and python's datetime
+
+ Copyright (c) 2016 Trent Houliston <trent@houliston.me> and
+ Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+#include <cmath>
+#include <ctime>
+#include <chrono>
+#include <datetime.h>
+
+// Backport the PyDateTime_DELTA functions from Python3.3 if required
+#ifndef PyDateTime_DELTA_GET_DAYS
+#define PyDateTime_DELTA_GET_DAYS(o) (((PyDateTime_Delta*)o)->days)
+#endif
+#ifndef PyDateTime_DELTA_GET_SECONDS
+#define PyDateTime_DELTA_GET_SECONDS(o) (((PyDateTime_Delta*)o)->seconds)
+#endif
+#ifndef PyDateTime_DELTA_GET_MICROSECONDS
+#define PyDateTime_DELTA_GET_MICROSECONDS(o) (((PyDateTime_Delta*)o)->microseconds)
+#endif
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+template <typename type> class duration_caster {
+public:
+ typedef typename type::rep rep;
+ typedef typename type::period period;
+
+ typedef std::chrono::duration<uint_fast32_t, std::ratio<86400>> days;
+
+ bool load(handle src, bool) {
+ using namespace std::chrono;
+
+ // Lazy initialise the PyDateTime import
+ if (!PyDateTimeAPI) { PyDateTime_IMPORT; }
+
+ if (!src) return false;
+ // If invoked with datetime.delta object
+ if (PyDelta_Check(src.ptr())) {
+ value = type(duration_cast<duration<rep, period>>(
+ days(PyDateTime_DELTA_GET_DAYS(src.ptr()))
+ + seconds(PyDateTime_DELTA_GET_SECONDS(src.ptr()))
+ + microseconds(PyDateTime_DELTA_GET_MICROSECONDS(src.ptr()))));
+ return true;
+ }
+ // If invoked with a float we assume it is seconds and convert
+ else if (PyFloat_Check(src.ptr())) {
+ value = type(duration_cast<duration<rep, period>>(duration<double>(PyFloat_AsDouble(src.ptr()))));
+ return true;
+ }
+ else return false;
+ }
+
+ // If this is a duration just return it back
+ static const std::chrono::duration<rep, period>& get_duration(const std::chrono::duration<rep, period> &src) {
+ return src;
+ }
+
+ // If this is a time_point get the time_since_epoch
+ template <typename Clock> static std::chrono::duration<rep, period> get_duration(const std::chrono::time_point<Clock, std::chrono::duration<rep, period>> &src) {
+ return src.time_since_epoch();
+ }
+
+ static handle cast(const type &src, return_value_policy /* policy */, handle /* parent */) {
+ using namespace std::chrono;
+
+ // Use overloaded function to get our duration from our source
+ // Works out if it is a duration or time_point and get the duration
+ auto d = get_duration(src);
+
+ // Lazy initialise the PyDateTime import
+ if (!PyDateTimeAPI) { PyDateTime_IMPORT; }
+
+ // Declare these special duration types so the conversions happen with the correct primitive types (int)
+ using dd_t = duration<int, std::ratio<86400>>;
+ using ss_t = duration<int, std::ratio<1>>;
+ using us_t = duration<int, std::micro>;
+
+ auto dd = duration_cast<dd_t>(d);
+ auto subd = d - dd;
+ auto ss = duration_cast<ss_t>(subd);
+ auto us = duration_cast<us_t>(subd - ss);
+ return PyDelta_FromDSU(dd.count(), ss.count(), us.count());
+ }
+
+ PYBIND11_TYPE_CASTER(type, _("datetime.timedelta"));
+};
+
+// This is for casting times on the system clock into datetime.datetime instances
+template <typename Duration> class type_caster<std::chrono::time_point<std::chrono::system_clock, Duration>> {
+public:
+ typedef std::chrono::time_point<std::chrono::system_clock, Duration> type;
+ bool load(handle src, bool) {
+ using namespace std::chrono;
+
+ // Lazy initialise the PyDateTime import
+ if (!PyDateTimeAPI) { PyDateTime_IMPORT; }
+
+ if (!src) return false;
+ if (PyDateTime_Check(src.ptr())) {
+ std::tm cal;
+ cal.tm_sec = PyDateTime_DATE_GET_SECOND(src.ptr());
+ cal.tm_min = PyDateTime_DATE_GET_MINUTE(src.ptr());
+ cal.tm_hour = PyDateTime_DATE_GET_HOUR(src.ptr());
+ cal.tm_mday = PyDateTime_GET_DAY(src.ptr());
+ cal.tm_mon = PyDateTime_GET_MONTH(src.ptr()) - 1;
+ cal.tm_year = PyDateTime_GET_YEAR(src.ptr()) - 1900;
+ cal.tm_isdst = -1;
+
+ value = system_clock::from_time_t(std::mktime(&cal)) + microseconds(PyDateTime_DATE_GET_MICROSECOND(src.ptr()));
+ return true;
+ }
+ else return false;
+ }
+
+ static handle cast(const std::chrono::time_point<std::chrono::system_clock, Duration> &src, return_value_policy /* policy */, handle /* parent */) {
+ using namespace std::chrono;
+
+ // Lazy initialise the PyDateTime import
+ if (!PyDateTimeAPI) { PyDateTime_IMPORT; }
+
+ std::time_t tt = system_clock::to_time_t(src);
+ // this function uses static memory so it's best to copy it out asap just in case
+ // otherwise other code that is using localtime may break this (not just python code)
+ std::tm localtime = *std::localtime(&tt);
+
+ // Declare these special duration types so the conversions happen with the correct primitive types (int)
+ using us_t = duration<int, std::micro>;
+
+ return PyDateTime_FromDateAndTime(localtime.tm_year + 1900,
+ localtime.tm_mon + 1,
+ localtime.tm_mday,
+ localtime.tm_hour,
+ localtime.tm_min,
+ localtime.tm_sec,
+ (duration_cast<us_t>(src.time_since_epoch() % seconds(1))).count());
+ }
+ PYBIND11_TYPE_CASTER(type, _("datetime.datetime"));
+};
+
+// Other clocks that are not the system clock are not measured as datetime.datetime objects
+// since they are not measured on calendar time. So instead we just make them timedeltas
+// Or if they have passed us a time as a float we convert that
+template <typename Clock, typename Duration> class type_caster<std::chrono::time_point<Clock, Duration>>
+: public duration_caster<std::chrono::time_point<Clock, Duration>> {
+};
+
+template <typename Rep, typename Period> class type_caster<std::chrono::duration<Rep, Period>>
+: public duration_caster<std::chrono::duration<Rep, Period>> {
+};
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/common.h b/ml/dlib/dlib/external/pybind11/include/pybind11/common.h
new file mode 100644
index 000000000..6c8a4f1e8
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/common.h
@@ -0,0 +1,2 @@
+#include "detail/common.h"
+#warning "Including 'common.h' is deprecated. It will be removed in v3.0. Use 'pybind11.h'."
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/complex.h b/ml/dlib/dlib/external/pybind11/include/pybind11/complex.h
new file mode 100644
index 000000000..5dac27cc4
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/complex.h
@@ -0,0 +1,61 @@
+/*
+ pybind11/complex.h: Complex number support
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+#include <complex>
+
+/// glibc defines I as a macro which breaks things, e.g., boost template names
+#ifdef I
+# undef I
+#endif
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+template <typename T> struct format_descriptor<std::complex<T>, detail::enable_if_t<std::is_floating_point<T>::value>> {
+ static constexpr const char c = format_descriptor<T>::c;
+ static constexpr const char value[3] = { 'Z', c, '\0' };
+ static std::string format() { return std::string(value); }
+};
+
+template <typename T> constexpr const char format_descriptor<
+ std::complex<T>, detail::enable_if_t<std::is_floating_point<T>::value>>::value[3];
+
+NAMESPACE_BEGIN(detail)
+
+template <typename T> struct is_fmt_numeric<std::complex<T>, detail::enable_if_t<std::is_floating_point<T>::value>> {
+ static constexpr bool value = true;
+ static constexpr int index = is_fmt_numeric<T>::index + 3;
+};
+
+template <typename T> class type_caster<std::complex<T>> {
+public:
+ bool load(handle src, bool convert) {
+ if (!src)
+ return false;
+ if (!convert && !PyComplex_Check(src.ptr()))
+ return false;
+ Py_complex result = PyComplex_AsCComplex(src.ptr());
+ if (result.real == -1.0 && PyErr_Occurred()) {
+ PyErr_Clear();
+ return false;
+ }
+ value = std::complex<T>((T) result.real, (T) result.imag);
+ return true;
+ }
+
+ static handle cast(const std::complex<T> &src, return_value_policy /* policy */, handle /* parent */) {
+ return PyComplex_FromDoubles((double) src.real(), (double) src.imag());
+ }
+
+ PYBIND11_TYPE_CASTER(std::complex<T>, _("complex"));
+};
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/detail/class.h b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/class.h
new file mode 100644
index 000000000..ff06370fa
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/class.h
@@ -0,0 +1,626 @@
+/*
+ pybind11/detail/class.h: Python C API implementation details for py::class_
+
+ Copyright (c) 2017 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "../attr.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+#if PY_VERSION_HEX >= 0x03030000
+# define PYBIND11_BUILTIN_QUALNAME
+# define PYBIND11_SET_OLDPY_QUALNAME(obj, nameobj)
+#else
+// In pre-3.3 Python, we still set __qualname__ so that we can produce reliable function type
+// signatures; in 3.3+ this macro expands to nothing:
+# define PYBIND11_SET_OLDPY_QUALNAME(obj, nameobj) setattr((PyObject *) obj, "__qualname__", nameobj)
+#endif
+
+inline PyTypeObject *type_incref(PyTypeObject *type) {
+ Py_INCREF(type);
+ return type;
+}
+
+#if !defined(PYPY_VERSION)
+
+/// `pybind11_static_property.__get__()`: Always pass the class instead of the instance.
+extern "C" inline PyObject *pybind11_static_get(PyObject *self, PyObject * /*ob*/, PyObject *cls) {
+ return PyProperty_Type.tp_descr_get(self, cls, cls);
+}
+
+/// `pybind11_static_property.__set__()`: Just like the above `__get__()`.
+extern "C" inline int pybind11_static_set(PyObject *self, PyObject *obj, PyObject *value) {
+ PyObject *cls = PyType_Check(obj) ? obj : (PyObject *) Py_TYPE(obj);
+ return PyProperty_Type.tp_descr_set(self, cls, value);
+}
+
+/** A `static_property` is the same as a `property` but the `__get__()` and `__set__()`
+ methods are modified to always use the object type instead of a concrete instance.
+ Return value: New reference. */
+inline PyTypeObject *make_static_property_type() {
+ constexpr auto *name = "pybind11_static_property";
+ auto name_obj = reinterpret_steal<object>(PYBIND11_FROM_STRING(name));
+
+ /* Danger zone: from now (and until PyType_Ready), make sure to
+ issue no Python C API calls which could potentially invoke the
+ garbage collector (the GC will call type_traverse(), which will in
+ turn find the newly constructed type in an invalid state) */
+ auto heap_type = (PyHeapTypeObject *) PyType_Type.tp_alloc(&PyType_Type, 0);
+ if (!heap_type)
+ pybind11_fail("make_static_property_type(): error allocating type!");
+
+ heap_type->ht_name = name_obj.inc_ref().ptr();
+#ifdef PYBIND11_BUILTIN_QUALNAME
+ heap_type->ht_qualname = name_obj.inc_ref().ptr();
+#endif
+
+ auto type = &heap_type->ht_type;
+ type->tp_name = name;
+ type->tp_base = type_incref(&PyProperty_Type);
+ type->tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HEAPTYPE;
+ type->tp_descr_get = pybind11_static_get;
+ type->tp_descr_set = pybind11_static_set;
+
+ if (PyType_Ready(type) < 0)
+ pybind11_fail("make_static_property_type(): failure in PyType_Ready()!");
+
+ setattr((PyObject *) type, "__module__", str("pybind11_builtins"));
+ PYBIND11_SET_OLDPY_QUALNAME(type, name_obj);
+
+ return type;
+}
+
+#else // PYPY
+
+/** PyPy has some issues with the above C API, so we evaluate Python code instead.
+ This function will only be called once so performance isn't really a concern.
+ Return value: New reference. */
+inline PyTypeObject *make_static_property_type() {
+ auto d = dict();
+ PyObject *result = PyRun_String(R"(\
+ class pybind11_static_property(property):
+ def __get__(self, obj, cls):
+ return property.__get__(self, cls, cls)
+
+ def __set__(self, obj, value):
+ cls = obj if isinstance(obj, type) else type(obj)
+ property.__set__(self, cls, value)
+ )", Py_file_input, d.ptr(), d.ptr()
+ );
+ if (result == nullptr)
+ throw error_already_set();
+ Py_DECREF(result);
+ return (PyTypeObject *) d["pybind11_static_property"].cast<object>().release().ptr();
+}
+
+#endif // PYPY
+
+/** Types with static properties need to handle `Type.static_prop = x` in a specific way.
+ By default, Python replaces the `static_property` itself, but for wrapped C++ types
+ we need to call `static_property.__set__()` in order to propagate the new value to
+ the underlying C++ data structure. */
+extern "C" inline int pybind11_meta_setattro(PyObject* obj, PyObject* name, PyObject* value) {
+ // Use `_PyType_Lookup()` instead of `PyObject_GetAttr()` in order to get the raw
+ // descriptor (`property`) instead of calling `tp_descr_get` (`property.__get__()`).
+ PyObject *descr = _PyType_Lookup((PyTypeObject *) obj, name);
+
+ // The following assignment combinations are possible:
+ // 1. `Type.static_prop = value` --> descr_set: `Type.static_prop.__set__(value)`
+ // 2. `Type.static_prop = other_static_prop` --> setattro: replace existing `static_prop`
+ // 3. `Type.regular_attribute = value` --> setattro: regular attribute assignment
+ const auto static_prop = (PyObject *) get_internals().static_property_type;
+ const auto call_descr_set = descr && PyObject_IsInstance(descr, static_prop)
+ && !PyObject_IsInstance(value, static_prop);
+ if (call_descr_set) {
+ // Call `static_property.__set__()` instead of replacing the `static_property`.
+#if !defined(PYPY_VERSION)
+ return Py_TYPE(descr)->tp_descr_set(descr, obj, value);
+#else
+ if (PyObject *result = PyObject_CallMethod(descr, "__set__", "OO", obj, value)) {
+ Py_DECREF(result);
+ return 0;
+ } else {
+ return -1;
+ }
+#endif
+ } else {
+ // Replace existing attribute.
+ return PyType_Type.tp_setattro(obj, name, value);
+ }
+}
+
+#if PY_MAJOR_VERSION >= 3
+/**
+ * Python 3's PyInstanceMethod_Type hides itself via its tp_descr_get, which prevents aliasing
+ * methods via cls.attr("m2") = cls.attr("m1"): instead the tp_descr_get returns a plain function,
+ * when called on a class, or a PyMethod, when called on an instance. Override that behaviour here
+ * to do a special case bypass for PyInstanceMethod_Types.
+ */
+extern "C" inline PyObject *pybind11_meta_getattro(PyObject *obj, PyObject *name) {
+ PyObject *descr = _PyType_Lookup((PyTypeObject *) obj, name);
+ if (descr && PyInstanceMethod_Check(descr)) {
+ Py_INCREF(descr);
+ return descr;
+ }
+ else {
+ return PyType_Type.tp_getattro(obj, name);
+ }
+}
+#endif
+
+/** This metaclass is assigned by default to all pybind11 types and is required in order
+ for static properties to function correctly. Users may override this using `py::metaclass`.
+ Return value: New reference. */
+inline PyTypeObject* make_default_metaclass() {
+ constexpr auto *name = "pybind11_type";
+ auto name_obj = reinterpret_steal<object>(PYBIND11_FROM_STRING(name));
+
+ /* Danger zone: from now (and until PyType_Ready), make sure to
+ issue no Python C API calls which could potentially invoke the
+ garbage collector (the GC will call type_traverse(), which will in
+ turn find the newly constructed type in an invalid state) */
+ auto heap_type = (PyHeapTypeObject *) PyType_Type.tp_alloc(&PyType_Type, 0);
+ if (!heap_type)
+ pybind11_fail("make_default_metaclass(): error allocating metaclass!");
+
+ heap_type->ht_name = name_obj.inc_ref().ptr();
+#ifdef PYBIND11_BUILTIN_QUALNAME
+ heap_type->ht_qualname = name_obj.inc_ref().ptr();
+#endif
+
+ auto type = &heap_type->ht_type;
+ type->tp_name = name;
+ type->tp_base = type_incref(&PyType_Type);
+ type->tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HEAPTYPE;
+
+ type->tp_setattro = pybind11_meta_setattro;
+#if PY_MAJOR_VERSION >= 3
+ type->tp_getattro = pybind11_meta_getattro;
+#endif
+
+ if (PyType_Ready(type) < 0)
+ pybind11_fail("make_default_metaclass(): failure in PyType_Ready()!");
+
+ setattr((PyObject *) type, "__module__", str("pybind11_builtins"));
+ PYBIND11_SET_OLDPY_QUALNAME(type, name_obj);
+
+ return type;
+}
+
+/// For multiple inheritance types we need to recursively register/deregister base pointers for any
+/// base classes with pointers that are difference from the instance value pointer so that we can
+/// correctly recognize an offset base class pointer. This calls a function with any offset base ptrs.
+inline void traverse_offset_bases(void *valueptr, const detail::type_info *tinfo, instance *self,
+ bool (*f)(void * /*parentptr*/, instance * /*self*/)) {
+ for (handle h : reinterpret_borrow<tuple>(tinfo->type->tp_bases)) {
+ if (auto parent_tinfo = get_type_info((PyTypeObject *) h.ptr())) {
+ for (auto &c : parent_tinfo->implicit_casts) {
+ if (c.first == tinfo->cpptype) {
+ auto *parentptr = c.second(valueptr);
+ if (parentptr != valueptr)
+ f(parentptr, self);
+ traverse_offset_bases(parentptr, parent_tinfo, self, f);
+ break;
+ }
+ }
+ }
+ }
+}
+
+inline bool register_instance_impl(void *ptr, instance *self) {
+ get_internals().registered_instances.emplace(ptr, self);
+ return true; // unused, but gives the same signature as the deregister func
+}
+inline bool deregister_instance_impl(void *ptr, instance *self) {
+ auto &registered_instances = get_internals().registered_instances;
+ auto range = registered_instances.equal_range(ptr);
+ for (auto it = range.first; it != range.second; ++it) {
+ if (Py_TYPE(self) == Py_TYPE(it->second)) {
+ registered_instances.erase(it);
+ return true;
+ }
+ }
+ return false;
+}
+
+inline void register_instance(instance *self, void *valptr, const type_info *tinfo) {
+ register_instance_impl(valptr, self);
+ if (!tinfo->simple_ancestors)
+ traverse_offset_bases(valptr, tinfo, self, register_instance_impl);
+}
+
+inline bool deregister_instance(instance *self, void *valptr, const type_info *tinfo) {
+ bool ret = deregister_instance_impl(valptr, self);
+ if (!tinfo->simple_ancestors)
+ traverse_offset_bases(valptr, tinfo, self, deregister_instance_impl);
+ return ret;
+}
+
+/// Instance creation function for all pybind11 types. It allocates the internal instance layout for
+/// holding C++ objects and holders. Allocation is done lazily (the first time the instance is cast
+/// to a reference or pointer), and initialization is done by an `__init__` function.
+inline PyObject *make_new_instance(PyTypeObject *type) {
+#if defined(PYPY_VERSION)
+ // PyPy gets tp_basicsize wrong (issue 2482) under multiple inheritance when the first inherited
+ // object is a a plain Python type (i.e. not derived from an extension type). Fix it.
+ ssize_t instance_size = static_cast<ssize_t>(sizeof(instance));
+ if (type->tp_basicsize < instance_size) {
+ type->tp_basicsize = instance_size;
+ }
+#endif
+ PyObject *self = type->tp_alloc(type, 0);
+ auto inst = reinterpret_cast<instance *>(self);
+ // Allocate the value/holder internals:
+ inst->allocate_layout();
+
+ inst->owned = true;
+
+ return self;
+}
+
+/// Instance creation function for all pybind11 types. It only allocates space for the
+/// C++ object, but doesn't call the constructor -- an `__init__` function must do that.
+extern "C" inline PyObject *pybind11_object_new(PyTypeObject *type, PyObject *, PyObject *) {
+ return make_new_instance(type);
+}
+
+/// An `__init__` function constructs the C++ object. Users should provide at least one
+/// of these using `py::init` or directly with `.def(__init__, ...)`. Otherwise, the
+/// following default function will be used which simply throws an exception.
+extern "C" inline int pybind11_object_init(PyObject *self, PyObject *, PyObject *) {
+ PyTypeObject *type = Py_TYPE(self);
+ std::string msg;
+#if defined(PYPY_VERSION)
+ msg += handle((PyObject *) type).attr("__module__").cast<std::string>() + ".";
+#endif
+ msg += type->tp_name;
+ msg += ": No constructor defined!";
+ PyErr_SetString(PyExc_TypeError, msg.c_str());
+ return -1;
+}
+
+inline void add_patient(PyObject *nurse, PyObject *patient) {
+ auto &internals = get_internals();
+ auto instance = reinterpret_cast<detail::instance *>(nurse);
+ auto &current_patients = internals.patients[nurse];
+ instance->has_patients = true;
+ for (auto &p : current_patients)
+ if (p == patient)
+ return;
+ Py_INCREF(patient);
+ current_patients.push_back(patient);
+}
+
+inline void clear_patients(PyObject *self) {
+ auto instance = reinterpret_cast<detail::instance *>(self);
+ auto &internals = get_internals();
+ auto pos = internals.patients.find(self);
+ assert(pos != internals.patients.end());
+ // Clearing the patients can cause more Python code to run, which
+ // can invalidate the iterator. Extract the vector of patients
+ // from the unordered_map first.
+ auto patients = std::move(pos->second);
+ internals.patients.erase(pos);
+ instance->has_patients = false;
+ for (PyObject *&patient : patients)
+ Py_CLEAR(patient);
+}
+
+/// Clears all internal data from the instance and removes it from registered instances in
+/// preparation for deallocation.
+inline void clear_instance(PyObject *self) {
+ auto instance = reinterpret_cast<detail::instance *>(self);
+
+ // Deallocate any values/holders, if present:
+ for (auto &v_h : values_and_holders(instance)) {
+ if (v_h) {
+
+ // We have to deregister before we call dealloc because, for virtual MI types, we still
+ // need to be able to get the parent pointers.
+ if (v_h.instance_registered() && !deregister_instance(instance, v_h.value_ptr(), v_h.type))
+ pybind11_fail("pybind11_object_dealloc(): Tried to deallocate unregistered instance!");
+
+ if (instance->owned || v_h.holder_constructed())
+ v_h.type->dealloc(v_h);
+ }
+ }
+ // Deallocate the value/holder layout internals:
+ instance->deallocate_layout();
+
+ if (instance->weakrefs)
+ PyObject_ClearWeakRefs(self);
+
+ PyObject **dict_ptr = _PyObject_GetDictPtr(self);
+ if (dict_ptr)
+ Py_CLEAR(*dict_ptr);
+
+ if (instance->has_patients)
+ clear_patients(self);
+}
+
+/// Instance destructor function for all pybind11 types. It calls `type_info.dealloc`
+/// to destroy the C++ object itself, while the rest is Python bookkeeping.
+extern "C" inline void pybind11_object_dealloc(PyObject *self) {
+ clear_instance(self);
+
+ auto type = Py_TYPE(self);
+ type->tp_free(self);
+
+ // `type->tp_dealloc != pybind11_object_dealloc` means that we're being called
+ // as part of a derived type's dealloc, in which case we're not allowed to decref
+ // the type here. For cross-module compatibility, we shouldn't compare directly
+ // with `pybind11_object_dealloc`, but with the common one stashed in internals.
+ auto pybind11_object_type = (PyTypeObject *) get_internals().instance_base;
+ if (type->tp_dealloc == pybind11_object_type->tp_dealloc)
+ Py_DECREF(type);
+}
+
+/** Create the type which can be used as a common base for all classes. This is
+ needed in order to satisfy Python's requirements for multiple inheritance.
+ Return value: New reference. */
+inline PyObject *make_object_base_type(PyTypeObject *metaclass) {
+ constexpr auto *name = "pybind11_object";
+ auto name_obj = reinterpret_steal<object>(PYBIND11_FROM_STRING(name));
+
+ /* Danger zone: from now (and until PyType_Ready), make sure to
+ issue no Python C API calls which could potentially invoke the
+ garbage collector (the GC will call type_traverse(), which will in
+ turn find the newly constructed type in an invalid state) */
+ auto heap_type = (PyHeapTypeObject *) metaclass->tp_alloc(metaclass, 0);
+ if (!heap_type)
+ pybind11_fail("make_object_base_type(): error allocating type!");
+
+ heap_type->ht_name = name_obj.inc_ref().ptr();
+#ifdef PYBIND11_BUILTIN_QUALNAME
+ heap_type->ht_qualname = name_obj.inc_ref().ptr();
+#endif
+
+ auto type = &heap_type->ht_type;
+ type->tp_name = name;
+ type->tp_base = type_incref(&PyBaseObject_Type);
+ type->tp_basicsize = static_cast<ssize_t>(sizeof(instance));
+ type->tp_flags = Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HEAPTYPE;
+
+ type->tp_new = pybind11_object_new;
+ type->tp_init = pybind11_object_init;
+ type->tp_dealloc = pybind11_object_dealloc;
+
+ /* Support weak references (needed for the keep_alive feature) */
+ type->tp_weaklistoffset = offsetof(instance, weakrefs);
+
+ if (PyType_Ready(type) < 0)
+ pybind11_fail("PyType_Ready failed in make_object_base_type():" + error_string());
+
+ setattr((PyObject *) type, "__module__", str("pybind11_builtins"));
+ PYBIND11_SET_OLDPY_QUALNAME(type, name_obj);
+
+ assert(!PyType_HasFeature(type, Py_TPFLAGS_HAVE_GC));
+ return (PyObject *) heap_type;
+}
+
+/// dynamic_attr: Support for `d = instance.__dict__`.
+extern "C" inline PyObject *pybind11_get_dict(PyObject *self, void *) {
+ PyObject *&dict = *_PyObject_GetDictPtr(self);
+ if (!dict)
+ dict = PyDict_New();
+ Py_XINCREF(dict);
+ return dict;
+}
+
+/// dynamic_attr: Support for `instance.__dict__ = dict()`.
+extern "C" inline int pybind11_set_dict(PyObject *self, PyObject *new_dict, void *) {
+ if (!PyDict_Check(new_dict)) {
+ PyErr_Format(PyExc_TypeError, "__dict__ must be set to a dictionary, not a '%.200s'",
+ Py_TYPE(new_dict)->tp_name);
+ return -1;
+ }
+ PyObject *&dict = *_PyObject_GetDictPtr(self);
+ Py_INCREF(new_dict);
+ Py_CLEAR(dict);
+ dict = new_dict;
+ return 0;
+}
+
+/// dynamic_attr: Allow the garbage collector to traverse the internal instance `__dict__`.
+extern "C" inline int pybind11_traverse(PyObject *self, visitproc visit, void *arg) {
+ PyObject *&dict = *_PyObject_GetDictPtr(self);
+ Py_VISIT(dict);
+ return 0;
+}
+
+/// dynamic_attr: Allow the GC to clear the dictionary.
+extern "C" inline int pybind11_clear(PyObject *self) {
+ PyObject *&dict = *_PyObject_GetDictPtr(self);
+ Py_CLEAR(dict);
+ return 0;
+}
+
+/// Give instances of this type a `__dict__` and opt into garbage collection.
+inline void enable_dynamic_attributes(PyHeapTypeObject *heap_type) {
+ auto type = &heap_type->ht_type;
+#if defined(PYPY_VERSION)
+ pybind11_fail(std::string(type->tp_name) + ": dynamic attributes are "
+ "currently not supported in "
+ "conjunction with PyPy!");
+#endif
+ type->tp_flags |= Py_TPFLAGS_HAVE_GC;
+ type->tp_dictoffset = type->tp_basicsize; // place dict at the end
+ type->tp_basicsize += (ssize_t)sizeof(PyObject *); // and allocate enough space for it
+ type->tp_traverse = pybind11_traverse;
+ type->tp_clear = pybind11_clear;
+
+ static PyGetSetDef getset[] = {
+ {const_cast<char*>("__dict__"), pybind11_get_dict, pybind11_set_dict, nullptr, nullptr},
+ {nullptr, nullptr, nullptr, nullptr, nullptr}
+ };
+ type->tp_getset = getset;
+}
+
+/// buffer_protocol: Fill in the view as specified by flags.
+extern "C" inline int pybind11_getbuffer(PyObject *obj, Py_buffer *view, int flags) {
+ // Look for a `get_buffer` implementation in this type's info or any bases (following MRO).
+ type_info *tinfo = nullptr;
+ for (auto type : reinterpret_borrow<tuple>(Py_TYPE(obj)->tp_mro)) {
+ tinfo = get_type_info((PyTypeObject *) type.ptr());
+ if (tinfo && tinfo->get_buffer)
+ break;
+ }
+ if (view == nullptr || obj == nullptr || !tinfo || !tinfo->get_buffer) {
+ if (view)
+ view->obj = nullptr;
+ PyErr_SetString(PyExc_BufferError, "pybind11_getbuffer(): Internal error");
+ return -1;
+ }
+ std::memset(view, 0, sizeof(Py_buffer));
+ buffer_info *info = tinfo->get_buffer(obj, tinfo->get_buffer_data);
+ view->obj = obj;
+ view->ndim = 1;
+ view->internal = info;
+ view->buf = info->ptr;
+ view->itemsize = info->itemsize;
+ view->len = view->itemsize;
+ for (auto s : info->shape)
+ view->len *= s;
+ if ((flags & PyBUF_FORMAT) == PyBUF_FORMAT)
+ view->format = const_cast<char *>(info->format.c_str());
+ if ((flags & PyBUF_STRIDES) == PyBUF_STRIDES) {
+ view->ndim = (int) info->ndim;
+ view->strides = &info->strides[0];
+ view->shape = &info->shape[0];
+ }
+ Py_INCREF(view->obj);
+ return 0;
+}
+
+/// buffer_protocol: Release the resources of the buffer.
+extern "C" inline void pybind11_releasebuffer(PyObject *, Py_buffer *view) {
+ delete (buffer_info *) view->internal;
+}
+
+/// Give this type a buffer interface.
+inline void enable_buffer_protocol(PyHeapTypeObject *heap_type) {
+ heap_type->ht_type.tp_as_buffer = &heap_type->as_buffer;
+#if PY_MAJOR_VERSION < 3
+ heap_type->ht_type.tp_flags |= Py_TPFLAGS_HAVE_NEWBUFFER;
+#endif
+
+ heap_type->as_buffer.bf_getbuffer = pybind11_getbuffer;
+ heap_type->as_buffer.bf_releasebuffer = pybind11_releasebuffer;
+}
+
+/** Create a brand new Python type according to the `type_record` specification.
+ Return value: New reference. */
+inline PyObject* make_new_python_type(const type_record &rec) {
+ auto name = reinterpret_steal<object>(PYBIND11_FROM_STRING(rec.name));
+
+ auto qualname = name;
+ if (rec.scope && !PyModule_Check(rec.scope.ptr()) && hasattr(rec.scope, "__qualname__")) {
+#if PY_MAJOR_VERSION >= 3
+ qualname = reinterpret_steal<object>(
+ PyUnicode_FromFormat("%U.%U", rec.scope.attr("__qualname__").ptr(), name.ptr()));
+#else
+ qualname = str(rec.scope.attr("__qualname__").cast<std::string>() + "." + rec.name);
+#endif
+ }
+
+ object module;
+ if (rec.scope) {
+ if (hasattr(rec.scope, "__module__"))
+ module = rec.scope.attr("__module__");
+ else if (hasattr(rec.scope, "__name__"))
+ module = rec.scope.attr("__name__");
+ }
+
+ auto full_name = c_str(
+#if !defined(PYPY_VERSION)
+ module ? str(module).cast<std::string>() + "." + rec.name :
+#endif
+ rec.name);
+
+ char *tp_doc = nullptr;
+ if (rec.doc && options::show_user_defined_docstrings()) {
+ /* Allocate memory for docstring (using PyObject_MALLOC, since
+ Python will free this later on) */
+ size_t size = strlen(rec.doc) + 1;
+ tp_doc = (char *) PyObject_MALLOC(size);
+ memcpy((void *) tp_doc, rec.doc, size);
+ }
+
+ auto &internals = get_internals();
+ auto bases = tuple(rec.bases);
+ auto base = (bases.size() == 0) ? internals.instance_base
+ : bases[0].ptr();
+
+ /* Danger zone: from now (and until PyType_Ready), make sure to
+ issue no Python C API calls which could potentially invoke the
+ garbage collector (the GC will call type_traverse(), which will in
+ turn find the newly constructed type in an invalid state) */
+ auto metaclass = rec.metaclass.ptr() ? (PyTypeObject *) rec.metaclass.ptr()
+ : internals.default_metaclass;
+
+ auto heap_type = (PyHeapTypeObject *) metaclass->tp_alloc(metaclass, 0);
+ if (!heap_type)
+ pybind11_fail(std::string(rec.name) + ": Unable to create type object!");
+
+ heap_type->ht_name = name.release().ptr();
+#ifdef PYBIND11_BUILTIN_QUALNAME
+ heap_type->ht_qualname = qualname.inc_ref().ptr();
+#endif
+
+ auto type = &heap_type->ht_type;
+ type->tp_name = full_name;
+ type->tp_doc = tp_doc;
+ type->tp_base = type_incref((PyTypeObject *)base);
+ type->tp_basicsize = static_cast<ssize_t>(sizeof(instance));
+ if (bases.size() > 0)
+ type->tp_bases = bases.release().ptr();
+
+ /* Don't inherit base __init__ */
+ type->tp_init = pybind11_object_init;
+
+ /* Supported protocols */
+ type->tp_as_number = &heap_type->as_number;
+ type->tp_as_sequence = &heap_type->as_sequence;
+ type->tp_as_mapping = &heap_type->as_mapping;
+
+ /* Flags */
+ type->tp_flags |= Py_TPFLAGS_DEFAULT | Py_TPFLAGS_BASETYPE | Py_TPFLAGS_HEAPTYPE;
+#if PY_MAJOR_VERSION < 3
+ type->tp_flags |= Py_TPFLAGS_CHECKTYPES;
+#endif
+
+ if (rec.dynamic_attr)
+ enable_dynamic_attributes(heap_type);
+
+ if (rec.buffer_protocol)
+ enable_buffer_protocol(heap_type);
+
+ if (PyType_Ready(type) < 0)
+ pybind11_fail(std::string(rec.name) + ": PyType_Ready failed (" + error_string() + ")!");
+
+ assert(rec.dynamic_attr ? PyType_HasFeature(type, Py_TPFLAGS_HAVE_GC)
+ : !PyType_HasFeature(type, Py_TPFLAGS_HAVE_GC));
+
+ /* Register type with the parent scope */
+ if (rec.scope)
+ setattr(rec.scope, rec.name, (PyObject *) type);
+ else
+ Py_INCREF(type); // Keep it alive forever (reference leak)
+
+ if (module) // Needed by pydoc
+ setattr((PyObject *) type, "__module__", module);
+
+ PYBIND11_SET_OLDPY_QUALNAME(type, qualname);
+
+ return (PyObject *) type;
+}
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/detail/common.h b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/common.h
new file mode 100644
index 000000000..7d41cd63b
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/common.h
@@ -0,0 +1,802 @@
+/*
+ pybind11/detail/common.h -- Basic macros
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#if !defined(NAMESPACE_BEGIN)
+# define NAMESPACE_BEGIN(name) namespace name {
+#endif
+#if !defined(NAMESPACE_END)
+# define NAMESPACE_END(name) }
+#endif
+
+// Robust support for some features and loading modules compiled against different pybind versions
+// requires forcing hidden visibility on pybind code, so we enforce this by setting the attribute on
+// the main `pybind11` namespace.
+#if !defined(PYBIND11_NAMESPACE)
+# ifdef __GNUG__
+# define PYBIND11_NAMESPACE pybind11 __attribute__((visibility("hidden")))
+# else
+# define PYBIND11_NAMESPACE pybind11
+# endif
+#endif
+
+#if !defined(_MSC_VER) && !defined(__INTEL_COMPILER)
+# if __cplusplus >= 201402L
+# define PYBIND11_CPP14
+# if __cplusplus > 201402L /* Temporary: should be updated to >= the final C++17 value once known */
+# define PYBIND11_CPP17
+# endif
+# endif
+#elif defined(_MSC_VER)
+// MSVC sets _MSVC_LANG rather than __cplusplus (supposedly until the standard is fully implemented)
+# if _MSVC_LANG >= 201402L
+# define PYBIND11_CPP14
+# if _MSVC_LANG > 201402L && _MSC_VER >= 1910
+# define PYBIND11_CPP17
+# endif
+# endif
+#endif
+
+// Compiler version assertions
+#if defined(__INTEL_COMPILER)
+# if __INTEL_COMPILER < 1500
+# error pybind11 requires Intel C++ compiler v15 or newer
+# endif
+#elif defined(__clang__) && !defined(__apple_build_version__)
+# if __clang_major__ < 3 || (__clang_major__ == 3 && __clang_minor__ < 3)
+# error pybind11 requires clang 3.3 or newer
+# endif
+#elif defined(__clang__)
+// Apple changes clang version macros to its Xcode version; the first Xcode release based on
+// (upstream) clang 3.3 was Xcode 5:
+# if __clang_major__ < 5
+# error pybind11 requires Xcode/clang 5.0 or newer
+# endif
+#elif defined(__GNUG__)
+# if __GNUC__ < 4 || (__GNUC__ == 4 && __GNUC_MINOR__ < 8)
+# error pybind11 requires gcc 4.8 or newer
+# endif
+#elif defined(_MSC_VER)
+// Pybind hits various compiler bugs in 2015u2 and earlier, and also makes use of some stl features
+// (e.g. std::negation) added in 2015u3:
+# if _MSC_FULL_VER < 190024210
+# error pybind11 requires MSVC 2015 update 3 or newer
+# endif
+#endif
+
+#if !defined(PYBIND11_EXPORT)
+# if defined(WIN32) || defined(_WIN32)
+# define PYBIND11_EXPORT __declspec(dllexport)
+# else
+# define PYBIND11_EXPORT __attribute__ ((visibility("default")))
+# endif
+#endif
+
+#if defined(_MSC_VER)
+# define PYBIND11_NOINLINE __declspec(noinline)
+#else
+# define PYBIND11_NOINLINE __attribute__ ((noinline))
+#endif
+
+#if defined(PYBIND11_CPP14)
+# define PYBIND11_DEPRECATED(reason) [[deprecated(reason)]]
+#else
+# define PYBIND11_DEPRECATED(reason) __attribute__((deprecated(reason)))
+#endif
+
+#define PYBIND11_VERSION_MAJOR 2
+#define PYBIND11_VERSION_MINOR 2
+#define PYBIND11_VERSION_PATCH 2
+
+/// Include Python header, disable linking to pythonX_d.lib on Windows in debug mode
+#if defined(_MSC_VER)
+# if (PY_MAJOR_VERSION == 3 && PY_MINOR_VERSION < 4)
+# define HAVE_ROUND 1
+# endif
+# pragma warning(push)
+# pragma warning(disable: 4510 4610 4512 4005)
+# if defined(_DEBUG)
+# define PYBIND11_DEBUG_MARKER
+# undef _DEBUG
+# endif
+#endif
+
+#include <Python.h>
+#include <frameobject.h>
+#include <pythread.h>
+
+#if defined(_WIN32) && (defined(min) || defined(max))
+# error Macro clash with min and max -- define NOMINMAX when compiling your program on Windows
+#endif
+
+#if defined(isalnum)
+# undef isalnum
+# undef isalpha
+# undef islower
+# undef isspace
+# undef isupper
+# undef tolower
+# undef toupper
+#endif
+
+#if defined(_MSC_VER)
+# if defined(PYBIND11_DEBUG_MARKER)
+# define _DEBUG
+# undef PYBIND11_DEBUG_MARKER
+# endif
+# pragma warning(pop)
+#endif
+
+#include <cstddef>
+#include <cstring>
+#include <forward_list>
+#include <vector>
+#include <string>
+#include <stdexcept>
+#include <unordered_set>
+#include <unordered_map>
+#include <memory>
+#include <typeindex>
+#include <type_traits>
+
+#if PY_MAJOR_VERSION >= 3 /// Compatibility macros for various Python versions
+#define PYBIND11_INSTANCE_METHOD_NEW(ptr, class_) PyInstanceMethod_New(ptr)
+#define PYBIND11_INSTANCE_METHOD_CHECK PyInstanceMethod_Check
+#define PYBIND11_INSTANCE_METHOD_GET_FUNCTION PyInstanceMethod_GET_FUNCTION
+#define PYBIND11_BYTES_CHECK PyBytes_Check
+#define PYBIND11_BYTES_FROM_STRING PyBytes_FromString
+#define PYBIND11_BYTES_FROM_STRING_AND_SIZE PyBytes_FromStringAndSize
+#define PYBIND11_BYTES_AS_STRING_AND_SIZE PyBytes_AsStringAndSize
+#define PYBIND11_BYTES_AS_STRING PyBytes_AsString
+#define PYBIND11_BYTES_SIZE PyBytes_Size
+#define PYBIND11_LONG_CHECK(o) PyLong_Check(o)
+#define PYBIND11_LONG_AS_LONGLONG(o) PyLong_AsLongLong(o)
+#define PYBIND11_BYTES_NAME "bytes"
+#define PYBIND11_STRING_NAME "str"
+#define PYBIND11_SLICE_OBJECT PyObject
+#define PYBIND11_FROM_STRING PyUnicode_FromString
+#define PYBIND11_STR_TYPE ::pybind11::str
+#define PYBIND11_BOOL_ATTR "__bool__"
+#define PYBIND11_NB_BOOL(ptr) ((ptr)->nb_bool)
+#define PYBIND11_PLUGIN_IMPL(name) \
+ extern "C" PYBIND11_EXPORT PyObject *PyInit_##name()
+
+#else
+#define PYBIND11_INSTANCE_METHOD_NEW(ptr, class_) PyMethod_New(ptr, nullptr, class_)
+#define PYBIND11_INSTANCE_METHOD_CHECK PyMethod_Check
+#define PYBIND11_INSTANCE_METHOD_GET_FUNCTION PyMethod_GET_FUNCTION
+#define PYBIND11_BYTES_CHECK PyString_Check
+#define PYBIND11_BYTES_FROM_STRING PyString_FromString
+#define PYBIND11_BYTES_FROM_STRING_AND_SIZE PyString_FromStringAndSize
+#define PYBIND11_BYTES_AS_STRING_AND_SIZE PyString_AsStringAndSize
+#define PYBIND11_BYTES_AS_STRING PyString_AsString
+#define PYBIND11_BYTES_SIZE PyString_Size
+#define PYBIND11_LONG_CHECK(o) (PyInt_Check(o) || PyLong_Check(o))
+#define PYBIND11_LONG_AS_LONGLONG(o) (PyInt_Check(o) ? (long long) PyLong_AsLong(o) : PyLong_AsLongLong(o))
+#define PYBIND11_BYTES_NAME "str"
+#define PYBIND11_STRING_NAME "unicode"
+#define PYBIND11_SLICE_OBJECT PySliceObject
+#define PYBIND11_FROM_STRING PyString_FromString
+#define PYBIND11_STR_TYPE ::pybind11::bytes
+#define PYBIND11_BOOL_ATTR "__nonzero__"
+#define PYBIND11_NB_BOOL(ptr) ((ptr)->nb_nonzero)
+#define PYBIND11_PLUGIN_IMPL(name) \
+ static PyObject *pybind11_init_wrapper(); \
+ extern "C" PYBIND11_EXPORT void init##name() { \
+ (void)pybind11_init_wrapper(); \
+ } \
+ PyObject *pybind11_init_wrapper()
+#endif
+
+#if PY_VERSION_HEX >= 0x03050000 && PY_VERSION_HEX < 0x03050200
+extern "C" {
+ struct _Py_atomic_address { void *value; };
+ PyAPI_DATA(_Py_atomic_address) _PyThreadState_Current;
+}
+#endif
+
+#define PYBIND11_TRY_NEXT_OVERLOAD ((PyObject *) 1) // special failure return code
+#define PYBIND11_STRINGIFY(x) #x
+#define PYBIND11_TOSTRING(x) PYBIND11_STRINGIFY(x)
+#define PYBIND11_CONCAT(first, second) first##second
+
+/** \rst
+ ***Deprecated in favor of PYBIND11_MODULE***
+
+ This macro creates the entry point that will be invoked when the Python interpreter
+ imports a plugin library. Please create a `module` in the function body and return
+ the pointer to its underlying Python object at the end.
+
+ .. code-block:: cpp
+
+ PYBIND11_PLUGIN(example) {
+ pybind11::module m("example", "pybind11 example plugin");
+ /// Set up bindings here
+ return m.ptr();
+ }
+\endrst */
+#define PYBIND11_PLUGIN(name) \
+ PYBIND11_DEPRECATED("PYBIND11_PLUGIN is deprecated, use PYBIND11_MODULE") \
+ static PyObject *pybind11_init(); \
+ PYBIND11_PLUGIN_IMPL(name) { \
+ int major, minor; \
+ if (sscanf(Py_GetVersion(), "%i.%i", &major, &minor) != 2) { \
+ PyErr_SetString(PyExc_ImportError, "Can't parse Python version."); \
+ return nullptr; \
+ } else if (major != PY_MAJOR_VERSION || minor != PY_MINOR_VERSION) { \
+ PyErr_Format(PyExc_ImportError, \
+ "Python version mismatch: module was compiled for " \
+ "version %i.%i, while the interpreter is running " \
+ "version %i.%i.", PY_MAJOR_VERSION, PY_MINOR_VERSION, \
+ major, minor); \
+ return nullptr; \
+ } \
+ try { \
+ return pybind11_init(); \
+ } catch (pybind11::error_already_set &e) { \
+ PyErr_SetString(PyExc_ImportError, e.what()); \
+ return nullptr; \
+ } catch (const std::exception &e) { \
+ PyErr_SetString(PyExc_ImportError, e.what()); \
+ return nullptr; \
+ } \
+ } \
+ PyObject *pybind11_init()
+
+/** \rst
+ This macro creates the entry point that will be invoked when the Python interpreter
+ imports an extension module. The module name is given as the fist argument and it
+ should not be in quotes. The second macro argument defines a variable of type
+ `py::module` which can be used to initialize the module.
+
+ .. code-block:: cpp
+
+ PYBIND11_MODULE(example, m) {
+ m.doc() = "pybind11 example module";
+
+ // Add bindings here
+ m.def("foo", []() {
+ return "Hello, World!";
+ });
+ }
+\endrst */
+#define PYBIND11_MODULE(name, variable) \
+ static void PYBIND11_CONCAT(pybind11_init_, name)(pybind11::module &); \
+ PYBIND11_PLUGIN_IMPL(name) { \
+ int major, minor; \
+ if (sscanf(Py_GetVersion(), "%i.%i", &major, &minor) != 2) { \
+ PyErr_SetString(PyExc_ImportError, "Can't parse Python version."); \
+ return nullptr; \
+ } else if (major != PY_MAJOR_VERSION || minor != PY_MINOR_VERSION) { \
+ PyErr_Format(PyExc_ImportError, \
+ "Python version mismatch: module was compiled for " \
+ "version %i.%i, while the interpreter is running " \
+ "version %i.%i.", PY_MAJOR_VERSION, PY_MINOR_VERSION, \
+ major, minor); \
+ return nullptr; \
+ } \
+ auto m = pybind11::module(PYBIND11_TOSTRING(name)); \
+ try { \
+ PYBIND11_CONCAT(pybind11_init_, name)(m); \
+ return m.ptr(); \
+ } catch (pybind11::error_already_set &e) { \
+ PyErr_SetString(PyExc_ImportError, e.what()); \
+ return nullptr; \
+ } catch (const std::exception &e) { \
+ PyErr_SetString(PyExc_ImportError, e.what()); \
+ return nullptr; \
+ } \
+ } \
+ void PYBIND11_CONCAT(pybind11_init_, name)(pybind11::module &variable)
+
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+using ssize_t = Py_ssize_t;
+using size_t = std::size_t;
+
+/// Approach used to cast a previously unknown C++ instance into a Python object
+enum class return_value_policy : uint8_t {
+ /** This is the default return value policy, which falls back to the policy
+ return_value_policy::take_ownership when the return value is a pointer.
+ Otherwise, it uses return_value::move or return_value::copy for rvalue
+ and lvalue references, respectively. See below for a description of what
+ all of these different policies do. */
+ automatic = 0,
+
+ /** As above, but use policy return_value_policy::reference when the return
+ value is a pointer. This is the default conversion policy for function
+ arguments when calling Python functions manually from C++ code (i.e. via
+ handle::operator()). You probably won't need to use this. */
+ automatic_reference,
+
+ /** Reference an existing object (i.e. do not create a new copy) and take
+ ownership. Python will call the destructor and delete operator when the
+ object’s reference count reaches zero. Undefined behavior ensues when
+ the C++ side does the same.. */
+ take_ownership,
+
+ /** Create a new copy of the returned object, which will be owned by
+ Python. This policy is comparably safe because the lifetimes of the two
+ instances are decoupled. */
+ copy,
+
+ /** Use std::move to move the return value contents into a new instance
+ that will be owned by Python. This policy is comparably safe because the
+ lifetimes of the two instances (move source and destination) are
+ decoupled. */
+ move,
+
+ /** Reference an existing object, but do not take ownership. The C++ side
+ is responsible for managing the object’s lifetime and deallocating it
+ when it is no longer used. Warning: undefined behavior will ensue when
+ the C++ side deletes an object that is still referenced and used by
+ Python. */
+ reference,
+
+ /** This policy only applies to methods and properties. It references the
+ object without taking ownership similar to the above
+ return_value_policy::reference policy. In contrast to that policy, the
+ function or property’s implicit this argument (called the parent) is
+ considered to be the the owner of the return value (the child).
+ pybind11 then couples the lifetime of the parent to the child via a
+ reference relationship that ensures that the parent cannot be garbage
+ collected while Python is still using the child. More advanced
+ variations of this scheme are also possible using combinations of
+ return_value_policy::reference and the keep_alive call policy */
+ reference_internal
+};
+
+NAMESPACE_BEGIN(detail)
+
+inline static constexpr int log2(size_t n, int k = 0) { return (n <= 1) ? k : log2(n >> 1, k + 1); }
+
+// Returns the size as a multiple of sizeof(void *), rounded up.
+inline static constexpr size_t size_in_ptrs(size_t s) { return 1 + ((s - 1) >> log2(sizeof(void *))); }
+
+/**
+ * The space to allocate for simple layout instance holders (see below) in multiple of the size of
+ * a pointer (e.g. 2 means 16 bytes on 64-bit architectures). The default is the minimum required
+ * to holder either a std::unique_ptr or std::shared_ptr (which is almost always
+ * sizeof(std::shared_ptr<T>)).
+ */
+constexpr size_t instance_simple_holder_in_ptrs() {
+ static_assert(sizeof(std::shared_ptr<int>) >= sizeof(std::unique_ptr<int>),
+ "pybind assumes std::shared_ptrs are at least as big as std::unique_ptrs");
+ return size_in_ptrs(sizeof(std::shared_ptr<int>));
+}
+
+// Forward declarations
+struct type_info;
+struct value_and_holder;
+
+struct nonsimple_values_and_holders {
+ void **values_and_holders;
+ uint8_t *status;
+};
+
+/// The 'instance' type which needs to be standard layout (need to be able to use 'offsetof')
+struct instance {
+ PyObject_HEAD
+ /// Storage for pointers and holder; see simple_layout, below, for a description
+ union {
+ void *simple_value_holder[1 + instance_simple_holder_in_ptrs()];
+ nonsimple_values_and_holders nonsimple;
+ };
+ /// Weak references (needed for keep alive):
+ PyObject *weakrefs;
+ /// If true, the pointer is owned which means we're free to manage it with a holder.
+ bool owned : 1;
+ /**
+ * An instance has two possible value/holder layouts.
+ *
+ * Simple layout (when this flag is true), means the `simple_value_holder` is set with a pointer
+ * and the holder object governing that pointer, i.e. [val1*][holder]. This layout is applied
+ * whenever there is no python-side multiple inheritance of bound C++ types *and* the type's
+ * holder will fit in the default space (which is large enough to hold either a std::unique_ptr
+ * or std::shared_ptr).
+ *
+ * Non-simple layout applies when using custom holders that require more space than `shared_ptr`
+ * (which is typically the size of two pointers), or when multiple inheritance is used on the
+ * python side. Non-simple layout allocates the required amount of memory to have multiple
+ * bound C++ classes as parents. Under this layout, `nonsimple.values_and_holders` is set to a
+ * pointer to allocated space of the required space to hold a a sequence of value pointers and
+ * holders followed `status`, a set of bit flags (1 byte each), i.e.
+ * [val1*][holder1][val2*][holder2]...[bb...] where each [block] is rounded up to a multiple of
+ * `sizeof(void *)`. `nonsimple.holder_constructed` is, for convenience, a pointer to the
+ * beginning of the [bb...] block (but not independently allocated).
+ *
+ * Status bits indicate whether the associated holder is constructed (&
+ * status_holder_constructed) and whether the value pointer is registered (&
+ * status_instance_registered) in `registered_instances`.
+ */
+ bool simple_layout : 1;
+ /// For simple layout, tracks whether the holder has been constructed
+ bool simple_holder_constructed : 1;
+ /// For simple layout, tracks whether the instance is registered in `registered_instances`
+ bool simple_instance_registered : 1;
+ /// If true, get_internals().patients has an entry for this object
+ bool has_patients : 1;
+
+ /// Initializes all of the above type/values/holders data (but not the instance values themselves)
+ void allocate_layout();
+
+ /// Destroys/deallocates all of the above
+ void deallocate_layout();
+
+ /// Returns the value_and_holder wrapper for the given type (or the first, if `find_type`
+ /// omitted). Returns a default-constructed (with `.inst = nullptr`) object on failure if
+ /// `throw_if_missing` is false.
+ value_and_holder get_value_and_holder(const type_info *find_type = nullptr, bool throw_if_missing = true);
+
+ /// Bit values for the non-simple status flags
+ static constexpr uint8_t status_holder_constructed = 1;
+ static constexpr uint8_t status_instance_registered = 2;
+};
+
+static_assert(std::is_standard_layout<instance>::value, "Internal error: `pybind11::detail::instance` is not standard layout!");
+
+/// from __cpp_future__ import (convenient aliases from C++14/17)
+#if defined(PYBIND11_CPP14) && (!defined(_MSC_VER) || _MSC_VER >= 1910)
+using std::enable_if_t;
+using std::conditional_t;
+using std::remove_cv_t;
+using std::remove_reference_t;
+#else
+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;
+template <typename T> using remove_cv_t = typename std::remove_cv<T>::type;
+template <typename T> using remove_reference_t = typename std::remove_reference<T>::type;
+#endif
+
+/// Index sequences
+#if defined(PYBIND11_CPP14)
+using std::index_sequence;
+using std::make_index_sequence;
+#else
+template<size_t ...> struct index_sequence { };
+template<size_t N, size_t ...S> struct make_index_sequence_impl : make_index_sequence_impl <N - 1, N - 1, S...> { };
+template<size_t ...S> struct make_index_sequence_impl <0, S...> { typedef index_sequence<S...> type; };
+template<size_t N> using make_index_sequence = typename make_index_sequence_impl<N>::type;
+#endif
+
+/// Make an index sequence of the indices of true arguments
+template <typename ISeq, size_t, bool...> struct select_indices_impl { using type = ISeq; };
+template <size_t... IPrev, size_t I, bool B, bool... Bs> struct select_indices_impl<index_sequence<IPrev...>, I, B, Bs...>
+ : select_indices_impl<conditional_t<B, index_sequence<IPrev..., I>, index_sequence<IPrev...>>, I + 1, Bs...> {};
+template <bool... Bs> using select_indices = typename select_indices_impl<index_sequence<>, 0, Bs...>::type;
+
+/// Backports of std::bool_constant and std::negation to accommodate older compilers
+template <bool B> using bool_constant = std::integral_constant<bool, B>;
+template <typename T> struct negation : bool_constant<!T::value> { };
+
+template <typename...> struct void_t_impl { using type = void; };
+template <typename... Ts> using void_t = typename void_t_impl<Ts...>::type;
+
+/// Compile-time all/any/none of that check the boolean value of all template types
+#ifdef __cpp_fold_expressions
+template <class... Ts> using all_of = bool_constant<(Ts::value && ...)>;
+template <class... Ts> using any_of = bool_constant<(Ts::value || ...)>;
+#elif !defined(_MSC_VER)
+template <bool...> struct bools {};
+template <class... Ts> using all_of = std::is_same<
+ bools<Ts::value..., true>,
+ bools<true, Ts::value...>>;
+template <class... Ts> using any_of = negation<all_of<negation<Ts>...>>;
+#else
+// MSVC has trouble with the above, but supports std::conjunction, which we can use instead (albeit
+// at a slight loss of compilation efficiency).
+template <class... Ts> using all_of = std::conjunction<Ts...>;
+template <class... Ts> using any_of = std::disjunction<Ts...>;
+#endif
+template <class... Ts> using none_of = negation<any_of<Ts...>>;
+
+template <class T, template<class> class... Predicates> using satisfies_all_of = all_of<Predicates<T>...>;
+template <class T, template<class> class... Predicates> using satisfies_any_of = any_of<Predicates<T>...>;
+template <class T, template<class> class... Predicates> using satisfies_none_of = none_of<Predicates<T>...>;
+
+/// Strip the class from a method type
+template <typename T> struct remove_class { };
+template <typename C, typename R, typename... A> struct remove_class<R (C::*)(A...)> { typedef R type(A...); };
+template <typename C, typename R, typename... A> struct remove_class<R (C::*)(A...) const> { typedef R type(A...); };
+
+/// Helper template to strip away type modifiers
+template <typename T> struct intrinsic_type { typedef T type; };
+template <typename T> struct intrinsic_type<const 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> 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<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
+struct void_type { };
+
+/// Helper template which holds a list of types
+template <typename...> struct type_list { };
+
+/// Compile-time integer sum
+#ifdef __cpp_fold_expressions
+template <typename... Ts> constexpr size_t constexpr_sum(Ts... ns) { return (0 + ... + size_t{ns}); }
+#else
+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...); }
+#endif
+
+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>. Returns sizeof...(Ts) if
+/// none match.
+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>, or -1 if none match.
+template <template<typename> class Predicate, typename... Ts>
+constexpr int constexpr_last() { return constexpr_impl::last(0, -1, Predicate<Ts>::value...); }
+
+/// Return the Nth element from the parameter pack
+template <size_t N, typename T, typename... Ts>
+struct pack_element { using type = typename pack_element<N - 1, Ts...>::type; };
+template <typename T, typename... Ts>
+struct pack_element<0, T, Ts...> { using type = T; };
+
+/// Return the one and only type which matches the predicate, or Default if none match.
+/// If more than one type matches the predicate, fail at compile-time.
+template <template<typename> class Predicate, typename Default, typename... Ts>
+struct exactly_one {
+ static constexpr auto found = constexpr_sum(Predicate<Ts>::value...);
+ static_assert(found <= 1, "Found more than one type matching the predicate");
+
+ static constexpr auto index = found ? constexpr_first<Predicate, Ts...>() : 0;
+ using type = conditional_t<found, typename pack_element<index, Ts...>::type, Default>;
+};
+template <template<typename> class P, typename Default>
+struct exactly_one<P, Default> { using type = Default; };
+
+template <template<typename> class Predicate, typename Default, typename... Ts>
+using exactly_one_t = typename exactly_one<Predicate, Default, Ts...>::type;
+
+/// 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;
+
+/// Like is_base_of, but requires a strict base (i.e. `is_strict_base_of<T, T>::value == false`,
+/// unlike `std::is_base_of`)
+template <typename Base, typename Derived> using is_strict_base_of = bool_constant<
+ std::is_base_of<Base, Derived>::value && !std::is_same<Base, Derived>::value>;
+
+template <template<typename...> class Base>
+struct is_template_base_of_impl {
+ template <typename... Us> static std::true_type check(Base<Us...> *);
+ static std::false_type check(...);
+};
+
+/// Check if a template is the base of a type. For example:
+/// `is_template_base_of<Base, T>` is true if `struct T : Base<U> {}` where U can be anything
+template <template<typename...> class Base, typename T>
+#if !defined(_MSC_VER)
+using is_template_base_of = decltype(is_template_base_of_impl<Base>::check((intrinsic_t<T>*)nullptr));
+#else // MSVC2015 has trouble with decltype in template aliases
+struct is_template_base_of : decltype(is_template_base_of_impl<Base>::check((intrinsic_t<T>*)nullptr)) { };
+#endif
+
+/// Check if T is an instantiation of the template `Class`. For example:
+/// `is_instantiation<shared_ptr, T>` is true if `T == shared_ptr<U>` where U can be anything.
+template <template<typename...> class Class, typename T>
+struct is_instantiation : std::false_type { };
+template <template<typename...> class Class, typename... Us>
+struct is_instantiation<Class, Class<Us...>> : std::true_type { };
+
+/// Check if T is std::shared_ptr<U> where U can be anything
+template <typename T> using is_shared_ptr = is_instantiation<std::shared_ptr, T>;
+
+/// Check if T looks like an input iterator
+template <typename T, typename = void> struct is_input_iterator : std::false_type {};
+template <typename T>
+struct is_input_iterator<T, void_t<decltype(*std::declval<T &>()), decltype(++std::declval<T &>())>>
+ : std::true_type {};
+
+template <typename T> using is_function_pointer = bool_constant<
+ std::is_pointer<T>::value && std::is_function<typename std::remove_pointer<T>::type>::value>;
+
+template <typename F> struct strip_function_object {
+ using type = typename remove_class<decltype(&F::operator())>::type;
+};
+
+// Extracts the function signature from a function, function pointer or lambda.
+template <typename Function, typename F = remove_reference_t<Function>>
+using function_signature_t = conditional_t<
+ std::is_function<F>::value,
+ F,
+ typename conditional_t<
+ std::is_pointer<F>::value || std::is_member_pointer<F>::value,
+ std::remove_pointer<F>,
+ strip_function_object<F>
+ >::type
+>;
+
+/// Returns true if the type looks like a lambda: that is, isn't a function, pointer or member
+/// pointer. Note that this can catch all sorts of other things, too; this is intended to be used
+/// in a place where passing a lambda makes sense.
+template <typename T> using is_lambda = satisfies_none_of<remove_reference_t<T>,
+ std::is_function, std::is_pointer, std::is_member_pointer>;
+
+/// Ignore that a variable is unused in compiler warnings
+inline void ignore_unused(const int *) { }
+
+/// Apply a function over each element of a parameter pack
+#ifdef __cpp_fold_expressions
+#define PYBIND11_EXPAND_SIDE_EFFECTS(PATTERN) (((PATTERN), void()), ...)
+#else
+using expand_side_effects = bool[];
+#define PYBIND11_EXPAND_SIDE_EFFECTS(PATTERN) pybind11::detail::expand_side_effects{ ((PATTERN), void(), false)..., false }
+#endif
+
+NAMESPACE_END(detail)
+
+/// C++ bindings of builtin Python exceptions
+class builtin_exception : public std::runtime_error {
+public:
+ using std::runtime_error::runtime_error;
+ /// Set the error using the Python C API
+ virtual void set_error() const = 0;
+};
+
+#define PYBIND11_RUNTIME_EXCEPTION(name, type) \
+ class name : public builtin_exception { public: \
+ using builtin_exception::builtin_exception; \
+ name() : name("") { } \
+ void set_error() const override { PyErr_SetString(type, what()); } \
+ };
+
+PYBIND11_RUNTIME_EXCEPTION(stop_iteration, PyExc_StopIteration)
+PYBIND11_RUNTIME_EXCEPTION(index_error, PyExc_IndexError)
+PYBIND11_RUNTIME_EXCEPTION(key_error, PyExc_KeyError)
+PYBIND11_RUNTIME_EXCEPTION(value_error, PyExc_ValueError)
+PYBIND11_RUNTIME_EXCEPTION(type_error, PyExc_TypeError)
+PYBIND11_RUNTIME_EXCEPTION(cast_error, PyExc_RuntimeError) /// Thrown when pybind11::cast or handle::call fail due to a type casting error
+PYBIND11_RUNTIME_EXCEPTION(reference_cast_error, PyExc_RuntimeError) /// Used internally
+
+[[noreturn]] PYBIND11_NOINLINE inline void pybind11_fail(const char *reason) { throw std::runtime_error(reason); }
+[[noreturn]] PYBIND11_NOINLINE inline void pybind11_fail(const std::string &reason) { throw std::runtime_error(reason); }
+
+template <typename T, typename SFINAE = void> struct format_descriptor { };
+
+NAMESPACE_BEGIN(detail)
+// Returns the index of the given type in the type char array below, and in the list in numpy.h
+// The order here is: bool; 8 ints ((signed,unsigned)x(8,16,32,64)bits); float,double,long double;
+// complex float,double,long double. Note that the long double types only participate when long
+// double is actually longer than double (it isn't under MSVC).
+// NB: not only the string below but also complex.h and numpy.h rely on this order.
+template <typename T, typename SFINAE = void> struct is_fmt_numeric { static constexpr bool value = false; };
+template <typename T> struct is_fmt_numeric<T, enable_if_t<std::is_arithmetic<T>::value>> {
+ static constexpr bool value = true;
+ static constexpr int index = std::is_same<T, bool>::value ? 0 : 1 + (
+ std::is_integral<T>::value ? detail::log2(sizeof(T))*2 + std::is_unsigned<T>::value : 8 + (
+ std::is_same<T, double>::value ? 1 : std::is_same<T, long double>::value ? 2 : 0));
+};
+NAMESPACE_END(detail)
+
+template <typename T> struct format_descriptor<T, detail::enable_if_t<std::is_arithmetic<T>::value>> {
+ static constexpr const char c = "?bBhHiIqQfdg"[detail::is_fmt_numeric<T>::index];
+ static constexpr const char value[2] = { c, '\0' };
+ static std::string format() { return std::string(1, c); }
+};
+
+template <typename T> constexpr const char format_descriptor<
+ T, detail::enable_if_t<std::is_arithmetic<T>::value>>::value[2];
+
+/// RAII wrapper that temporarily clears any Python error state
+struct error_scope {
+ PyObject *type, *value, *trace;
+ error_scope() { PyErr_Fetch(&type, &value, &trace); }
+ ~error_scope() { PyErr_Restore(type, value, trace); }
+};
+
+/// Dummy destructor wrapper that can be used to expose classes with a private destructor
+struct nodelete { template <typename T> void operator()(T*) { } };
+
+// overload_cast requires variable templates: C++14
+#if defined(PYBIND11_CPP14)
+#define PYBIND11_OVERLOAD_CAST 1
+
+NAMESPACE_BEGIN(detail)
+template <typename... Args>
+struct overload_cast_impl {
+ constexpr overload_cast_impl() {} // MSVC 2015 needs this
+
+ template <typename Return>
+ constexpr auto operator()(Return (*pf)(Args...)) const noexcept
+ -> decltype(pf) { return pf; }
+
+ template <typename Return, typename Class>
+ constexpr auto operator()(Return (Class::*pmf)(Args...), std::false_type = {}) const noexcept
+ -> decltype(pmf) { return pmf; }
+
+ template <typename Return, typename Class>
+ constexpr auto operator()(Return (Class::*pmf)(Args...) const, std::true_type) const noexcept
+ -> decltype(pmf) { return pmf; }
+};
+NAMESPACE_END(detail)
+
+/// Syntax sugar for resolving overloaded function pointers:
+/// - regular: static_cast<Return (Class::*)(Arg0, Arg1, Arg2)>(&Class::func)
+/// - sweet: overload_cast<Arg0, Arg1, Arg2>(&Class::func)
+template <typename... Args>
+static constexpr detail::overload_cast_impl<Args...> overload_cast = {};
+// MSVC 2015 only accepts this particular initialization syntax for this variable template.
+
+/// Const member function selector for overload_cast
+/// - regular: static_cast<Return (Class::*)(Arg) const>(&Class::func)
+/// - sweet: overload_cast<Arg>(&Class::func, const_)
+static constexpr auto const_ = std::true_type{};
+
+#else // no overload_cast: providing something that static_assert-fails:
+template <typename... Args> struct overload_cast {
+ static_assert(detail::deferred_t<std::false_type, Args...>::value,
+ "pybind11::overload_cast<...> requires compiling in C++14 mode");
+};
+#endif // overload_cast
+
+NAMESPACE_BEGIN(detail)
+
+// Adaptor for converting arbitrary container arguments into a vector; implicitly convertible from
+// any standard container (or C-style array) supporting std::begin/std::end, any singleton
+// arithmetic type (if T is arithmetic), or explicitly constructible from an iterator pair.
+template <typename T>
+class any_container {
+ std::vector<T> v;
+public:
+ any_container() = default;
+
+ // Can construct from a pair of iterators
+ template <typename It, typename = enable_if_t<is_input_iterator<It>::value>>
+ any_container(It first, It last) : v(first, last) { }
+
+ // Implicit conversion constructor from any arbitrary container type with values convertible to T
+ template <typename Container, typename = enable_if_t<std::is_convertible<decltype(*std::begin(std::declval<const Container &>())), T>::value>>
+ any_container(const Container &c) : any_container(std::begin(c), std::end(c)) { }
+
+ // initializer_list's aren't deducible, so don't get matched by the above template; we need this
+ // to explicitly allow implicit conversion from one:
+ template <typename TIn, typename = enable_if_t<std::is_convertible<TIn, T>::value>>
+ any_container(const std::initializer_list<TIn> &c) : any_container(c.begin(), c.end()) { }
+
+ // Avoid copying if given an rvalue vector of the correct type.
+ any_container(std::vector<T> &&v) : v(std::move(v)) { }
+
+ // Moves the vector out of an rvalue any_container
+ operator std::vector<T> &&() && { return std::move(v); }
+
+ // Dereferencing obtains a reference to the underlying vector
+ std::vector<T> &operator*() { return v; }
+ const std::vector<T> &operator*() const { return v; }
+
+ // -> lets you call methods on the underlying vector
+ std::vector<T> *operator->() { return &v; }
+ const std::vector<T> *operator->() const { return &v; }
+};
+
+NAMESPACE_END(detail)
+
+
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/detail/descr.h b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/descr.h
new file mode 100644
index 000000000..e3bf2ba97
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/descr.h
@@ -0,0 +1,185 @@
+/*
+ pybind11/detail/descr.h: Helper type for concatenating type signatures
+ either at runtime (C++11) or compile time (C++14)
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "common.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+/* Concatenate type signatures at compile time using C++14 */
+#if defined(PYBIND11_CPP14) && !defined(_MSC_VER)
+#define PYBIND11_CONSTEXPR_DESCR
+
+template <size_t Size1, size_t Size2> class descr {
+ template <size_t Size1_, size_t Size2_> friend class descr;
+public:
+ constexpr descr(char const (&text) [Size1+1], const std::type_info * const (&types)[Size2+1])
+ : descr(text, types,
+ make_index_sequence<Size1>(),
+ make_index_sequence<Size2>()) { }
+
+ constexpr const char *text() const { return m_text; }
+ constexpr const std::type_info * const * types() const { return m_types; }
+
+ template <size_t OtherSize1, size_t OtherSize2>
+ constexpr descr<Size1 + OtherSize1, Size2 + OtherSize2> operator+(const descr<OtherSize1, OtherSize2> &other) const {
+ return concat(other,
+ make_index_sequence<Size1>(),
+ make_index_sequence<Size2>(),
+ make_index_sequence<OtherSize1>(),
+ make_index_sequence<OtherSize2>());
+ }
+
+protected:
+ template <size_t... Indices1, size_t... Indices2>
+ constexpr descr(
+ char const (&text) [Size1+1],
+ const std::type_info * const (&types) [Size2+1],
+ index_sequence<Indices1...>, index_sequence<Indices2...>)
+ : m_text{text[Indices1]..., '\0'},
+ m_types{types[Indices2]..., nullptr } {}
+
+ template <size_t OtherSize1, size_t OtherSize2, size_t... Indices1,
+ size_t... Indices2, size_t... OtherIndices1, size_t... OtherIndices2>
+ constexpr descr<Size1 + OtherSize1, Size2 + OtherSize2>
+ concat(const descr<OtherSize1, OtherSize2> &other,
+ index_sequence<Indices1...>, index_sequence<Indices2...>,
+ index_sequence<OtherIndices1...>, index_sequence<OtherIndices2...>) const {
+ return descr<Size1 + OtherSize1, Size2 + OtherSize2>(
+ { m_text[Indices1]..., other.m_text[OtherIndices1]..., '\0' },
+ { m_types[Indices2]..., other.m_types[OtherIndices2]..., nullptr }
+ );
+ }
+
+protected:
+ char m_text[Size1 + 1];
+ const std::type_info * m_types[Size2 + 1];
+};
+
+template <size_t Size> constexpr descr<Size - 1, 0> _(char const(&text)[Size]) {
+ return descr<Size - 1, 0>(text, { nullptr });
+}
+
+template <size_t Rem, size_t... Digits> struct int_to_str : int_to_str<Rem/10, Rem%10, Digits...> { };
+template <size_t...Digits> struct int_to_str<0, Digits...> {
+ static constexpr auto digits = descr<sizeof...(Digits), 0>({ ('0' + Digits)..., '\0' }, { nullptr });
+};
+
+// Ternary description (like std::conditional)
+template <bool B, size_t Size1, size_t Size2>
+constexpr enable_if_t<B, descr<Size1 - 1, 0>> _(char const(&text1)[Size1], char const(&)[Size2]) {
+ return _(text1);
+}
+template <bool B, size_t Size1, size_t Size2>
+constexpr enable_if_t<!B, descr<Size2 - 1, 0>> _(char const(&)[Size1], char const(&text2)[Size2]) {
+ return _(text2);
+}
+template <bool B, size_t SizeA1, size_t SizeA2, size_t SizeB1, size_t SizeB2>
+constexpr enable_if_t<B, descr<SizeA1, SizeA2>> _(descr<SizeA1, SizeA2> d, descr<SizeB1, SizeB2>) { return d; }
+template <bool B, size_t SizeA1, size_t SizeA2, size_t SizeB1, size_t SizeB2>
+constexpr enable_if_t<!B, descr<SizeB1, SizeB2>> _(descr<SizeA1, SizeA2>, descr<SizeB1, SizeB2> d) { return d; }
+
+template <size_t Size> auto constexpr _() -> decltype(int_to_str<Size / 10, Size % 10>::digits) {
+ return int_to_str<Size / 10, Size % 10>::digits;
+}
+
+template <typename Type> constexpr descr<1, 1> _() {
+ return descr<1, 1>({ '%', '\0' }, { &typeid(Type), nullptr });
+}
+
+inline constexpr descr<0, 0> concat() { return _(""); }
+template <size_t Size1, size_t Size2, typename... Args> auto constexpr concat(descr<Size1, Size2> descr) { return descr; }
+template <size_t Size1, size_t Size2, typename... Args> auto constexpr concat(descr<Size1, Size2> descr, Args&&... args) { return descr + _(", ") + concat(args...); }
+template <size_t Size1, size_t Size2> auto constexpr type_descr(descr<Size1, Size2> descr) { return _("{") + descr + _("}"); }
+
+#define PYBIND11_DESCR constexpr auto
+
+#else /* Simpler C++11 implementation based on run-time memory allocation and copying */
+
+class descr {
+public:
+ PYBIND11_NOINLINE descr(const char *text, const std::type_info * const * types) {
+ size_t nChars = len(text), nTypes = len(types);
+ m_text = new char[nChars];
+ m_types = new const std::type_info *[nTypes];
+ memcpy(m_text, text, nChars * sizeof(char));
+ memcpy(m_types, types, nTypes * sizeof(const std::type_info *));
+ }
+
+ PYBIND11_NOINLINE descr operator+(descr &&d2) && {
+ descr r;
+
+ size_t nChars1 = len(m_text), nTypes1 = len(m_types);
+ size_t nChars2 = len(d2.m_text), nTypes2 = len(d2.m_types);
+
+ r.m_text = new char[nChars1 + nChars2 - 1];
+ r.m_types = new const std::type_info *[nTypes1 + nTypes2 - 1];
+ memcpy(r.m_text, m_text, (nChars1-1) * sizeof(char));
+ memcpy(r.m_text + nChars1 - 1, d2.m_text, nChars2 * sizeof(char));
+ memcpy(r.m_types, m_types, (nTypes1-1) * sizeof(std::type_info *));
+ memcpy(r.m_types + nTypes1 - 1, d2.m_types, nTypes2 * sizeof(std::type_info *));
+
+ delete[] m_text; delete[] m_types;
+ delete[] d2.m_text; delete[] d2.m_types;
+
+ return r;
+ }
+
+ char *text() { return m_text; }
+ const std::type_info * * types() { return m_types; }
+
+protected:
+ PYBIND11_NOINLINE descr() { }
+
+ template <typename T> static size_t len(const T *ptr) { // return length including null termination
+ const T *it = ptr;
+ while (*it++ != (T) 0)
+ ;
+ return static_cast<size_t>(it - ptr);
+ }
+
+ const std::type_info **m_types = nullptr;
+ char *m_text = nullptr;
+};
+
+/* The 'PYBIND11_NOINLINE inline' combinations below are intentional to get the desired linkage while producing as little object code as possible */
+
+PYBIND11_NOINLINE inline descr _(const char *text) {
+ const std::type_info *types[1] = { nullptr };
+ return descr(text, types);
+}
+
+template <bool B> PYBIND11_NOINLINE enable_if_t<B, descr> _(const char *text1, const char *) { return _(text1); }
+template <bool B> PYBIND11_NOINLINE enable_if_t<!B, descr> _(char const *, const char *text2) { return _(text2); }
+template <bool B> PYBIND11_NOINLINE enable_if_t<B, descr> _(descr d, descr) { return d; }
+template <bool B> PYBIND11_NOINLINE enable_if_t<!B, descr> _(descr, descr d) { return d; }
+
+template <typename Type> PYBIND11_NOINLINE descr _() {
+ const std::type_info *types[2] = { &typeid(Type), nullptr };
+ return descr("%", types);
+}
+
+template <size_t Size> PYBIND11_NOINLINE descr _() {
+ const std::type_info *types[1] = { nullptr };
+ return descr(std::to_string(Size).c_str(), types);
+}
+
+PYBIND11_NOINLINE inline descr concat() { return _(""); }
+PYBIND11_NOINLINE inline descr concat(descr &&d) { return d; }
+template <typename... Args> PYBIND11_NOINLINE descr concat(descr &&d, Args&&... args) { return std::move(d) + _(", ") + concat(std::forward<Args>(args)...); }
+PYBIND11_NOINLINE inline descr type_descr(descr&& d) { return _("{") + std::move(d) + _("}"); }
+
+#define PYBIND11_DESCR ::pybind11::detail::descr
+#endif
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/detail/init.h b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/init.h
new file mode 100644
index 000000000..82f740760
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/init.h
@@ -0,0 +1,335 @@
+/*
+ pybind11/detail/init.h: init factory function implementation and support code.
+
+ Copyright (c) 2017 Jason Rhinelander <jason@imaginary.ca>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "class.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+template <>
+class type_caster<value_and_holder> {
+public:
+ bool load(handle h, bool) {
+ value = reinterpret_cast<value_and_holder *>(h.ptr());
+ return true;
+ }
+
+ template <typename> using cast_op_type = value_and_holder &;
+ operator value_and_holder &() { return *value; }
+ static PYBIND11_DESCR name() { return type_descr(_<value_and_holder>()); }
+
+private:
+ value_and_holder *value = nullptr;
+};
+
+NAMESPACE_BEGIN(initimpl)
+
+inline void no_nullptr(void *ptr) {
+ if (!ptr) throw type_error("pybind11::init(): factory function returned nullptr");
+}
+
+// Implementing functions for all forms of py::init<...> and py::init(...)
+template <typename Class> using Cpp = typename Class::type;
+template <typename Class> using Alias = typename Class::type_alias;
+template <typename Class> using Holder = typename Class::holder_type;
+
+template <typename Class> using is_alias_constructible = std::is_constructible<Alias<Class>, Cpp<Class> &&>;
+
+// Takes a Cpp pointer and returns true if it actually is a polymorphic Alias instance.
+template <typename Class, enable_if_t<Class::has_alias, int> = 0>
+bool is_alias(Cpp<Class> *ptr) {
+ return dynamic_cast<Alias<Class> *>(ptr) != nullptr;
+}
+// Failing fallback version of the above for a no-alias class (always returns false)
+template <typename /*Class*/>
+constexpr bool is_alias(void *) { return false; }
+
+// Constructs and returns a new object; if the given arguments don't map to a constructor, we fall
+// back to brace aggregate initiailization so that for aggregate initialization can be used with
+// py::init, e.g. `py::init<int, int>` to initialize a `struct T { int a; int b; }`. For
+// non-aggregate types, we need to use an ordinary T(...) constructor (invoking as `T{...}` usually
+// works, but will not do the expected thing when `T` has an `initializer_list<T>` constructor).
+template <typename Class, typename... Args, detail::enable_if_t<std::is_constructible<Class, Args...>::value, int> = 0>
+inline Class *construct_or_initialize(Args &&...args) { return new Class(std::forward<Args>(args)...); }
+template <typename Class, typename... Args, detail::enable_if_t<!std::is_constructible<Class, Args...>::value, int> = 0>
+inline Class *construct_or_initialize(Args &&...args) { return new Class{std::forward<Args>(args)...}; }
+
+// Attempts to constructs an alias using a `Alias(Cpp &&)` constructor. This allows types with
+// an alias to provide only a single Cpp factory function as long as the Alias can be
+// constructed from an rvalue reference of the base Cpp type. This means that Alias classes
+// can, when appropriate, simply define a `Alias(Cpp &&)` constructor rather than needing to
+// inherit all the base class constructors.
+template <typename Class>
+void construct_alias_from_cpp(std::true_type /*is_alias_constructible*/,
+ value_and_holder &v_h, Cpp<Class> &&base) {
+ v_h.value_ptr() = new Alias<Class>(std::move(base));
+}
+template <typename Class>
+[[noreturn]] void construct_alias_from_cpp(std::false_type /*!is_alias_constructible*/,
+ value_and_holder &, Cpp<Class> &&) {
+ throw type_error("pybind11::init(): unable to convert returned instance to required "
+ "alias class: no `Alias<Class>(Class &&)` constructor available");
+}
+
+// Error-generating fallback for factories that don't match one of the below construction
+// mechanisms.
+template <typename Class>
+void construct(...) {
+ static_assert(!std::is_same<Class, Class>::value /* always false */,
+ "pybind11::init(): init function must return a compatible pointer, "
+ "holder, or value");
+}
+
+// Pointer return v1: the factory function returns a class pointer for a registered class.
+// If we don't need an alias (because this class doesn't have one, or because the final type is
+// inherited on the Python side) we can simply take over ownership. Otherwise we need to try to
+// construct an Alias from the returned base instance.
+template <typename Class>
+void construct(value_and_holder &v_h, Cpp<Class> *ptr, bool need_alias) {
+ no_nullptr(ptr);
+ if (Class::has_alias && need_alias && !is_alias<Class>(ptr)) {
+ // We're going to try to construct an alias by moving the cpp type. Whether or not
+ // that succeeds, we still need to destroy the original cpp pointer (either the
+ // moved away leftover, if the alias construction works, or the value itself if we
+ // throw an error), but we can't just call `delete ptr`: it might have a special
+ // deleter, or might be shared_from_this. So we construct a holder around it as if
+ // it was a normal instance, then steal the holder away into a local variable; thus
+ // the holder and destruction happens when we leave the C++ scope, and the holder
+ // class gets to handle the destruction however it likes.
+ v_h.value_ptr() = ptr;
+ v_h.set_instance_registered(true); // To prevent init_instance from registering it
+ v_h.type->init_instance(v_h.inst, nullptr); // Set up the holder
+ Holder<Class> temp_holder(std::move(v_h.holder<Holder<Class>>())); // Steal the holder
+ v_h.type->dealloc(v_h); // Destroys the moved-out holder remains, resets value ptr to null
+ v_h.set_instance_registered(false);
+
+ construct_alias_from_cpp<Class>(is_alias_constructible<Class>{}, v_h, std::move(*ptr));
+ } else {
+ // Otherwise the type isn't inherited, so we don't need an Alias
+ v_h.value_ptr() = ptr;
+ }
+}
+
+// Pointer return v2: a factory that always returns an alias instance ptr. We simply take over
+// ownership of the pointer.
+template <typename Class, enable_if_t<Class::has_alias, int> = 0>
+void construct(value_and_holder &v_h, Alias<Class> *alias_ptr, bool) {
+ no_nullptr(alias_ptr);
+ v_h.value_ptr() = static_cast<Cpp<Class> *>(alias_ptr);
+}
+
+// Holder return: copy its pointer, and move or copy the returned holder into the new instance's
+// holder. This also handles types like std::shared_ptr<T> and std::unique_ptr<T> where T is a
+// derived type (through those holder's implicit conversion from derived class holder constructors).
+template <typename Class>
+void construct(value_and_holder &v_h, Holder<Class> holder, bool need_alias) {
+ auto *ptr = holder_helper<Holder<Class>>::get(holder);
+ // If we need an alias, check that the held pointer is actually an alias instance
+ if (Class::has_alias && need_alias && !is_alias<Class>(ptr))
+ throw type_error("pybind11::init(): construction failed: returned holder-wrapped instance "
+ "is not an alias instance");
+
+ v_h.value_ptr() = ptr;
+ v_h.type->init_instance(v_h.inst, &holder);
+}
+
+// return-by-value version 1: returning a cpp class by value. If the class has an alias and an
+// alias is required the alias must have an `Alias(Cpp &&)` constructor so that we can construct
+// the alias from the base when needed (i.e. because of Python-side inheritance). When we don't
+// need it, we simply move-construct the cpp value into a new instance.
+template <typename Class>
+void construct(value_and_holder &v_h, Cpp<Class> &&result, bool need_alias) {
+ static_assert(std::is_move_constructible<Cpp<Class>>::value,
+ "pybind11::init() return-by-value factory function requires a movable class");
+ if (Class::has_alias && need_alias)
+ construct_alias_from_cpp<Class>(is_alias_constructible<Class>{}, v_h, std::move(result));
+ else
+ v_h.value_ptr() = new Cpp<Class>(std::move(result));
+}
+
+// return-by-value version 2: returning a value of the alias type itself. We move-construct an
+// Alias instance (even if no the python-side inheritance is involved). The is intended for
+// cases where Alias initialization is always desired.
+template <typename Class>
+void construct(value_and_holder &v_h, Alias<Class> &&result, bool) {
+ static_assert(std::is_move_constructible<Alias<Class>>::value,
+ "pybind11::init() return-by-alias-value factory function requires a movable alias class");
+ v_h.value_ptr() = new Alias<Class>(std::move(result));
+}
+
+// Implementing class for py::init<...>()
+template <typename... Args>
+struct constructor {
+ template <typename Class, typename... Extra, enable_if_t<!Class::has_alias, int> = 0>
+ static void execute(Class &cl, const Extra&... extra) {
+ cl.def("__init__", [](value_and_holder &v_h, Args... args) {
+ v_h.value_ptr() = construct_or_initialize<Cpp<Class>>(std::forward<Args>(args)...);
+ }, is_new_style_constructor(), extra...);
+ }
+
+ template <typename Class, typename... Extra,
+ enable_if_t<Class::has_alias &&
+ std::is_constructible<Cpp<Class>, Args...>::value, int> = 0>
+ static void execute(Class &cl, const Extra&... extra) {
+ cl.def("__init__", [](value_and_holder &v_h, Args... args) {
+ if (Py_TYPE(v_h.inst) == v_h.type->type)
+ v_h.value_ptr() = construct_or_initialize<Cpp<Class>>(std::forward<Args>(args)...);
+ else
+ v_h.value_ptr() = construct_or_initialize<Alias<Class>>(std::forward<Args>(args)...);
+ }, is_new_style_constructor(), extra...);
+ }
+
+ template <typename Class, typename... Extra,
+ enable_if_t<Class::has_alias &&
+ !std::is_constructible<Cpp<Class>, Args...>::value, int> = 0>
+ static void execute(Class &cl, const Extra&... extra) {
+ cl.def("__init__", [](value_and_holder &v_h, Args... args) {
+ v_h.value_ptr() = construct_or_initialize<Alias<Class>>(std::forward<Args>(args)...);
+ }, is_new_style_constructor(), extra...);
+ }
+};
+
+// Implementing class for py::init_alias<...>()
+template <typename... Args> struct alias_constructor {
+ template <typename Class, typename... Extra,
+ enable_if_t<Class::has_alias && std::is_constructible<Alias<Class>, Args...>::value, int> = 0>
+ static void execute(Class &cl, const Extra&... extra) {
+ cl.def("__init__", [](value_and_holder &v_h, Args... args) {
+ v_h.value_ptr() = construct_or_initialize<Alias<Class>>(std::forward<Args>(args)...);
+ }, is_new_style_constructor(), extra...);
+ }
+};
+
+// Implementation class for py::init(Func) and py::init(Func, AliasFunc)
+template <typename CFunc, typename AFunc = void_type (*)(),
+ typename = function_signature_t<CFunc>, typename = function_signature_t<AFunc>>
+struct factory;
+
+// Specialization for py::init(Func)
+template <typename Func, typename Return, typename... Args>
+struct factory<Func, void_type (*)(), Return(Args...)> {
+ remove_reference_t<Func> class_factory;
+
+ factory(Func &&f) : class_factory(std::forward<Func>(f)) { }
+
+ // The given class either has no alias or has no separate alias factory;
+ // this always constructs the class itself. If the class is registered with an alias
+ // type and an alias instance is needed (i.e. because the final type is a Python class
+ // inheriting from the C++ type) the returned value needs to either already be an alias
+ // instance, or the alias needs to be constructible from a `Class &&` argument.
+ template <typename Class, typename... Extra>
+ void execute(Class &cl, const Extra &...extra) && {
+ #if defined(PYBIND11_CPP14)
+ cl.def("__init__", [func = std::move(class_factory)]
+ #else
+ auto &func = class_factory;
+ cl.def("__init__", [func]
+ #endif
+ (value_and_holder &v_h, Args... args) {
+ construct<Class>(v_h, func(std::forward<Args>(args)...),
+ Py_TYPE(v_h.inst) != v_h.type->type);
+ }, is_new_style_constructor(), extra...);
+ }
+};
+
+// Specialization for py::init(Func, AliasFunc)
+template <typename CFunc, typename AFunc,
+ typename CReturn, typename... CArgs, typename AReturn, typename... AArgs>
+struct factory<CFunc, AFunc, CReturn(CArgs...), AReturn(AArgs...)> {
+ static_assert(sizeof...(CArgs) == sizeof...(AArgs),
+ "pybind11::init(class_factory, alias_factory): class and alias factories "
+ "must have identical argument signatures");
+ static_assert(all_of<std::is_same<CArgs, AArgs>...>::value,
+ "pybind11::init(class_factory, alias_factory): class and alias factories "
+ "must have identical argument signatures");
+
+ remove_reference_t<CFunc> class_factory;
+ remove_reference_t<AFunc> alias_factory;
+
+ factory(CFunc &&c, AFunc &&a)
+ : class_factory(std::forward<CFunc>(c)), alias_factory(std::forward<AFunc>(a)) { }
+
+ // The class factory is called when the `self` type passed to `__init__` is the direct
+ // class (i.e. not inherited), the alias factory when `self` is a Python-side subtype.
+ template <typename Class, typename... Extra>
+ void execute(Class &cl, const Extra&... extra) && {
+ static_assert(Class::has_alias, "The two-argument version of `py::init()` can "
+ "only be used if the class has an alias");
+ #if defined(PYBIND11_CPP14)
+ cl.def("__init__", [class_func = std::move(class_factory), alias_func = std::move(alias_factory)]
+ #else
+ auto &class_func = class_factory;
+ auto &alias_func = alias_factory;
+ cl.def("__init__", [class_func, alias_func]
+ #endif
+ (value_and_holder &v_h, CArgs... args) {
+ if (Py_TYPE(v_h.inst) == v_h.type->type)
+ // If the instance type equals the registered type we don't have inheritance, so
+ // don't need the alias and can construct using the class function:
+ construct<Class>(v_h, class_func(std::forward<CArgs>(args)...), false);
+ else
+ construct<Class>(v_h, alias_func(std::forward<CArgs>(args)...), true);
+ }, is_new_style_constructor(), extra...);
+ }
+};
+
+/// Set just the C++ state. Same as `__init__`.
+template <typename Class, typename T>
+void setstate(value_and_holder &v_h, T &&result, bool need_alias) {
+ construct<Class>(v_h, std::forward<T>(result), need_alias);
+}
+
+/// Set both the C++ and Python states
+template <typename Class, typename T, typename O,
+ enable_if_t<std::is_convertible<O, handle>::value, int> = 0>
+void setstate(value_and_holder &v_h, std::pair<T, O> &&result, bool need_alias) {
+ construct<Class>(v_h, std::move(result.first), need_alias);
+ setattr((PyObject *) v_h.inst, "__dict__", result.second);
+}
+
+/// Implementation for py::pickle(GetState, SetState)
+template <typename Get, typename Set,
+ typename = function_signature_t<Get>, typename = function_signature_t<Set>>
+struct pickle_factory;
+
+template <typename Get, typename Set,
+ typename RetState, typename Self, typename NewInstance, typename ArgState>
+struct pickle_factory<Get, Set, RetState(Self), NewInstance(ArgState)> {
+ static_assert(std::is_same<intrinsic_t<RetState>, intrinsic_t<ArgState>>::value,
+ "The type returned by `__getstate__` must be the same "
+ "as the argument accepted by `__setstate__`");
+
+ remove_reference_t<Get> get;
+ remove_reference_t<Set> set;
+
+ pickle_factory(Get get, Set set)
+ : get(std::forward<Get>(get)), set(std::forward<Set>(set)) { }
+
+ template <typename Class, typename... Extra>
+ void execute(Class &cl, const Extra &...extra) && {
+ cl.def("__getstate__", std::move(get));
+
+#if defined(PYBIND11_CPP14)
+ cl.def("__setstate__", [func = std::move(set)]
+#else
+ auto &func = set;
+ cl.def("__setstate__", [func]
+#endif
+ (value_and_holder &v_h, ArgState state) {
+ setstate<Class>(v_h, func(std::forward<ArgState>(state)),
+ Py_TYPE(v_h.inst) != v_h.type->type);
+ }, is_new_style_constructor(), extra...);
+ }
+};
+
+NAMESPACE_END(initimpl)
+NAMESPACE_END(detail)
+NAMESPACE_END(pybind11)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/detail/internals.h b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/internals.h
new file mode 100644
index 000000000..e39f38695
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/internals.h
@@ -0,0 +1,249 @@
+/*
+ pybind11/detail/internals.h: Internal data structure and related functions
+
+ Copyright (c) 2017 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "../pytypes.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+// Forward declarations
+inline PyTypeObject *make_static_property_type();
+inline PyTypeObject *make_default_metaclass();
+inline PyObject *make_object_base_type(PyTypeObject *metaclass);
+
+// Python loads modules by default with dlopen with the RTLD_LOCAL flag; under libc++ and possibly
+// other STLs, this means `typeid(A)` from one module won't equal `typeid(A)` from another module
+// even when `A` is the same, non-hidden-visibility type (e.g. from a common include). Under
+// libstdc++, this doesn't happen: equality and the type_index hash are based on the type name,
+// which works. If not under a known-good stl, provide our own name-based hash and equality
+// functions that use the type name.
+#if defined(__GLIBCXX__)
+inline bool same_type(const std::type_info &lhs, const std::type_info &rhs) { return lhs == rhs; }
+using type_hash = std::hash<std::type_index>;
+using type_equal_to = std::equal_to<std::type_index>;
+#else
+inline bool same_type(const std::type_info &lhs, const std::type_info &rhs) {
+ return lhs.name() == rhs.name() || std::strcmp(lhs.name(), rhs.name()) == 0;
+}
+
+struct type_hash {
+ size_t operator()(const std::type_index &t) const {
+ size_t hash = 5381;
+ const char *ptr = t.name();
+ while (auto c = static_cast<unsigned char>(*ptr++))
+ hash = (hash * 33) ^ c;
+ return hash;
+ }
+};
+
+struct type_equal_to {
+ bool operator()(const std::type_index &lhs, const std::type_index &rhs) const {
+ return lhs.name() == rhs.name() || std::strcmp(lhs.name(), rhs.name()) == 0;
+ }
+};
+#endif
+
+template <typename value_type>
+using type_map = std::unordered_map<std::type_index, value_type, type_hash, type_equal_to>;
+
+struct overload_hash {
+ inline size_t operator()(const std::pair<const PyObject *, const char *>& v) const {
+ size_t value = std::hash<const void *>()(v.first);
+ value ^= std::hash<const void *>()(v.second) + 0x9e3779b9 + (value<<6) + (value>>2);
+ return value;
+ }
+};
+
+/// Internal data structure used to track registered instances and types.
+/// Whenever binary incompatible changes are made to this structure,
+/// `PYBIND11_INTERNALS_VERSION` must be incremented.
+struct internals {
+ type_map<type_info *> registered_types_cpp; // std::type_index -> pybind11's type information
+ std::unordered_map<PyTypeObject *, std::vector<type_info *>> registered_types_py; // PyTypeObject* -> base type_info(s)
+ std::unordered_multimap<const void *, instance*> registered_instances; // void * -> instance*
+ std::unordered_set<std::pair<const PyObject *, const char *>, overload_hash> inactive_overload_cache;
+ type_map<std::vector<bool (*)(PyObject *, void *&)>> direct_conversions;
+ std::unordered_map<const PyObject *, std::vector<PyObject *>> patients;
+ std::forward_list<void (*) (std::exception_ptr)> registered_exception_translators;
+ std::unordered_map<std::string, void *> shared_data; // Custom data to be shared across extensions
+ std::vector<PyObject *> loader_patient_stack; // Used by `loader_life_support`
+ std::forward_list<std::string> static_strings; // Stores the std::strings backing detail::c_str()
+ PyTypeObject *static_property_type;
+ PyTypeObject *default_metaclass;
+ PyObject *instance_base;
+#if defined(WITH_THREAD)
+ decltype(PyThread_create_key()) tstate = 0; // Usually an int but a long on Cygwin64 with Python 3.x
+ PyInterpreterState *istate = nullptr;
+#endif
+};
+
+/// Additional type information which does not fit into the PyTypeObject.
+/// Changes to this struct also require bumping `PYBIND11_INTERNALS_VERSION`.
+struct type_info {
+ PyTypeObject *type;
+ const std::type_info *cpptype;
+ size_t type_size, holder_size_in_ptrs;
+ void *(*operator_new)(size_t);
+ void (*init_instance)(instance *, const void *);
+ void (*dealloc)(value_and_holder &v_h);
+ std::vector<PyObject *(*)(PyObject *, PyTypeObject *)> implicit_conversions;
+ std::vector<std::pair<const std::type_info *, void *(*)(void *)>> implicit_casts;
+ std::vector<bool (*)(PyObject *, void *&)> *direct_conversions;
+ buffer_info *(*get_buffer)(PyObject *, void *) = nullptr;
+ void *get_buffer_data = nullptr;
+ void *(*module_local_load)(PyObject *, const type_info *) = nullptr;
+ /* A simple type never occurs as a (direct or indirect) parent
+ * of a class that makes use of multiple inheritance */
+ bool simple_type : 1;
+ /* True if there is no multiple inheritance in this type's inheritance tree */
+ bool simple_ancestors : 1;
+ /* for base vs derived holder_type checks */
+ bool default_holder : 1;
+ /* true if this is a type registered with py::module_local */
+ bool module_local : 1;
+};
+
+/// Tracks the `internals` and `type_info` ABI version independent of the main library version
+#define PYBIND11_INTERNALS_VERSION 1
+
+#if defined(WITH_THREAD)
+# define PYBIND11_INTERNALS_KIND ""
+#else
+# define PYBIND11_INTERNALS_KIND "_without_thread"
+#endif
+
+#define PYBIND11_INTERNALS_ID "__pybind11_internals_v" \
+ PYBIND11_TOSTRING(PYBIND11_INTERNALS_VERSION) PYBIND11_INTERNALS_KIND "__"
+
+#define PYBIND11_MODULE_LOCAL_ID "__pybind11_module_local_v" \
+ PYBIND11_TOSTRING(PYBIND11_INTERNALS_VERSION) PYBIND11_INTERNALS_KIND "__"
+
+/// Each module locally stores a pointer to the `internals` data. The data
+/// itself is shared among modules with the same `PYBIND11_INTERNALS_ID`.
+inline internals **&get_internals_pp() {
+ static internals **internals_pp = nullptr;
+ return internals_pp;
+}
+
+/// Return a reference to the current `internals` data
+PYBIND11_NOINLINE inline internals &get_internals() {
+ auto **&internals_pp = get_internals_pp();
+ if (internals_pp && *internals_pp)
+ return **internals_pp;
+
+ constexpr auto *id = PYBIND11_INTERNALS_ID;
+ auto builtins = handle(PyEval_GetBuiltins());
+ if (builtins.contains(id) && isinstance<capsule>(builtins[id])) {
+ internals_pp = static_cast<internals **>(capsule(builtins[id]));
+
+ // We loaded builtins through python's builtins, which means that our `error_already_set`
+ // and `builtin_exception` may be different local classes than the ones set up in the
+ // initial exception translator, below, so add another for our local exception classes.
+ //
+ // libstdc++ doesn't require this (types there are identified only by name)
+#if !defined(__GLIBCXX__)
+ (*internals_pp)->registered_exception_translators.push_front(
+ [](std::exception_ptr p) -> void {
+ try {
+ if (p) std::rethrow_exception(p);
+ } catch (error_already_set &e) { e.restore(); return;
+ } catch (const builtin_exception &e) { e.set_error(); return;
+ }
+ }
+ );
+#endif
+ } else {
+ if (!internals_pp) internals_pp = new internals*();
+ auto *&internals_ptr = *internals_pp;
+ internals_ptr = new internals();
+#if defined(WITH_THREAD)
+ PyEval_InitThreads();
+ PyThreadState *tstate = PyThreadState_Get();
+ internals_ptr->tstate = PyThread_create_key();
+ PyThread_set_key_value(internals_ptr->tstate, tstate);
+ internals_ptr->istate = tstate->interp;
+#endif
+ builtins[id] = capsule(internals_pp);
+ internals_ptr->registered_exception_translators.push_front(
+ [](std::exception_ptr p) -> void {
+ try {
+ if (p) std::rethrow_exception(p);
+ } catch (error_already_set &e) { e.restore(); return;
+ } catch (const builtin_exception &e) { e.set_error(); 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::invalid_argument &e) { PyErr_SetString(PyExc_ValueError, e.what()); return;
+ } catch (const std::length_error &e) { PyErr_SetString(PyExc_ValueError, e.what()); return;
+ } catch (const std::out_of_range &e) { PyErr_SetString(PyExc_IndexError, e.what()); return;
+ } catch (const std::range_error &e) { PyErr_SetString(PyExc_ValueError, e.what()); return;
+ } catch (const std::exception &e) { PyErr_SetString(PyExc_RuntimeError, e.what()); return;
+ } catch (...) {
+ PyErr_SetString(PyExc_RuntimeError, "Caught an unknown exception!");
+ return;
+ }
+ }
+ );
+ internals_ptr->static_property_type = make_static_property_type();
+ internals_ptr->default_metaclass = make_default_metaclass();
+ internals_ptr->instance_base = make_object_base_type(internals_ptr->default_metaclass);
+ }
+ return **internals_pp;
+}
+
+/// Works like `internals.registered_types_cpp`, but for module-local registered types:
+inline type_map<type_info *> &registered_local_types_cpp() {
+ static type_map<type_info *> locals{};
+ return locals;
+}
+
+/// Constructs a std::string with the given arguments, stores it in `internals`, and returns its
+/// `c_str()`. Such strings objects have a long storage duration -- the internal strings are only
+/// cleared when the program exits or after interpreter shutdown (when embedding), and so are
+/// suitable for c-style strings needed by Python internals (such as PyTypeObject's tp_name).
+template <typename... Args>
+const char *c_str(Args &&...args) {
+ auto &strings = get_internals().static_strings;
+ strings.emplace_front(std::forward<Args>(args)...);
+ return strings.front().c_str();
+}
+
+NAMESPACE_END(detail)
+
+/// Returns a named pointer that is shared among all extension modules (using the same
+/// pybind11 version) running in the current interpreter. Names starting with underscores
+/// are reserved for internal usage. Returns `nullptr` if no matching entry was found.
+inline PYBIND11_NOINLINE void *get_shared_data(const std::string &name) {
+ auto &internals = detail::get_internals();
+ auto it = internals.shared_data.find(name);
+ return it != internals.shared_data.end() ? it->second : nullptr;
+}
+
+/// Set the shared data that can be later recovered by `get_shared_data()`.
+inline PYBIND11_NOINLINE void *set_shared_data(const std::string &name, void *data) {
+ detail::get_internals().shared_data[name] = data;
+ return data;
+}
+
+/// Returns a typed reference to a shared data entry (by using `get_shared_data()`) if
+/// such entry exists. Otherwise, a new object of default-constructible type `T` is
+/// added to the shared data under the given name and a reference to it is returned.
+template<typename T>
+T &get_or_create_shared_data(const std::string &name) {
+ auto &internals = detail::get_internals();
+ auto it = internals.shared_data.find(name);
+ T *ptr = (T *) (it != internals.shared_data.end() ? it->second : nullptr);
+ if (!ptr) {
+ ptr = new T();
+ internals.shared_data[name] = ptr;
+ }
+ return *ptr;
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/detail/typeid.h b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/typeid.h
new file mode 100644
index 000000000..6f36aab75
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/detail/typeid.h
@@ -0,0 +1,53 @@
+/*
+ pybind11/detail/typeid.h: Compiler-independent access to type identifiers
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include <cstdio>
+#include <cstdlib>
+
+#if defined(__GNUG__)
+#include <cxxabi.h>
+#endif
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+/// Erase all occurrences of a substring
+inline void erase_all(std::string &string, const std::string &search) {
+ for (size_t pos = 0;;) {
+ pos = string.find(search, pos);
+ if (pos == std::string::npos) break;
+ string.erase(pos, search.length());
+ }
+}
+
+PYBIND11_NOINLINE inline void clean_type_id(std::string &name) {
+#if defined(__GNUG__)
+ int status = 0;
+ std::unique_ptr<char, void (*)(void *)> res {
+ abi::__cxa_demangle(name.c_str(), nullptr, nullptr, &status), std::free };
+ if (status == 0)
+ name = res.get();
+#else
+ detail::erase_all(name, "class ");
+ detail::erase_all(name, "struct ");
+ detail::erase_all(name, "enum ");
+#endif
+ detail::erase_all(name, "pybind11::");
+}
+NAMESPACE_END(detail)
+
+/// Return a string representation of a C++ type
+template <typename T> static std::string type_id() {
+ std::string name(typeid(T).name());
+ detail::clean_type_id(name);
+ return name;
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/eigen.h b/ml/dlib/dlib/external/pybind11/include/pybind11/eigen.h
new file mode 100644
index 000000000..693a484dc
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/eigen.h
@@ -0,0 +1,612 @@
+/*
+ pybind11/eigen.h: Transparent conversion for dense and sparse Eigen matrices
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "numpy.h"
+
+#if defined(__INTEL_COMPILER)
+# pragma warning(disable: 1682) // implicit conversion of a 64-bit integral type to a smaller integral type (potential portability problem)
+#elif defined(__GNUG__) || defined(__clang__)
+# pragma GCC diagnostic push
+# pragma GCC diagnostic ignored "-Wconversion"
+# pragma GCC diagnostic ignored "-Wdeprecated-declarations"
+# if __GNUC__ >= 7
+# pragma GCC diagnostic ignored "-Wint-in-bool-context"
+# endif
+#endif
+
+#if defined(_MSC_VER)
+# pragma warning(push)
+# pragma warning(disable: 4127) // warning C4127: Conditional expression is constant
+# pragma warning(disable: 4996) // warning C4996: std::unary_negate is deprecated in C++17
+#endif
+
+#include <Eigen/Core>
+#include <Eigen/SparseCore>
+
+// Eigen prior to 3.2.7 doesn't have proper move constructors--but worse, some classes get implicit
+// move constructors that break things. We could detect this an explicitly copy, but an extra copy
+// of matrices seems highly undesirable.
+static_assert(EIGEN_VERSION_AT_LEAST(3,2,7), "Eigen support in pybind11 requires Eigen >= 3.2.7");
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+// Provide a convenience alias for easier pass-by-ref usage with fully dynamic strides:
+using EigenDStride = Eigen::Stride<Eigen::Dynamic, Eigen::Dynamic>;
+template <typename MatrixType> using EigenDRef = Eigen::Ref<MatrixType, 0, EigenDStride>;
+template <typename MatrixType> using EigenDMap = Eigen::Map<MatrixType, 0, EigenDStride>;
+
+NAMESPACE_BEGIN(detail)
+
+#if EIGEN_VERSION_AT_LEAST(3,3,0)
+using EigenIndex = Eigen::Index;
+#else
+using EigenIndex = EIGEN_DEFAULT_DENSE_INDEX_TYPE;
+#endif
+
+// Matches Eigen::Map, Eigen::Ref, blocks, etc:
+template <typename T> using is_eigen_dense_map = all_of<is_template_base_of<Eigen::DenseBase, T>, std::is_base_of<Eigen::MapBase<T, Eigen::ReadOnlyAccessors>, T>>;
+template <typename T> using is_eigen_mutable_map = std::is_base_of<Eigen::MapBase<T, Eigen::WriteAccessors>, T>;
+template <typename T> using is_eigen_dense_plain = all_of<negation<is_eigen_dense_map<T>>, is_template_base_of<Eigen::PlainObjectBase, T>>;
+template <typename T> using is_eigen_sparse = is_template_base_of<Eigen::SparseMatrixBase, T>;
+// Test for objects inheriting from EigenBase<Derived> that aren't captured by the above. This
+// basically covers anything that can be assigned to a dense matrix but that don't have a typical
+// matrix data layout that can be copied from their .data(). For example, DiagonalMatrix and
+// SelfAdjointView fall into this category.
+template <typename T> using is_eigen_other = all_of<
+ is_template_base_of<Eigen::EigenBase, T>,
+ negation<any_of<is_eigen_dense_map<T>, is_eigen_dense_plain<T>, is_eigen_sparse<T>>>
+>;
+
+// Captures numpy/eigen conformability status (returned by EigenProps::conformable()):
+template <bool EigenRowMajor> struct EigenConformable {
+ bool conformable = false;
+ EigenIndex rows = 0, cols = 0;
+ EigenDStride stride{0, 0}; // Only valid if negativestrides is false!
+ bool negativestrides = false; // If true, do not use stride!
+
+ EigenConformable(bool fits = false) : conformable{fits} {}
+ // Matrix type:
+ EigenConformable(EigenIndex r, EigenIndex c,
+ EigenIndex rstride, EigenIndex cstride) :
+ conformable{true}, rows{r}, cols{c} {
+ // TODO: when Eigen bug #747 is fixed, remove the tests for non-negativity. http://eigen.tuxfamily.org/bz/show_bug.cgi?id=747
+ if (rstride < 0 || cstride < 0) {
+ negativestrides = true;
+ } else {
+ stride = {EigenRowMajor ? rstride : cstride /* outer stride */,
+ EigenRowMajor ? cstride : rstride /* inner stride */ };
+ }
+ }
+ // Vector type:
+ EigenConformable(EigenIndex r, EigenIndex c, EigenIndex stride)
+ : EigenConformable(r, c, r == 1 ? c*stride : stride, c == 1 ? r : r*stride) {}
+
+ template <typename props> bool stride_compatible() const {
+ // To have compatible strides, we need (on both dimensions) one of fully dynamic strides,
+ // matching strides, or a dimension size of 1 (in which case the stride value is irrelevant)
+ return
+ !negativestrides &&
+ (props::inner_stride == Eigen::Dynamic || props::inner_stride == stride.inner() ||
+ (EigenRowMajor ? cols : rows) == 1) &&
+ (props::outer_stride == Eigen::Dynamic || props::outer_stride == stride.outer() ||
+ (EigenRowMajor ? rows : cols) == 1);
+ }
+ operator bool() const { return conformable; }
+};
+
+template <typename Type> struct eigen_extract_stride { using type = Type; };
+template <typename PlainObjectType, int MapOptions, typename StrideType>
+struct eigen_extract_stride<Eigen::Map<PlainObjectType, MapOptions, StrideType>> { using type = StrideType; };
+template <typename PlainObjectType, int Options, typename StrideType>
+struct eigen_extract_stride<Eigen::Ref<PlainObjectType, Options, StrideType>> { using type = StrideType; };
+
+// Helper struct for extracting information from an Eigen type
+template <typename Type_> struct EigenProps {
+ using Type = Type_;
+ using Scalar = typename Type::Scalar;
+ using StrideType = typename eigen_extract_stride<Type>::type;
+ static constexpr EigenIndex
+ rows = Type::RowsAtCompileTime,
+ cols = Type::ColsAtCompileTime,
+ size = Type::SizeAtCompileTime;
+ static constexpr bool
+ row_major = Type::IsRowMajor,
+ vector = Type::IsVectorAtCompileTime, // At least one dimension has fixed size 1
+ fixed_rows = rows != Eigen::Dynamic,
+ fixed_cols = cols != Eigen::Dynamic,
+ fixed = size != Eigen::Dynamic, // Fully-fixed size
+ dynamic = !fixed_rows && !fixed_cols; // Fully-dynamic size
+
+ template <EigenIndex i, EigenIndex ifzero> using if_zero = std::integral_constant<EigenIndex, i == 0 ? ifzero : i>;
+ static constexpr EigenIndex inner_stride = if_zero<StrideType::InnerStrideAtCompileTime, 1>::value,
+ outer_stride = if_zero<StrideType::OuterStrideAtCompileTime,
+ vector ? size : row_major ? cols : rows>::value;
+ static constexpr bool dynamic_stride = inner_stride == Eigen::Dynamic && outer_stride == Eigen::Dynamic;
+ static constexpr bool requires_row_major = !dynamic_stride && !vector && (row_major ? inner_stride : outer_stride) == 1;
+ static constexpr bool requires_col_major = !dynamic_stride && !vector && (row_major ? outer_stride : inner_stride) == 1;
+
+ // Takes an input array and determines whether we can make it fit into the Eigen type. If
+ // the array is a vector, we attempt to fit it into either an Eigen 1xN or Nx1 vector
+ // (preferring the latter if it will fit in either, i.e. for a fully dynamic matrix type).
+ static EigenConformable<row_major> conformable(const array &a) {
+ const auto dims = a.ndim();
+ if (dims < 1 || dims > 2)
+ return false;
+
+ if (dims == 2) { // Matrix type: require exact match (or dynamic)
+
+ EigenIndex
+ np_rows = a.shape(0),
+ np_cols = a.shape(1),
+ np_rstride = a.strides(0) / static_cast<ssize_t>(sizeof(Scalar)),
+ np_cstride = a.strides(1) / static_cast<ssize_t>(sizeof(Scalar));
+ if ((fixed_rows && np_rows != rows) || (fixed_cols && np_cols != cols))
+ return false;
+
+ return {np_rows, np_cols, np_rstride, np_cstride};
+ }
+
+ // Otherwise we're storing an n-vector. Only one of the strides will be used, but whichever
+ // is used, we want the (single) numpy stride value.
+ const EigenIndex n = a.shape(0),
+ stride = a.strides(0) / static_cast<ssize_t>(sizeof(Scalar));
+
+ if (vector) { // Eigen type is a compile-time vector
+ if (fixed && size != n)
+ return false; // Vector size mismatch
+ return {rows == 1 ? 1 : n, cols == 1 ? 1 : n, stride};
+ }
+ else if (fixed) {
+ // The type has a fixed size, but is not a vector: abort
+ return false;
+ }
+ else if (fixed_cols) {
+ // Since this isn't a vector, cols must be != 1. We allow this only if it exactly
+ // equals the number of elements (rows is Dynamic, and so 1 row is allowed).
+ if (cols != n) return false;
+ return {1, n, stride};
+ }
+ else {
+ // Otherwise it's either fully dynamic, or column dynamic; both become a column vector
+ if (fixed_rows && rows != n) return false;
+ return {n, 1, stride};
+ }
+ }
+
+ static PYBIND11_DESCR descriptor() {
+ constexpr bool show_writeable = is_eigen_dense_map<Type>::value && is_eigen_mutable_map<Type>::value;
+ constexpr bool show_order = is_eigen_dense_map<Type>::value;
+ constexpr bool show_c_contiguous = show_order && requires_row_major;
+ constexpr bool show_f_contiguous = !show_c_contiguous && show_order && requires_col_major;
+
+ return type_descr(_("numpy.ndarray[") + npy_format_descriptor<Scalar>::name() +
+ _("[") + _<fixed_rows>(_<(size_t) rows>(), _("m")) +
+ _(", ") + _<fixed_cols>(_<(size_t) cols>(), _("n")) +
+ _("]") +
+ // For a reference type (e.g. Ref<MatrixXd>) we have other constraints that might need to be
+ // satisfied: writeable=True (for a mutable reference), and, depending on the map's stride
+ // options, possibly f_contiguous or c_contiguous. We include them in the descriptor output
+ // to provide some hint as to why a TypeError is occurring (otherwise it can be confusing to
+ // see that a function accepts a 'numpy.ndarray[float64[3,2]]' and an error message that you
+ // *gave* a numpy.ndarray of the right type and dimensions.
+ _<show_writeable>(", flags.writeable", "") +
+ _<show_c_contiguous>(", flags.c_contiguous", "") +
+ _<show_f_contiguous>(", flags.f_contiguous", "") +
+ _("]")
+ );
+ }
+};
+
+// Casts an Eigen type to numpy array. If given a base, the numpy array references the src data,
+// otherwise it'll make a copy. writeable lets you turn off the writeable flag for the array.
+template <typename props> handle eigen_array_cast(typename props::Type const &src, handle base = handle(), bool writeable = true) {
+ constexpr ssize_t elem_size = sizeof(typename props::Scalar);
+ array a;
+ if (props::vector)
+ a = array({ src.size() }, { elem_size * src.innerStride() }, src.data(), base);
+ else
+ a = array({ src.rows(), src.cols() }, { elem_size * src.rowStride(), elem_size * src.colStride() },
+ src.data(), base);
+
+ if (!writeable)
+ array_proxy(a.ptr())->flags &= ~detail::npy_api::NPY_ARRAY_WRITEABLE_;
+
+ return a.release();
+}
+
+// Takes an lvalue ref to some Eigen type and a (python) base object, creating a numpy array that
+// reference the Eigen object's data with `base` as the python-registered base class (if omitted,
+// the base will be set to None, and lifetime management is up to the caller). The numpy array is
+// non-writeable if the given type is const.
+template <typename props, typename Type>
+handle eigen_ref_array(Type &src, handle parent = none()) {
+ // none here is to get past array's should-we-copy detection, which currently always
+ // copies when there is no base. Setting the base to None should be harmless.
+ return eigen_array_cast<props>(src, parent, !std::is_const<Type>::value);
+}
+
+// Takes a pointer to some dense, plain Eigen type, builds a capsule around it, then returns a numpy
+// array that references the encapsulated data with a python-side reference to the capsule to tie
+// its destruction to that of any dependent python objects. Const-ness is determined by whether or
+// not the Type of the pointer given is const.
+template <typename props, typename Type, typename = enable_if_t<is_eigen_dense_plain<Type>::value>>
+handle eigen_encapsulate(Type *src) {
+ capsule base(src, [](void *o) { delete static_cast<Type *>(o); });
+ return eigen_ref_array<props>(*src, base);
+}
+
+// Type caster for regular, dense matrix types (e.g. MatrixXd), but not maps/refs/etc. of dense
+// types.
+template<typename Type>
+struct type_caster<Type, enable_if_t<is_eigen_dense_plain<Type>::value>> {
+ using Scalar = typename Type::Scalar;
+ using props = EigenProps<Type>;
+
+ bool load(handle src, bool convert) {
+ // If we're in no-convert mode, only load if given an array of the correct type
+ if (!convert && !isinstance<array_t<Scalar>>(src))
+ return false;
+
+ // Coerce into an array, but don't do type conversion yet; the copy below handles it.
+ auto buf = array::ensure(src);
+
+ if (!buf)
+ return false;
+
+ auto dims = buf.ndim();
+ if (dims < 1 || dims > 2)
+ return false;
+
+ auto fits = props::conformable(buf);
+ if (!fits)
+ return false;
+
+ // Allocate the new type, then build a numpy reference into it
+ value = Type(fits.rows, fits.cols);
+ auto ref = reinterpret_steal<array>(eigen_ref_array<props>(value));
+ if (dims == 1) ref = ref.squeeze();
+ else if (ref.ndim() == 1) buf = buf.squeeze();
+
+ int result = detail::npy_api::get().PyArray_CopyInto_(ref.ptr(), buf.ptr());
+
+ if (result < 0) { // Copy failed!
+ PyErr_Clear();
+ return false;
+ }
+
+ return true;
+ }
+
+private:
+
+ // Cast implementation
+ template <typename CType>
+ static handle cast_impl(CType *src, return_value_policy policy, handle parent) {
+ switch (policy) {
+ case return_value_policy::take_ownership:
+ case return_value_policy::automatic:
+ return eigen_encapsulate<props>(src);
+ case return_value_policy::move:
+ return eigen_encapsulate<props>(new CType(std::move(*src)));
+ case return_value_policy::copy:
+ return eigen_array_cast<props>(*src);
+ case return_value_policy::reference:
+ case return_value_policy::automatic_reference:
+ return eigen_ref_array<props>(*src);
+ case return_value_policy::reference_internal:
+ return eigen_ref_array<props>(*src, parent);
+ default:
+ throw cast_error("unhandled return_value_policy: should not happen!");
+ };
+ }
+
+public:
+
+ // Normal returned non-reference, non-const value:
+ static handle cast(Type &&src, return_value_policy /* policy */, handle parent) {
+ return cast_impl(&src, return_value_policy::move, parent);
+ }
+ // If you return a non-reference const, we mark the numpy array readonly:
+ static handle cast(const Type &&src, return_value_policy /* policy */, handle parent) {
+ return cast_impl(&src, return_value_policy::move, parent);
+ }
+ // lvalue reference return; default (automatic) becomes copy
+ static handle cast(Type &src, return_value_policy policy, handle parent) {
+ if (policy == return_value_policy::automatic || policy == return_value_policy::automatic_reference)
+ policy = return_value_policy::copy;
+ return cast_impl(&src, policy, parent);
+ }
+ // const lvalue reference return; default (automatic) becomes copy
+ static handle cast(const Type &src, return_value_policy policy, handle parent) {
+ if (policy == return_value_policy::automatic || policy == return_value_policy::automatic_reference)
+ policy = return_value_policy::copy;
+ return cast(&src, policy, parent);
+ }
+ // non-const pointer return
+ static handle cast(Type *src, return_value_policy policy, handle parent) {
+ return cast_impl(src, policy, parent);
+ }
+ // const pointer return
+ static handle cast(const Type *src, return_value_policy policy, handle parent) {
+ return cast_impl(src, policy, parent);
+ }
+
+ static PYBIND11_DESCR name() { return props::descriptor(); }
+
+ operator Type*() { return &value; }
+ operator Type&() { return value; }
+ operator Type&&() && { return std::move(value); }
+ template <typename T> using cast_op_type = movable_cast_op_type<T>;
+
+private:
+ Type value;
+};
+
+// Eigen Ref/Map classes have slightly different policy requirements, meaning we don't want to force
+// `move` when a Ref/Map rvalue is returned; we treat Ref<> sort of like a pointer (we care about
+// the underlying data, not the outer shell).
+template <typename Return>
+struct return_value_policy_override<Return, enable_if_t<is_eigen_dense_map<Return>::value>> {
+ static return_value_policy policy(return_value_policy p) { return p; }
+};
+
+// Base class for casting reference/map/block/etc. objects back to python.
+template <typename MapType> struct eigen_map_caster {
+private:
+ using props = EigenProps<MapType>;
+
+public:
+
+ // Directly referencing a ref/map's data is a bit dangerous (whatever the map/ref points to has
+ // to stay around), but we'll allow it under the assumption that you know what you're doing (and
+ // have an appropriate keep_alive in place). We return a numpy array pointing directly at the
+ // ref's data (The numpy array ends up read-only if the ref was to a const matrix type.) Note
+ // that this means you need to ensure you don't destroy the object in some other way (e.g. with
+ // an appropriate keep_alive, or with a reference to a statically allocated matrix).
+ static handle cast(const MapType &src, return_value_policy policy, handle parent) {
+ switch (policy) {
+ case return_value_policy::copy:
+ return eigen_array_cast<props>(src);
+ case return_value_policy::reference_internal:
+ return eigen_array_cast<props>(src, parent, is_eigen_mutable_map<MapType>::value);
+ case return_value_policy::reference:
+ case return_value_policy::automatic:
+ case return_value_policy::automatic_reference:
+ return eigen_array_cast<props>(src, none(), is_eigen_mutable_map<MapType>::value);
+ default:
+ // move, take_ownership don't make any sense for a ref/map:
+ pybind11_fail("Invalid return_value_policy for Eigen Map/Ref/Block type");
+ }
+ }
+
+ static PYBIND11_DESCR name() { return props::descriptor(); }
+
+ // Explicitly delete these: support python -> C++ conversion on these (i.e. these can be return
+ // types but not bound arguments). We still provide them (with an explicitly delete) so that
+ // you end up here if you try anyway.
+ bool load(handle, bool) = delete;
+ operator MapType() = delete;
+ template <typename> using cast_op_type = MapType;
+};
+
+// We can return any map-like object (but can only load Refs, specialized next):
+template <typename Type> struct type_caster<Type, enable_if_t<is_eigen_dense_map<Type>::value>>
+ : eigen_map_caster<Type> {};
+
+// Loader for Ref<...> arguments. See the documentation for info on how to make this work without
+// copying (it requires some extra effort in many cases).
+template <typename PlainObjectType, typename StrideType>
+struct type_caster<
+ Eigen::Ref<PlainObjectType, 0, StrideType>,
+ enable_if_t<is_eigen_dense_map<Eigen::Ref<PlainObjectType, 0, StrideType>>::value>
+> : public eigen_map_caster<Eigen::Ref<PlainObjectType, 0, StrideType>> {
+private:
+ using Type = Eigen::Ref<PlainObjectType, 0, StrideType>;
+ using props = EigenProps<Type>;
+ using Scalar = typename props::Scalar;
+ using MapType = Eigen::Map<PlainObjectType, 0, StrideType>;
+ using Array = array_t<Scalar, array::forcecast |
+ ((props::row_major ? props::inner_stride : props::outer_stride) == 1 ? array::c_style :
+ (props::row_major ? props::outer_stride : props::inner_stride) == 1 ? array::f_style : 0)>;
+ static constexpr bool need_writeable = is_eigen_mutable_map<Type>::value;
+ // Delay construction (these have no default constructor)
+ std::unique_ptr<MapType> map;
+ std::unique_ptr<Type> ref;
+ // Our array. When possible, this is just a numpy array pointing to the source data, but
+ // sometimes we can't avoid copying (e.g. input is not a numpy array at all, has an incompatible
+ // layout, or is an array of a type that needs to be converted). Using a numpy temporary
+ // (rather than an Eigen temporary) saves an extra copy when we need both type conversion and
+ // storage order conversion. (Note that we refuse to use this temporary copy when loading an
+ // argument for a Ref<M> with M non-const, i.e. a read-write reference).
+ Array copy_or_ref;
+public:
+ bool load(handle src, bool convert) {
+ // First check whether what we have is already an array of the right type. If not, we can't
+ // avoid a copy (because the copy is also going to do type conversion).
+ bool need_copy = !isinstance<Array>(src);
+
+ EigenConformable<props::row_major> fits;
+ if (!need_copy) {
+ // We don't need a converting copy, but we also need to check whether the strides are
+ // compatible with the Ref's stride requirements
+ Array aref = reinterpret_borrow<Array>(src);
+
+ if (aref && (!need_writeable || aref.writeable())) {
+ fits = props::conformable(aref);
+ if (!fits) return false; // Incompatible dimensions
+ if (!fits.template stride_compatible<props>())
+ need_copy = true;
+ else
+ copy_or_ref = std::move(aref);
+ }
+ else {
+ need_copy = true;
+ }
+ }
+
+ if (need_copy) {
+ // We need to copy: If we need a mutable reference, or we're not supposed to convert
+ // (either because we're in the no-convert overload pass, or because we're explicitly
+ // instructed not to copy (via `py::arg().noconvert()`) we have to fail loading.
+ if (!convert || need_writeable) return false;
+
+ Array copy = Array::ensure(src);
+ if (!copy) return false;
+ fits = props::conformable(copy);
+ if (!fits || !fits.template stride_compatible<props>())
+ return false;
+ copy_or_ref = std::move(copy);
+ loader_life_support::add_patient(copy_or_ref);
+ }
+
+ ref.reset();
+ map.reset(new MapType(data(copy_or_ref), fits.rows, fits.cols, make_stride(fits.stride.outer(), fits.stride.inner())));
+ ref.reset(new Type(*map));
+
+ return true;
+ }
+
+ operator Type*() { return ref.get(); }
+ operator Type&() { return *ref; }
+ template <typename _T> using cast_op_type = pybind11::detail::cast_op_type<_T>;
+
+private:
+ template <typename T = Type, enable_if_t<is_eigen_mutable_map<T>::value, int> = 0>
+ Scalar *data(Array &a) { return a.mutable_data(); }
+
+ template <typename T = Type, enable_if_t<!is_eigen_mutable_map<T>::value, int> = 0>
+ const Scalar *data(Array &a) { return a.data(); }
+
+ // Attempt to figure out a constructor of `Stride` that will work.
+ // If both strides are fixed, use a default constructor:
+ template <typename S> using stride_ctor_default = bool_constant<
+ S::InnerStrideAtCompileTime != Eigen::Dynamic && S::OuterStrideAtCompileTime != Eigen::Dynamic &&
+ std::is_default_constructible<S>::value>;
+ // Otherwise, if there is a two-index constructor, assume it is (outer,inner) like
+ // Eigen::Stride, and use it:
+ template <typename S> using stride_ctor_dual = bool_constant<
+ !stride_ctor_default<S>::value && std::is_constructible<S, EigenIndex, EigenIndex>::value>;
+ // Otherwise, if there is a one-index constructor, and just one of the strides is dynamic, use
+ // it (passing whichever stride is dynamic).
+ template <typename S> using stride_ctor_outer = bool_constant<
+ !any_of<stride_ctor_default<S>, stride_ctor_dual<S>>::value &&
+ S::OuterStrideAtCompileTime == Eigen::Dynamic && S::InnerStrideAtCompileTime != Eigen::Dynamic &&
+ std::is_constructible<S, EigenIndex>::value>;
+ template <typename S> using stride_ctor_inner = bool_constant<
+ !any_of<stride_ctor_default<S>, stride_ctor_dual<S>>::value &&
+ S::InnerStrideAtCompileTime == Eigen::Dynamic && S::OuterStrideAtCompileTime != Eigen::Dynamic &&
+ std::is_constructible<S, EigenIndex>::value>;
+
+ template <typename S = StrideType, enable_if_t<stride_ctor_default<S>::value, int> = 0>
+ static S make_stride(EigenIndex, EigenIndex) { return S(); }
+ template <typename S = StrideType, enable_if_t<stride_ctor_dual<S>::value, int> = 0>
+ static S make_stride(EigenIndex outer, EigenIndex inner) { return S(outer, inner); }
+ template <typename S = StrideType, enable_if_t<stride_ctor_outer<S>::value, int> = 0>
+ static S make_stride(EigenIndex outer, EigenIndex) { return S(outer); }
+ template <typename S = StrideType, enable_if_t<stride_ctor_inner<S>::value, int> = 0>
+ static S make_stride(EigenIndex, EigenIndex inner) { return S(inner); }
+
+};
+
+// type_caster for special matrix types (e.g. DiagonalMatrix), which are EigenBase, but not
+// EigenDense (i.e. they don't have a data(), at least not with the usual matrix layout).
+// load() is not supported, but we can cast them into the python domain by first copying to a
+// regular Eigen::Matrix, then casting that.
+template <typename Type>
+struct type_caster<Type, enable_if_t<is_eigen_other<Type>::value>> {
+protected:
+ using Matrix = Eigen::Matrix<typename Type::Scalar, Type::RowsAtCompileTime, Type::ColsAtCompileTime>;
+ using props = EigenProps<Matrix>;
+public:
+ static handle cast(const Type &src, return_value_policy /* policy */, handle /* parent */) {
+ handle h = eigen_encapsulate<props>(new Matrix(src));
+ return h;
+ }
+ static handle cast(const Type *src, return_value_policy policy, handle parent) { return cast(*src, policy, parent); }
+
+ static PYBIND11_DESCR name() { return props::descriptor(); }
+
+ // Explicitly delete these: support python -> C++ conversion on these (i.e. these can be return
+ // types but not bound arguments). We still provide them (with an explicitly delete) so that
+ // you end up here if you try anyway.
+ bool load(handle, bool) = delete;
+ operator Type() = delete;
+ template <typename> using cast_op_type = Type;
+};
+
+template<typename Type>
+struct type_caster<Type, enable_if_t<is_eigen_sparse<Type>::value>> {
+ typedef typename Type::Scalar Scalar;
+ typedef remove_reference_t<decltype(*std::declval<Type>().outerIndexPtr())> StorageIndex;
+ typedef typename Type::Index Index;
+ static constexpr bool rowMajor = Type::IsRowMajor;
+
+ bool load(handle src, bool) {
+ if (!src)
+ return false;
+
+ auto obj = reinterpret_borrow<object>(src);
+ object sparse_module = module::import("scipy.sparse");
+ object matrix_type = sparse_module.attr(
+ rowMajor ? "csr_matrix" : "csc_matrix");
+
+ if (!obj.get_type().is(matrix_type)) {
+ try {
+ obj = matrix_type(obj);
+ } catch (const error_already_set &) {
+ return false;
+ }
+ }
+
+ auto values = array_t<Scalar>((object) obj.attr("data"));
+ auto innerIndices = array_t<StorageIndex>((object) obj.attr("indices"));
+ auto outerIndices = array_t<StorageIndex>((object) obj.attr("indptr"));
+ auto shape = pybind11::tuple((pybind11::object) obj.attr("shape"));
+ auto nnz = obj.attr("nnz").cast<Index>();
+
+ if (!values || !innerIndices || !outerIndices)
+ return false;
+
+ value = Eigen::MappedSparseMatrix<Scalar, Type::Flags, StorageIndex>(
+ shape[0].cast<Index>(), shape[1].cast<Index>(), nnz,
+ outerIndices.mutable_data(), innerIndices.mutable_data(), values.mutable_data());
+
+ return true;
+ }
+
+ static handle cast(const Type &src, return_value_policy /* policy */, handle /* parent */) {
+ const_cast<Type&>(src).makeCompressed();
+
+ object matrix_type = module::import("scipy.sparse").attr(
+ rowMajor ? "csr_matrix" : "csc_matrix");
+
+ array data(src.nonZeros(), src.valuePtr());
+ array outerIndices((rowMajor ? src.rows() : src.cols()) + 1, src.outerIndexPtr());
+ array innerIndices(src.nonZeros(), src.innerIndexPtr());
+
+ return matrix_type(
+ std::make_tuple(data, innerIndices, outerIndices),
+ std::make_pair(src.rows(), src.cols())
+ ).release();
+ }
+
+ PYBIND11_TYPE_CASTER(Type, _<(Type::IsRowMajor) != 0>("scipy.sparse.csr_matrix[", "scipy.sparse.csc_matrix[")
+ + npy_format_descriptor<Scalar>::name() + _("]"));
+};
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
+
+#if defined(__GNUG__) || defined(__clang__)
+# pragma GCC diagnostic pop
+#elif defined(_MSC_VER)
+# pragma warning(pop)
+#endif
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/embed.h b/ml/dlib/dlib/external/pybind11/include/pybind11/embed.h
new file mode 100644
index 000000000..9abc61c34
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/embed.h
@@ -0,0 +1,194 @@
+/*
+ pybind11/embed.h: Support for embedding the interpreter
+
+ Copyright (c) 2017 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+#include "eval.h"
+
+#if defined(PYPY_VERSION)
+# error Embedding the interpreter is not supported with PyPy
+#endif
+
+#if PY_MAJOR_VERSION >= 3
+# define PYBIND11_EMBEDDED_MODULE_IMPL(name) \
+ extern "C" PyObject *pybind11_init_impl_##name() { \
+ return pybind11_init_wrapper_##name(); \
+ }
+#else
+# define PYBIND11_EMBEDDED_MODULE_IMPL(name) \
+ extern "C" void pybind11_init_impl_##name() { \
+ pybind11_init_wrapper_##name(); \
+ }
+#endif
+
+/** \rst
+ Add a new module to the table of builtins for the interpreter. Must be
+ defined in global scope. The first macro parameter is the name of the
+ module (without quotes). The second parameter is the variable which will
+ be used as the interface to add functions and classes to the module.
+
+ .. code-block:: cpp
+
+ PYBIND11_EMBEDDED_MODULE(example, m) {
+ // ... initialize functions and classes here
+ m.def("foo", []() {
+ return "Hello, World!";
+ });
+ }
+ \endrst */
+#define PYBIND11_EMBEDDED_MODULE(name, variable) \
+ static void PYBIND11_CONCAT(pybind11_init_, name)(pybind11::module &); \
+ static PyObject PYBIND11_CONCAT(*pybind11_init_wrapper_, name)() { \
+ auto m = pybind11::module(PYBIND11_TOSTRING(name)); \
+ try { \
+ PYBIND11_CONCAT(pybind11_init_, name)(m); \
+ return m.ptr(); \
+ } catch (pybind11::error_already_set &e) { \
+ PyErr_SetString(PyExc_ImportError, e.what()); \
+ return nullptr; \
+ } catch (const std::exception &e) { \
+ PyErr_SetString(PyExc_ImportError, e.what()); \
+ return nullptr; \
+ } \
+ } \
+ PYBIND11_EMBEDDED_MODULE_IMPL(name) \
+ pybind11::detail::embedded_module name(PYBIND11_TOSTRING(name), \
+ PYBIND11_CONCAT(pybind11_init_impl_, name)); \
+ void PYBIND11_CONCAT(pybind11_init_, name)(pybind11::module &variable)
+
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+/// Python 2.7/3.x compatible version of `PyImport_AppendInittab` and error checks.
+struct embedded_module {
+#if PY_MAJOR_VERSION >= 3
+ using init_t = PyObject *(*)();
+#else
+ using init_t = void (*)();
+#endif
+ embedded_module(const char *name, init_t init) {
+ if (Py_IsInitialized())
+ pybind11_fail("Can't add new modules after the interpreter has been initialized");
+
+ auto result = PyImport_AppendInittab(name, init);
+ if (result == -1)
+ pybind11_fail("Insufficient memory to add a new module");
+ }
+};
+
+NAMESPACE_END(detail)
+
+/** \rst
+ Initialize the Python interpreter. No other pybind11 or CPython API functions can be
+ called before this is done; with the exception of `PYBIND11_EMBEDDED_MODULE`. The
+ optional parameter can be used to skip the registration of signal handlers (see the
+ Python documentation for details). Calling this function again after the interpreter
+ has already been initialized is a fatal error.
+ \endrst */
+inline void initialize_interpreter(bool init_signal_handlers = true) {
+ if (Py_IsInitialized())
+ pybind11_fail("The interpreter is already running");
+
+ Py_InitializeEx(init_signal_handlers ? 1 : 0);
+
+ // Make .py files in the working directory available by default
+ module::import("sys").attr("path").cast<list>().append(".");
+}
+
+/** \rst
+ Shut down the Python interpreter. No pybind11 or CPython API functions can be called
+ after this. In addition, pybind11 objects must not outlive the interpreter:
+
+ .. code-block:: cpp
+
+ { // BAD
+ py::initialize_interpreter();
+ auto hello = py::str("Hello, World!");
+ py::finalize_interpreter();
+ } // <-- BOOM, hello's destructor is called after interpreter shutdown
+
+ { // GOOD
+ py::initialize_interpreter();
+ { // scoped
+ auto hello = py::str("Hello, World!");
+ } // <-- OK, hello is cleaned up properly
+ py::finalize_interpreter();
+ }
+
+ { // BETTER
+ py::scoped_interpreter guard{};
+ auto hello = py::str("Hello, World!");
+ }
+
+ .. warning::
+
+ The interpreter can be restarted by calling `initialize_interpreter` again.
+ Modules created using pybind11 can be safely re-initialized. However, Python
+ itself cannot completely unload binary extension modules and there are several
+ caveats with regard to interpreter restarting. All the details can be found
+ in the CPython documentation. In short, not all interpreter memory may be
+ freed, either due to reference cycles or user-created global data.
+
+ \endrst */
+inline void finalize_interpreter() {
+ handle builtins(PyEval_GetBuiltins());
+ const char *id = PYBIND11_INTERNALS_ID;
+
+ // Get the internals pointer (without creating it if it doesn't exist). It's possible for the
+ // internals to be created during Py_Finalize() (e.g. if a py::capsule calls `get_internals()`
+ // during destruction), so we get the pointer-pointer here and check it after Py_Finalize().
+ detail::internals **internals_ptr_ptr = detail::get_internals_pp();
+ // It could also be stashed in builtins, so look there too:
+ if (builtins.contains(id) && isinstance<capsule>(builtins[id]))
+ internals_ptr_ptr = capsule(builtins[id]);
+
+ Py_Finalize();
+
+ if (internals_ptr_ptr) {
+ delete *internals_ptr_ptr;
+ *internals_ptr_ptr = nullptr;
+ }
+}
+
+/** \rst
+ Scope guard version of `initialize_interpreter` and `finalize_interpreter`.
+ This a move-only guard and only a single instance can exist.
+
+ .. code-block:: cpp
+
+ #include <pybind11/embed.h>
+
+ int main() {
+ py::scoped_interpreter guard{};
+ py::print(Hello, World!);
+ } // <-- interpreter shutdown
+ \endrst */
+class scoped_interpreter {
+public:
+ scoped_interpreter(bool init_signal_handlers = true) {
+ initialize_interpreter(init_signal_handlers);
+ }
+
+ scoped_interpreter(const scoped_interpreter &) = delete;
+ scoped_interpreter(scoped_interpreter &&other) noexcept { other.is_valid = false; }
+ scoped_interpreter &operator=(const scoped_interpreter &) = delete;
+ scoped_interpreter &operator=(scoped_interpreter &&) = delete;
+
+ ~scoped_interpreter() {
+ if (is_valid)
+ finalize_interpreter();
+ }
+
+private:
+ bool is_valid = true;
+};
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/eval.h b/ml/dlib/dlib/external/pybind11/include/pybind11/eval.h
new file mode 100644
index 000000000..ea85ba1db
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/eval.h
@@ -0,0 +1,117 @@
+/*
+ pybind11/exec.h: Support for evaluating Python expressions and statements
+ from strings and files
+
+ Copyright (c) 2016 Klemens Morgenstern <klemens.morgenstern@ed-chemnitz.de> and
+ Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+enum eval_mode {
+ /// Evaluate a string containing an isolated expression
+ eval_expr,
+
+ /// Evaluate a string containing a single statement. Returns \c none
+ eval_single_statement,
+
+ /// Evaluate a string containing a sequence of statement. Returns \c none
+ eval_statements
+};
+
+template <eval_mode mode = eval_expr>
+object eval(str expr, object global = globals(), object local = object()) {
+ if (!local)
+ local = global;
+
+ /* PyRun_String does not accept a PyObject / encoding specifier,
+ this seems to be the only alternative */
+ std::string buffer = "# -*- coding: utf-8 -*-\n" + (std::string) expr;
+
+ int start;
+ switch (mode) {
+ case eval_expr: start = Py_eval_input; break;
+ case eval_single_statement: start = Py_single_input; break;
+ case eval_statements: start = Py_file_input; break;
+ default: pybind11_fail("invalid evaluation mode");
+ }
+
+ PyObject *result = PyRun_String(buffer.c_str(), start, global.ptr(), local.ptr());
+ if (!result)
+ throw error_already_set();
+ return reinterpret_steal<object>(result);
+}
+
+template <eval_mode mode = eval_expr, size_t N>
+object eval(const char (&s)[N], object global = globals(), object local = object()) {
+ /* Support raw string literals by removing common leading whitespace */
+ auto expr = (s[0] == '\n') ? str(module::import("textwrap").attr("dedent")(s))
+ : str(s);
+ return eval<mode>(expr, global, local);
+}
+
+inline void exec(str expr, object global = globals(), object local = object()) {
+ eval<eval_statements>(expr, global, local);
+}
+
+template <size_t N>
+void exec(const char (&s)[N], object global = globals(), object local = object()) {
+ eval<eval_statements>(s, global, local);
+}
+
+template <eval_mode mode = eval_statements>
+object eval_file(str fname, object global = globals(), object local = object()) {
+ if (!local)
+ local = global;
+
+ int start;
+ switch (mode) {
+ case eval_expr: start = Py_eval_input; break;
+ case eval_single_statement: start = Py_single_input; break;
+ case eval_statements: start = Py_file_input; break;
+ default: pybind11_fail("invalid evaluation mode");
+ }
+
+ int closeFile = 1;
+ std::string fname_str = (std::string) fname;
+#if PY_VERSION_HEX >= 0x03040000
+ FILE *f = _Py_fopen_obj(fname.ptr(), "r");
+#elif PY_VERSION_HEX >= 0x03000000
+ FILE *f = _Py_fopen(fname.ptr(), "r");
+#else
+ /* No unicode support in open() :( */
+ auto fobj = reinterpret_steal<object>(PyFile_FromString(
+ const_cast<char *>(fname_str.c_str()),
+ const_cast<char*>("r")));
+ FILE *f = nullptr;
+ if (fobj)
+ f = PyFile_AsFile(fobj.ptr());
+ closeFile = 0;
+#endif
+ if (!f) {
+ PyErr_Clear();
+ pybind11_fail("File \"" + fname_str + "\" could not be opened!");
+ }
+
+#if PY_VERSION_HEX < 0x03000000 && defined(PYPY_VERSION)
+ PyObject *result = PyRun_File(f, fname_str.c_str(), start, global.ptr(),
+ local.ptr());
+ (void) closeFile;
+#else
+ PyObject *result = PyRun_FileEx(f, fname_str.c_str(), start, global.ptr(),
+ local.ptr(), closeFile);
+#endif
+
+ if (!result)
+ throw error_already_set();
+ return reinterpret_steal<object>(result);
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/functional.h b/ml/dlib/dlib/external/pybind11/include/pybind11/functional.h
new file mode 100644
index 000000000..eda14ba58
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/functional.h
@@ -0,0 +1,85 @@
+/*
+ pybind11/functional.h: std::function<> support
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+#include <functional>
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+template <typename Return, typename... Args>
+struct type_caster<std::function<Return(Args...)>> {
+ using type = std::function<Return(Args...)>;
+ using retval_type = conditional_t<std::is_same<Return, void>::value, void_type, Return>;
+ using function_type = Return (*) (Args...);
+
+public:
+ bool load(handle src, bool convert) {
+ if (src.is_none()) {
+ // Defer accepting None to other overloads (if we aren't in convert mode):
+ if (!convert) return false;
+ return true;
+ }
+
+ if (!isinstance<function>(src))
+ return false;
+
+ auto func = reinterpret_borrow<function>(src);
+
+ /*
+ When passing a C++ function as an argument to another C++
+ function via Python, every function call would normally involve
+ a full C++ -> Python -> C++ roundtrip, which can be prohibitive.
+ Here, we try to at least detect the case where the function is
+ stateless (i.e. function pointer or lambda function without
+ captured variables), in which case the roundtrip can be avoided.
+ */
+ if (auto cfunc = func.cpp_function()) {
+ auto c = reinterpret_borrow<capsule>(PyCFunction_GET_SELF(cfunc.ptr()));
+ auto rec = (function_record *) c;
+
+ if (rec && rec->is_stateless &&
+ same_type(typeid(function_type), *reinterpret_cast<const std::type_info *>(rec->data[1]))) {
+ struct capture { function_type f; };
+ value = ((capture *) &rec->data)->f;
+ return true;
+ }
+ }
+
+ value = [func](Args... args) -> Return {
+ gil_scoped_acquire acq;
+ object retval(func(std::forward<Args>(args)...));
+ /* Visual studio 2015 parser issue: need parentheses around this expression */
+ return (retval.template cast<Return>());
+ };
+ return true;
+ }
+
+ template <typename Func>
+ static handle cast(Func &&f_, return_value_policy policy, handle /* parent */) {
+ if (!f_)
+ return none().inc_ref();
+
+ auto result = f_.template target<function_type>();
+ if (result)
+ return cpp_function(*result, policy).release();
+ else
+ return cpp_function(std::forward<Func>(f_), policy).release();
+ }
+
+ PYBIND11_TYPE_CASTER(type, _("Callable[[") +
+ argument_loader<Args...>::arg_names() + _("], ") +
+ make_caster<retval_type>::name() +
+ _("]"));
+};
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/iostream.h b/ml/dlib/dlib/external/pybind11/include/pybind11/iostream.h
new file mode 100644
index 000000000..a9c27aac1
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/iostream.h
@@ -0,0 +1,200 @@
+/*
+ pybind11/iostream.h -- Tools to assist with redirecting cout and cerr to Python
+
+ Copyright (c) 2017 Henry F. Schreiner
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+
+#include <streambuf>
+#include <ostream>
+#include <string>
+#include <memory>
+#include <iostream>
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+// Buffer that writes to Python instead of C++
+class pythonbuf : public std::streambuf {
+private:
+ using traits_type = std::streambuf::traits_type;
+
+ char d_buffer[1024];
+ object pywrite;
+ object pyflush;
+
+ int overflow(int c) {
+ if (!traits_type::eq_int_type(c, traits_type::eof())) {
+ *pptr() = traits_type::to_char_type(c);
+ pbump(1);
+ }
+ return sync() ? traits_type::not_eof(c) : traits_type::eof();
+ }
+
+ int sync() {
+ if (pbase() != pptr()) {
+ // This subtraction cannot be negative, so dropping the sign
+ str line(pbase(), static_cast<size_t>(pptr() - pbase()));
+
+ pywrite(line);
+ pyflush();
+
+ setp(pbase(), epptr());
+ }
+ return 0;
+ }
+
+public:
+ pythonbuf(object pyostream)
+ : pywrite(pyostream.attr("write")),
+ pyflush(pyostream.attr("flush")) {
+ setp(d_buffer, d_buffer + sizeof(d_buffer) - 1);
+ }
+
+ /// Sync before destroy
+ ~pythonbuf() {
+ sync();
+ }
+};
+
+NAMESPACE_END(detail)
+
+
+/** \rst
+ This a move-only guard that redirects output.
+
+ .. code-block:: cpp
+
+ #include <pybind11/iostream.h>
+
+ ...
+
+ {
+ py::scoped_ostream_redirect output;
+ std::cout << "Hello, World!"; // Python stdout
+ } // <-- return std::cout to normal
+
+ You can explicitly pass the c++ stream and the python object,
+ for example to guard stderr instead.
+
+ .. code-block:: cpp
+
+ {
+ py::scoped_ostream_redirect output{std::cerr, py::module::import("sys").attr("stderr")};
+ std::cerr << "Hello, World!";
+ }
+ \endrst */
+class scoped_ostream_redirect {
+protected:
+ std::streambuf *old;
+ std::ostream &costream;
+ detail::pythonbuf buffer;
+
+public:
+ scoped_ostream_redirect(
+ std::ostream &costream = std::cout,
+ object pyostream = module::import("sys").attr("stdout"))
+ : costream(costream), buffer(pyostream) {
+ old = costream.rdbuf(&buffer);
+ }
+
+ ~scoped_ostream_redirect() {
+ costream.rdbuf(old);
+ }
+
+ scoped_ostream_redirect(const scoped_ostream_redirect &) = delete;
+ scoped_ostream_redirect(scoped_ostream_redirect &&other) = default;
+ scoped_ostream_redirect &operator=(const scoped_ostream_redirect &) = delete;
+ scoped_ostream_redirect &operator=(scoped_ostream_redirect &&) = delete;
+};
+
+
+/** \rst
+ Like `scoped_ostream_redirect`, but redirects cerr by default. This class
+ is provided primary to make ``py::call_guard`` easier to make.
+
+ .. code-block:: cpp
+
+ m.def("noisy_func", &noisy_func,
+ py::call_guard<scoped_ostream_redirect,
+ scoped_estream_redirect>());
+
+\endrst */
+class scoped_estream_redirect : public scoped_ostream_redirect {
+public:
+ scoped_estream_redirect(
+ std::ostream &costream = std::cerr,
+ object pyostream = module::import("sys").attr("stderr"))
+ : scoped_ostream_redirect(costream,pyostream) {}
+};
+
+
+NAMESPACE_BEGIN(detail)
+
+// Class to redirect output as a context manager. C++ backend.
+class OstreamRedirect {
+ bool do_stdout_;
+ bool do_stderr_;
+ std::unique_ptr<scoped_ostream_redirect> redirect_stdout;
+ std::unique_ptr<scoped_estream_redirect> redirect_stderr;
+
+public:
+ OstreamRedirect(bool do_stdout = true, bool do_stderr = true)
+ : do_stdout_(do_stdout), do_stderr_(do_stderr) {}
+
+ void enter() {
+ if (do_stdout_)
+ redirect_stdout.reset(new scoped_ostream_redirect());
+ if (do_stderr_)
+ redirect_stderr.reset(new scoped_estream_redirect());
+ }
+
+ void exit() {
+ redirect_stdout.reset();
+ redirect_stderr.reset();
+ }
+};
+
+NAMESPACE_END(detail)
+
+/** \rst
+ This is a helper function to add a C++ redirect context manager to Python
+ instead of using a C++ guard. To use it, add the following to your binding code:
+
+ .. code-block:: cpp
+
+ #include <pybind11/iostream.h>
+
+ ...
+
+ py::add_ostream_redirect(m, "ostream_redirect");
+
+ You now have a Python context manager that redirects your output:
+
+ .. code-block:: python
+
+ with m.ostream_redirect():
+ m.print_to_cout_function()
+
+ This manager can optionally be told which streams to operate on:
+
+ .. code-block:: python
+
+ with m.ostream_redirect(stdout=true, stderr=true):
+ m.noisy_function_with_error_printing()
+
+ \endrst */
+inline class_<detail::OstreamRedirect> add_ostream_redirect(module m, std::string name = "ostream_redirect") {
+ return class_<detail::OstreamRedirect>(m, name.c_str(), module_local())
+ .def(init<bool,bool>(), arg("stdout")=true, arg("stderr")=true)
+ .def("__enter__", &detail::OstreamRedirect::enter)
+ .def("__exit__", [](detail::OstreamRedirect &self, args) { self.exit(); });
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/numpy.h b/ml/dlib/dlib/external/pybind11/include/pybind11/numpy.h
new file mode 100644
index 000000000..b1600dc2e
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/numpy.h
@@ -0,0 +1,1600 @@
+/*
+ pybind11/numpy.h: Basic NumPy support, vectorize() wrapper
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+#include "complex.h"
+#include <numeric>
+#include <algorithm>
+#include <array>
+#include <cstdlib>
+#include <cstring>
+#include <sstream>
+#include <string>
+#include <initializer_list>
+#include <functional>
+#include <utility>
+#include <typeindex>
+
+#if defined(_MSC_VER)
+# pragma warning(push)
+# pragma warning(disable: 4127) // warning C4127: Conditional expression is constant
+#endif
+
+/* This will be true on all flat address space platforms and allows us to reduce the
+ whole npy_intp / ssize_t / Py_intptr_t business down to just ssize_t for all size
+ and dimension types (e.g. shape, strides, indexing), instead of inflicting this
+ upon the library user. */
+static_assert(sizeof(ssize_t) == sizeof(Py_intptr_t), "ssize_t != Py_intptr_t");
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+class array; // Forward declaration
+
+NAMESPACE_BEGIN(detail)
+template <typename type, typename SFINAE = void> struct npy_format_descriptor;
+
+struct PyArrayDescr_Proxy {
+ PyObject_HEAD
+ PyObject *typeobj;
+ char kind;
+ char type;
+ char byteorder;
+ char flags;
+ int type_num;
+ int elsize;
+ int alignment;
+ char *subarray;
+ PyObject *fields;
+ PyObject *names;
+};
+
+struct PyArray_Proxy {
+ PyObject_HEAD
+ char *data;
+ int nd;
+ ssize_t *dimensions;
+ ssize_t *strides;
+ PyObject *base;
+ PyObject *descr;
+ int flags;
+};
+
+struct PyVoidScalarObject_Proxy {
+ PyObject_VAR_HEAD
+ char *obval;
+ PyArrayDescr_Proxy *descr;
+ int flags;
+ PyObject *base;
+};
+
+struct numpy_type_info {
+ PyObject* dtype_ptr;
+ std::string format_str;
+};
+
+struct numpy_internals {
+ std::unordered_map<std::type_index, numpy_type_info> registered_dtypes;
+
+ numpy_type_info *get_type_info(const std::type_info& tinfo, bool throw_if_missing = true) {
+ auto it = registered_dtypes.find(std::type_index(tinfo));
+ if (it != registered_dtypes.end())
+ return &(it->second);
+ if (throw_if_missing)
+ pybind11_fail(std::string("NumPy type info missing for ") + tinfo.name());
+ return nullptr;
+ }
+
+ template<typename T> numpy_type_info *get_type_info(bool throw_if_missing = true) {
+ return get_type_info(typeid(typename std::remove_cv<T>::type), throw_if_missing);
+ }
+};
+
+inline PYBIND11_NOINLINE void load_numpy_internals(numpy_internals* &ptr) {
+ ptr = &get_or_create_shared_data<numpy_internals>("_numpy_internals");
+}
+
+inline numpy_internals& get_numpy_internals() {
+ static numpy_internals* ptr = nullptr;
+ if (!ptr)
+ load_numpy_internals(ptr);
+ return *ptr;
+}
+
+struct npy_api {
+ enum constants {
+ NPY_ARRAY_C_CONTIGUOUS_ = 0x0001,
+ NPY_ARRAY_F_CONTIGUOUS_ = 0x0002,
+ NPY_ARRAY_OWNDATA_ = 0x0004,
+ NPY_ARRAY_FORCECAST_ = 0x0010,
+ NPY_ARRAY_ENSUREARRAY_ = 0x0040,
+ NPY_ARRAY_ALIGNED_ = 0x0100,
+ NPY_ARRAY_WRITEABLE_ = 0x0400,
+ NPY_BOOL_ = 0,
+ NPY_BYTE_, NPY_UBYTE_,
+ NPY_SHORT_, NPY_USHORT_,
+ NPY_INT_, NPY_UINT_,
+ NPY_LONG_, NPY_ULONG_,
+ NPY_LONGLONG_, NPY_ULONGLONG_,
+ NPY_FLOAT_, NPY_DOUBLE_, NPY_LONGDOUBLE_,
+ NPY_CFLOAT_, NPY_CDOUBLE_, NPY_CLONGDOUBLE_,
+ NPY_OBJECT_ = 17,
+ NPY_STRING_, NPY_UNICODE_, NPY_VOID_
+ };
+
+ typedef struct {
+ Py_intptr_t *ptr;
+ int len;
+ } PyArray_Dims;
+
+ static npy_api& get() {
+ static npy_api api = lookup();
+ return api;
+ }
+
+ bool PyArray_Check_(PyObject *obj) const {
+ return (bool) PyObject_TypeCheck(obj, PyArray_Type_);
+ }
+ bool PyArrayDescr_Check_(PyObject *obj) const {
+ return (bool) PyObject_TypeCheck(obj, PyArrayDescr_Type_);
+ }
+
+ unsigned int (*PyArray_GetNDArrayCFeatureVersion_)();
+ PyObject *(*PyArray_DescrFromType_)(int);
+ PyObject *(*PyArray_NewFromDescr_)
+ (PyTypeObject *, PyObject *, int, Py_intptr_t *,
+ Py_intptr_t *, void *, int, PyObject *);
+ PyObject *(*PyArray_DescrNewFromType_)(int);
+ int (*PyArray_CopyInto_)(PyObject *, PyObject *);
+ PyObject *(*PyArray_NewCopy_)(PyObject *, int);
+ PyTypeObject *PyArray_Type_;
+ PyTypeObject *PyVoidArrType_Type_;
+ PyTypeObject *PyArrayDescr_Type_;
+ PyObject *(*PyArray_DescrFromScalar_)(PyObject *);
+ PyObject *(*PyArray_FromAny_) (PyObject *, PyObject *, int, int, int, PyObject *);
+ int (*PyArray_DescrConverter_) (PyObject *, PyObject **);
+ bool (*PyArray_EquivTypes_) (PyObject *, PyObject *);
+ int (*PyArray_GetArrayParamsFromObject_)(PyObject *, PyObject *, char, PyObject **, int *,
+ Py_ssize_t *, PyObject **, PyObject *);
+ PyObject *(*PyArray_Squeeze_)(PyObject *);
+ int (*PyArray_SetBaseObject_)(PyObject *, PyObject *);
+ PyObject* (*PyArray_Resize_)(PyObject*, PyArray_Dims*, int, int);
+private:
+ enum functions {
+ API_PyArray_GetNDArrayCFeatureVersion = 211,
+ API_PyArray_Type = 2,
+ API_PyArrayDescr_Type = 3,
+ API_PyVoidArrType_Type = 39,
+ API_PyArray_DescrFromType = 45,
+ API_PyArray_DescrFromScalar = 57,
+ API_PyArray_FromAny = 69,
+ API_PyArray_Resize = 80,
+ API_PyArray_CopyInto = 82,
+ API_PyArray_NewCopy = 85,
+ API_PyArray_NewFromDescr = 94,
+ API_PyArray_DescrNewFromType = 9,
+ API_PyArray_DescrConverter = 174,
+ API_PyArray_EquivTypes = 182,
+ API_PyArray_GetArrayParamsFromObject = 278,
+ API_PyArray_Squeeze = 136,
+ API_PyArray_SetBaseObject = 282
+ };
+
+ static npy_api lookup() {
+ module m = module::import("numpy.core.multiarray");
+ auto c = m.attr("_ARRAY_API");
+#if PY_MAJOR_VERSION >= 3
+ void **api_ptr = (void **) PyCapsule_GetPointer(c.ptr(), NULL);
+#else
+ void **api_ptr = (void **) PyCObject_AsVoidPtr(c.ptr());
+#endif
+ npy_api api;
+#define DECL_NPY_API(Func) api.Func##_ = (decltype(api.Func##_)) api_ptr[API_##Func];
+ DECL_NPY_API(PyArray_GetNDArrayCFeatureVersion);
+ if (api.PyArray_GetNDArrayCFeatureVersion_() < 0x7)
+ pybind11_fail("pybind11 numpy support requires numpy >= 1.7.0");
+ DECL_NPY_API(PyArray_Type);
+ DECL_NPY_API(PyVoidArrType_Type);
+ DECL_NPY_API(PyArrayDescr_Type);
+ DECL_NPY_API(PyArray_DescrFromType);
+ DECL_NPY_API(PyArray_DescrFromScalar);
+ DECL_NPY_API(PyArray_FromAny);
+ DECL_NPY_API(PyArray_Resize);
+ DECL_NPY_API(PyArray_CopyInto);
+ DECL_NPY_API(PyArray_NewCopy);
+ DECL_NPY_API(PyArray_NewFromDescr);
+ DECL_NPY_API(PyArray_DescrNewFromType);
+ DECL_NPY_API(PyArray_DescrConverter);
+ DECL_NPY_API(PyArray_EquivTypes);
+ DECL_NPY_API(PyArray_GetArrayParamsFromObject);
+ DECL_NPY_API(PyArray_Squeeze);
+ DECL_NPY_API(PyArray_SetBaseObject);
+#undef DECL_NPY_API
+ return api;
+ }
+};
+
+inline PyArray_Proxy* array_proxy(void* ptr) {
+ return reinterpret_cast<PyArray_Proxy*>(ptr);
+}
+
+inline const PyArray_Proxy* array_proxy(const void* ptr) {
+ return reinterpret_cast<const PyArray_Proxy*>(ptr);
+}
+
+inline PyArrayDescr_Proxy* array_descriptor_proxy(PyObject* ptr) {
+ return reinterpret_cast<PyArrayDescr_Proxy*>(ptr);
+}
+
+inline const PyArrayDescr_Proxy* array_descriptor_proxy(const PyObject* ptr) {
+ return reinterpret_cast<const PyArrayDescr_Proxy*>(ptr);
+}
+
+inline bool check_flags(const void* ptr, int flag) {
+ return (flag == (array_proxy(ptr)->flags & flag));
+}
+
+template <typename T> struct is_std_array : std::false_type { };
+template <typename T, size_t N> struct is_std_array<std::array<T, N>> : std::true_type { };
+template <typename T> struct is_complex : std::false_type { };
+template <typename T> struct is_complex<std::complex<T>> : std::true_type { };
+
+template <typename T> struct array_info_scalar {
+ typedef T type;
+ static constexpr bool is_array = false;
+ static constexpr bool is_empty = false;
+ static PYBIND11_DESCR extents() { return _(""); }
+ static void append_extents(list& /* shape */) { }
+};
+// Computes underlying type and a comma-separated list of extents for array
+// types (any mix of std::array and built-in arrays). An array of char is
+// treated as scalar because it gets special handling.
+template <typename T> struct array_info : array_info_scalar<T> { };
+template <typename T, size_t N> struct array_info<std::array<T, N>> {
+ using type = typename array_info<T>::type;
+ static constexpr bool is_array = true;
+ static constexpr bool is_empty = (N == 0) || array_info<T>::is_empty;
+ static constexpr size_t extent = N;
+
+ // appends the extents to shape
+ static void append_extents(list& shape) {
+ shape.append(N);
+ array_info<T>::append_extents(shape);
+ }
+
+ template<typename T2 = T, enable_if_t<!array_info<T2>::is_array, int> = 0>
+ static PYBIND11_DESCR extents() {
+ return _<N>();
+ }
+
+ template<typename T2 = T, enable_if_t<array_info<T2>::is_array, int> = 0>
+ static PYBIND11_DESCR extents() {
+ return concat(_<N>(), array_info<T>::extents());
+ }
+};
+// For numpy we have special handling for arrays of characters, so we don't include
+// the size in the array extents.
+template <size_t N> struct array_info<char[N]> : array_info_scalar<char[N]> { };
+template <size_t N> struct array_info<std::array<char, N>> : array_info_scalar<std::array<char, N>> { };
+template <typename T, size_t N> struct array_info<T[N]> : array_info<std::array<T, N>> { };
+template <typename T> using remove_all_extents_t = typename array_info<T>::type;
+
+template <typename T> using is_pod_struct = all_of<
+ std::is_standard_layout<T>, // since we're accessing directly in memory we need a standard layout type
+#if !defined(__GNUG__) || defined(_LIBCPP_VERSION) || defined(_GLIBCXX_USE_CXX11_ABI)
+ // _GLIBCXX_USE_CXX11_ABI indicates that we're using libstdc++ from GCC 5 or newer, independent
+ // of the actual compiler (Clang can also use libstdc++, but it always defines __GNUC__ == 4).
+ std::is_trivially_copyable<T>,
+#else
+ // GCC 4 doesn't implement is_trivially_copyable, so approximate it
+ std::is_trivially_destructible<T>,
+ satisfies_any_of<T, std::has_trivial_copy_constructor, std::has_trivial_copy_assign>,
+#endif
+ satisfies_none_of<T, std::is_reference, std::is_array, is_std_array, std::is_arithmetic, is_complex, std::is_enum>
+>;
+
+template <ssize_t Dim = 0, typename Strides> ssize_t byte_offset_unsafe(const Strides &) { return 0; }
+template <ssize_t Dim = 0, typename Strides, typename... Ix>
+ssize_t byte_offset_unsafe(const Strides &strides, ssize_t i, Ix... index) {
+ return i * strides[Dim] + byte_offset_unsafe<Dim + 1>(strides, index...);
+}
+
+/**
+ * Proxy class providing unsafe, unchecked const access to array data. This is constructed through
+ * the `unchecked<T, N>()` method of `array` or the `unchecked<N>()` method of `array_t<T>`. `Dims`
+ * will be -1 for dimensions determined at runtime.
+ */
+template <typename T, ssize_t Dims>
+class unchecked_reference {
+protected:
+ static constexpr bool Dynamic = Dims < 0;
+ const unsigned char *data_;
+ // Storing the shape & strides in local variables (i.e. these arrays) allows the compiler to
+ // make large performance gains on big, nested loops, but requires compile-time dimensions
+ conditional_t<Dynamic, const ssize_t *, std::array<ssize_t, (size_t) Dims>>
+ shape_, strides_;
+ const ssize_t dims_;
+
+ friend class pybind11::array;
+ // Constructor for compile-time dimensions:
+ template <bool Dyn = Dynamic>
+ unchecked_reference(const void *data, const ssize_t *shape, const ssize_t *strides, enable_if_t<!Dyn, ssize_t>)
+ : data_{reinterpret_cast<const unsigned char *>(data)}, dims_{Dims} {
+ for (size_t i = 0; i < (size_t) dims_; i++) {
+ shape_[i] = shape[i];
+ strides_[i] = strides[i];
+ }
+ }
+ // Constructor for runtime dimensions:
+ template <bool Dyn = Dynamic>
+ unchecked_reference(const void *data, const ssize_t *shape, const ssize_t *strides, enable_if_t<Dyn, ssize_t> dims)
+ : data_{reinterpret_cast<const unsigned char *>(data)}, shape_{shape}, strides_{strides}, dims_{dims} {}
+
+public:
+ /**
+ * Unchecked const reference access to data at the given indices. For a compile-time known
+ * number of dimensions, this requires the correct number of arguments; for run-time
+ * dimensionality, this is not checked (and so is up to the caller to use safely).
+ */
+ template <typename... Ix> const T &operator()(Ix... index) const {
+ static_assert(ssize_t{sizeof...(Ix)} == Dims || Dynamic,
+ "Invalid number of indices for unchecked array reference");
+ return *reinterpret_cast<const T *>(data_ + byte_offset_unsafe(strides_, ssize_t(index)...));
+ }
+ /**
+ * Unchecked const reference access to data; this operator only participates if the reference
+ * is to a 1-dimensional array. When present, this is exactly equivalent to `obj(index)`.
+ */
+ template <ssize_t D = Dims, typename = enable_if_t<D == 1 || Dynamic>>
+ const T &operator[](ssize_t index) const { return operator()(index); }
+
+ /// Pointer access to the data at the given indices.
+ template <typename... Ix> const T *data(Ix... ix) const { return &operator()(ssize_t(ix)...); }
+
+ /// Returns the item size, i.e. sizeof(T)
+ constexpr static ssize_t itemsize() { return sizeof(T); }
+
+ /// Returns the shape (i.e. size) of dimension `dim`
+ ssize_t shape(ssize_t dim) const { return shape_[(size_t) dim]; }
+
+ /// Returns the number of dimensions of the array
+ ssize_t ndim() const { return dims_; }
+
+ /// Returns the total number of elements in the referenced array, i.e. the product of the shapes
+ template <bool Dyn = Dynamic>
+ enable_if_t<!Dyn, ssize_t> size() const {
+ return std::accumulate(shape_.begin(), shape_.end(), (ssize_t) 1, std::multiplies<ssize_t>());
+ }
+ template <bool Dyn = Dynamic>
+ enable_if_t<Dyn, ssize_t> size() const {
+ return std::accumulate(shape_, shape_ + ndim(), (ssize_t) 1, std::multiplies<ssize_t>());
+ }
+
+ /// Returns the total number of bytes used by the referenced data. Note that the actual span in
+ /// memory may be larger if the referenced array has non-contiguous strides (e.g. for a slice).
+ ssize_t nbytes() const {
+ return size() * itemsize();
+ }
+};
+
+template <typename T, ssize_t Dims>
+class unchecked_mutable_reference : public unchecked_reference<T, Dims> {
+ friend class pybind11::array;
+ using ConstBase = unchecked_reference<T, Dims>;
+ using ConstBase::ConstBase;
+ using ConstBase::Dynamic;
+public:
+ /// Mutable, unchecked access to data at the given indices.
+ template <typename... Ix> T& operator()(Ix... index) {
+ static_assert(ssize_t{sizeof...(Ix)} == Dims || Dynamic,
+ "Invalid number of indices for unchecked array reference");
+ return const_cast<T &>(ConstBase::operator()(index...));
+ }
+ /**
+ * Mutable, unchecked access data at the given index; this operator only participates if the
+ * reference is to a 1-dimensional array (or has runtime dimensions). When present, this is
+ * exactly equivalent to `obj(index)`.
+ */
+ template <ssize_t D = Dims, typename = enable_if_t<D == 1 || Dynamic>>
+ T &operator[](ssize_t index) { return operator()(index); }
+
+ /// Mutable pointer access to the data at the given indices.
+ template <typename... Ix> T *mutable_data(Ix... ix) { return &operator()(ssize_t(ix)...); }
+};
+
+template <typename T, ssize_t Dim>
+struct type_caster<unchecked_reference<T, Dim>> {
+ static_assert(Dim == 0 && Dim > 0 /* always fail */, "unchecked array proxy object is not castable");
+};
+template <typename T, ssize_t Dim>
+struct type_caster<unchecked_mutable_reference<T, Dim>> : type_caster<unchecked_reference<T, Dim>> {};
+
+NAMESPACE_END(detail)
+
+class dtype : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(dtype, object, detail::npy_api::get().PyArrayDescr_Check_);
+
+ explicit dtype(const buffer_info &info) {
+ dtype descr(_dtype_from_pep3118()(PYBIND11_STR_TYPE(info.format)));
+ // If info.itemsize == 0, use the value calculated from the format string
+ m_ptr = descr.strip_padding(info.itemsize ? info.itemsize : descr.itemsize()).release().ptr();
+ }
+
+ explicit dtype(const std::string &format) {
+ m_ptr = from_args(pybind11::str(format)).release().ptr();
+ }
+
+ dtype(const char *format) : dtype(std::string(format)) { }
+
+ dtype(list names, list formats, list offsets, ssize_t itemsize) {
+ dict args;
+ args["names"] = names;
+ args["formats"] = formats;
+ args["offsets"] = offsets;
+ args["itemsize"] = pybind11::int_(itemsize);
+ m_ptr = from_args(args).release().ptr();
+ }
+
+ /// This is essentially the same as calling numpy.dtype(args) in Python.
+ static dtype from_args(object args) {
+ PyObject *ptr = nullptr;
+ if (!detail::npy_api::get().PyArray_DescrConverter_(args.release().ptr(), &ptr) || !ptr)
+ throw error_already_set();
+ return reinterpret_steal<dtype>(ptr);
+ }
+
+ /// Return dtype associated with a C++ type.
+ template <typename T> static dtype of() {
+ return detail::npy_format_descriptor<typename std::remove_cv<T>::type>::dtype();
+ }
+
+ /// Size of the data type in bytes.
+ ssize_t itemsize() const {
+ return detail::array_descriptor_proxy(m_ptr)->elsize;
+ }
+
+ /// Returns true for structured data types.
+ bool has_fields() const {
+ return detail::array_descriptor_proxy(m_ptr)->names != nullptr;
+ }
+
+ /// Single-character type code.
+ char kind() const {
+ return detail::array_descriptor_proxy(m_ptr)->kind;
+ }
+
+private:
+ static object _dtype_from_pep3118() {
+ static PyObject *obj = module::import("numpy.core._internal")
+ .attr("_dtype_from_pep3118").cast<object>().release().ptr();
+ return reinterpret_borrow<object>(obj);
+ }
+
+ dtype strip_padding(ssize_t itemsize) {
+ // Recursively strip all void fields with empty names that are generated for
+ // padding fields (as of NumPy v1.11).
+ if (!has_fields())
+ return *this;
+
+ struct field_descr { PYBIND11_STR_TYPE name; object format; pybind11::int_ offset; };
+ std::vector<field_descr> field_descriptors;
+
+ for (auto field : attr("fields").attr("items")()) {
+ auto spec = field.cast<tuple>();
+ auto name = spec[0].cast<pybind11::str>();
+ auto format = spec[1].cast<tuple>()[0].cast<dtype>();
+ auto offset = spec[1].cast<tuple>()[1].cast<pybind11::int_>();
+ if (!len(name) && format.kind() == 'V')
+ continue;
+ field_descriptors.push_back({(PYBIND11_STR_TYPE) name, format.strip_padding(format.itemsize()), offset});
+ }
+
+ std::sort(field_descriptors.begin(), field_descriptors.end(),
+ [](const field_descr& a, const field_descr& b) {
+ return a.offset.cast<int>() < b.offset.cast<int>();
+ });
+
+ list names, formats, offsets;
+ for (auto& descr : field_descriptors) {
+ names.append(descr.name);
+ formats.append(descr.format);
+ offsets.append(descr.offset);
+ }
+ return dtype(names, formats, offsets, itemsize);
+ }
+};
+
+class array : public buffer {
+public:
+ PYBIND11_OBJECT_CVT(array, buffer, detail::npy_api::get().PyArray_Check_, raw_array)
+
+ enum {
+ c_style = detail::npy_api::NPY_ARRAY_C_CONTIGUOUS_,
+ f_style = detail::npy_api::NPY_ARRAY_F_CONTIGUOUS_,
+ forcecast = detail::npy_api::NPY_ARRAY_FORCECAST_
+ };
+
+ array() : array({{0}}, static_cast<const double *>(nullptr)) {}
+
+ using ShapeContainer = detail::any_container<ssize_t>;
+ using StridesContainer = detail::any_container<ssize_t>;
+
+ // Constructs an array taking shape/strides from arbitrary container types
+ array(const pybind11::dtype &dt, ShapeContainer shape, StridesContainer strides,
+ const void *ptr = nullptr, handle base = handle()) {
+
+ if (strides->empty())
+ *strides = c_strides(*shape, dt.itemsize());
+
+ auto ndim = shape->size();
+ if (ndim != strides->size())
+ pybind11_fail("NumPy: shape ndim doesn't match strides ndim");
+ auto descr = dt;
+
+ int flags = 0;
+ if (base && ptr) {
+ if (isinstance<array>(base))
+ /* Copy flags from base (except ownership bit) */
+ flags = reinterpret_borrow<array>(base).flags() & ~detail::npy_api::NPY_ARRAY_OWNDATA_;
+ else
+ /* Writable by default, easy to downgrade later on if needed */
+ flags = detail::npy_api::NPY_ARRAY_WRITEABLE_;
+ }
+
+ auto &api = detail::npy_api::get();
+ auto tmp = reinterpret_steal<object>(api.PyArray_NewFromDescr_(
+ api.PyArray_Type_, descr.release().ptr(), (int) ndim, shape->data(), strides->data(),
+ const_cast<void *>(ptr), flags, nullptr));
+ if (!tmp)
+ throw error_already_set();
+ if (ptr) {
+ if (base) {
+ api.PyArray_SetBaseObject_(tmp.ptr(), base.inc_ref().ptr());
+ } else {
+ tmp = reinterpret_steal<object>(api.PyArray_NewCopy_(tmp.ptr(), -1 /* any order */));
+ }
+ }
+ m_ptr = tmp.release().ptr();
+ }
+
+ array(const pybind11::dtype &dt, ShapeContainer shape, const void *ptr = nullptr, handle base = handle())
+ : array(dt, std::move(shape), {}, ptr, base) { }
+
+ template <typename T, typename = detail::enable_if_t<std::is_integral<T>::value && !std::is_same<bool, T>::value>>
+ array(const pybind11::dtype &dt, T count, const void *ptr = nullptr, handle base = handle())
+ : array(dt, {{count}}, ptr, base) { }
+
+ template <typename T>
+ array(ShapeContainer shape, StridesContainer strides, const T *ptr, handle base = handle())
+ : array(pybind11::dtype::of<T>(), std::move(shape), std::move(strides), ptr, base) { }
+
+ template <typename T>
+ array(ShapeContainer shape, const T *ptr, handle base = handle())
+ : array(std::move(shape), {}, ptr, base) { }
+
+ template <typename T>
+ explicit array(ssize_t count, const T *ptr, handle base = handle()) : array({count}, {}, ptr, base) { }
+
+ explicit array(const buffer_info &info)
+ : array(pybind11::dtype(info), info.shape, info.strides, info.ptr) { }
+
+ /// Array descriptor (dtype)
+ pybind11::dtype dtype() const {
+ return reinterpret_borrow<pybind11::dtype>(detail::array_proxy(m_ptr)->descr);
+ }
+
+ /// Total number of elements
+ ssize_t size() const {
+ return std::accumulate(shape(), shape() + ndim(), (ssize_t) 1, std::multiplies<ssize_t>());
+ }
+
+ /// Byte size of a single element
+ ssize_t itemsize() const {
+ return detail::array_descriptor_proxy(detail::array_proxy(m_ptr)->descr)->elsize;
+ }
+
+ /// Total number of bytes
+ ssize_t nbytes() const {
+ return size() * itemsize();
+ }
+
+ /// Number of dimensions
+ ssize_t ndim() const {
+ return detail::array_proxy(m_ptr)->nd;
+ }
+
+ /// Base object
+ object base() const {
+ return reinterpret_borrow<object>(detail::array_proxy(m_ptr)->base);
+ }
+
+ /// Dimensions of the array
+ const ssize_t* shape() const {
+ return detail::array_proxy(m_ptr)->dimensions;
+ }
+
+ /// Dimension along a given axis
+ ssize_t shape(ssize_t dim) const {
+ if (dim >= ndim())
+ fail_dim_check(dim, "invalid axis");
+ return shape()[dim];
+ }
+
+ /// Strides of the array
+ const ssize_t* strides() const {
+ return detail::array_proxy(m_ptr)->strides;
+ }
+
+ /// Stride along a given axis
+ ssize_t strides(ssize_t dim) const {
+ if (dim >= ndim())
+ fail_dim_check(dim, "invalid axis");
+ return strides()[dim];
+ }
+
+ /// Return the NumPy array flags
+ int flags() const {
+ return detail::array_proxy(m_ptr)->flags;
+ }
+
+ /// If set, the array is writeable (otherwise the buffer is read-only)
+ bool writeable() const {
+ return detail::check_flags(m_ptr, detail::npy_api::NPY_ARRAY_WRITEABLE_);
+ }
+
+ /// If set, the array owns the data (will be freed when the array is deleted)
+ bool owndata() const {
+ return detail::check_flags(m_ptr, detail::npy_api::NPY_ARRAY_OWNDATA_);
+ }
+
+ /// Pointer to the contained data. If index is not provided, points to the
+ /// beginning of the buffer. May throw if the index would lead to out of bounds access.
+ template<typename... Ix> const void* data(Ix... index) const {
+ return static_cast<const void *>(detail::array_proxy(m_ptr)->data + offset_at(index...));
+ }
+
+ /// Mutable pointer to the contained data. If index is not provided, points to the
+ /// beginning of the buffer. May throw if the index would lead to out of bounds access.
+ /// May throw if the array is not writeable.
+ template<typename... Ix> void* mutable_data(Ix... index) {
+ check_writeable();
+ return static_cast<void *>(detail::array_proxy(m_ptr)->data + offset_at(index...));
+ }
+
+ /// Byte offset from beginning of the array to a given index (full or partial).
+ /// May throw if the index would lead to out of bounds access.
+ template<typename... Ix> ssize_t offset_at(Ix... index) const {
+ if ((ssize_t) sizeof...(index) > ndim())
+ fail_dim_check(sizeof...(index), "too many indices for an array");
+ return byte_offset(ssize_t(index)...);
+ }
+
+ ssize_t offset_at() const { return 0; }
+
+ /// Item count from beginning of the array to a given index (full or partial).
+ /// May throw if the index would lead to out of bounds access.
+ template<typename... Ix> ssize_t index_at(Ix... index) const {
+ return offset_at(index...) / itemsize();
+ }
+
+ /**
+ * Returns a proxy object that provides access to the array's data without bounds or
+ * dimensionality checking. Will throw if the array is missing the `writeable` flag. Use with
+ * care: the array must not be destroyed or reshaped for the duration of the returned object,
+ * and the caller must take care not to access invalid dimensions or dimension indices.
+ */
+ template <typename T, ssize_t Dims = -1> detail::unchecked_mutable_reference<T, Dims> mutable_unchecked() & {
+ if (Dims >= 0 && ndim() != Dims)
+ throw std::domain_error("array has incorrect number of dimensions: " + std::to_string(ndim()) +
+ "; expected " + std::to_string(Dims));
+ return detail::unchecked_mutable_reference<T, Dims>(mutable_data(), shape(), strides(), ndim());
+ }
+
+ /**
+ * Returns a proxy object that provides const access to the array's data without bounds or
+ * dimensionality checking. Unlike `mutable_unchecked()`, this does not require that the
+ * underlying array have the `writable` flag. Use with care: the array must not be destroyed or
+ * reshaped for the duration of the returned object, and the caller must take care not to access
+ * invalid dimensions or dimension indices.
+ */
+ template <typename T, ssize_t Dims = -1> detail::unchecked_reference<T, Dims> unchecked() const & {
+ if (Dims >= 0 && ndim() != Dims)
+ throw std::domain_error("array has incorrect number of dimensions: " + std::to_string(ndim()) +
+ "; expected " + std::to_string(Dims));
+ return detail::unchecked_reference<T, Dims>(data(), shape(), strides(), ndim());
+ }
+
+ /// Return a new view with all of the dimensions of length 1 removed
+ array squeeze() {
+ auto& api = detail::npy_api::get();
+ return reinterpret_steal<array>(api.PyArray_Squeeze_(m_ptr));
+ }
+
+ /// Resize array to given shape
+ /// If refcheck is true and more that one reference exist to this array
+ /// then resize will succeed only if it makes a reshape, i.e. original size doesn't change
+ void resize(ShapeContainer new_shape, bool refcheck = true) {
+ detail::npy_api::PyArray_Dims d = {
+ new_shape->data(), int(new_shape->size())
+ };
+ // try to resize, set ordering param to -1 cause it's not used anyway
+ object new_array = reinterpret_steal<object>(
+ detail::npy_api::get().PyArray_Resize_(m_ptr, &d, int(refcheck), -1)
+ );
+ if (!new_array) throw error_already_set();
+ if (isinstance<array>(new_array)) { *this = std::move(new_array); }
+ }
+
+ /// Ensure that the argument is a NumPy array
+ /// In case of an error, nullptr is returned and the Python error is cleared.
+ static array ensure(handle h, int ExtraFlags = 0) {
+ auto result = reinterpret_steal<array>(raw_array(h.ptr(), ExtraFlags));
+ if (!result)
+ PyErr_Clear();
+ return result;
+ }
+
+protected:
+ template<typename, typename> friend struct detail::npy_format_descriptor;
+
+ void fail_dim_check(ssize_t dim, const std::string& msg) const {
+ throw index_error(msg + ": " + std::to_string(dim) +
+ " (ndim = " + std::to_string(ndim()) + ")");
+ }
+
+ template<typename... Ix> ssize_t byte_offset(Ix... index) const {
+ check_dimensions(index...);
+ return detail::byte_offset_unsafe(strides(), ssize_t(index)...);
+ }
+
+ void check_writeable() const {
+ if (!writeable())
+ throw std::domain_error("array is not writeable");
+ }
+
+ // Default, C-style strides
+ static std::vector<ssize_t> c_strides(const std::vector<ssize_t> &shape, ssize_t itemsize) {
+ auto ndim = shape.size();
+ std::vector<ssize_t> strides(ndim, itemsize);
+ for (size_t i = ndim - 1; i > 0; --i)
+ strides[i - 1] = strides[i] * shape[i];
+ return strides;
+ }
+
+ // F-style strides; default when constructing an array_t with `ExtraFlags & f_style`
+ static std::vector<ssize_t> f_strides(const std::vector<ssize_t> &shape, ssize_t itemsize) {
+ auto ndim = shape.size();
+ std::vector<ssize_t> strides(ndim, itemsize);
+ for (size_t i = 1; i < ndim; ++i)
+ strides[i] = strides[i - 1] * shape[i - 1];
+ return strides;
+ }
+
+ template<typename... Ix> void check_dimensions(Ix... index) const {
+ check_dimensions_impl(ssize_t(0), shape(), ssize_t(index)...);
+ }
+
+ void check_dimensions_impl(ssize_t, const ssize_t*) const { }
+
+ template<typename... Ix> void check_dimensions_impl(ssize_t axis, const ssize_t* shape, ssize_t i, Ix... index) const {
+ if (i >= *shape) {
+ throw index_error(std::string("index ") + std::to_string(i) +
+ " is out of bounds for axis " + std::to_string(axis) +
+ " with size " + std::to_string(*shape));
+ }
+ check_dimensions_impl(axis + 1, shape + 1, index...);
+ }
+
+ /// Create array from any object -- always returns a new reference
+ static PyObject *raw_array(PyObject *ptr, int ExtraFlags = 0) {
+ if (ptr == nullptr) {
+ PyErr_SetString(PyExc_ValueError, "cannot create a pybind11::array from a nullptr");
+ return nullptr;
+ }
+ return detail::npy_api::get().PyArray_FromAny_(
+ ptr, nullptr, 0, 0, detail::npy_api::NPY_ARRAY_ENSUREARRAY_ | ExtraFlags, nullptr);
+ }
+};
+
+template <typename T, int ExtraFlags = array::forcecast> class array_t : public array {
+private:
+ struct private_ctor {};
+ // Delegating constructor needed when both moving and accessing in the same constructor
+ array_t(private_ctor, ShapeContainer &&shape, StridesContainer &&strides, const T *ptr, handle base)
+ : array(std::move(shape), std::move(strides), ptr, base) {}
+public:
+ static_assert(!detail::array_info<T>::is_array, "Array types cannot be used with array_t");
+
+ using value_type = T;
+
+ array_t() : array(0, static_cast<const T *>(nullptr)) {}
+ array_t(handle h, borrowed_t) : array(h, borrowed_t{}) { }
+ array_t(handle h, stolen_t) : array(h, stolen_t{}) { }
+
+ PYBIND11_DEPRECATED("Use array_t<T>::ensure() instead")
+ array_t(handle h, bool is_borrowed) : array(raw_array_t(h.ptr()), stolen_t{}) {
+ if (!m_ptr) PyErr_Clear();
+ if (!is_borrowed) Py_XDECREF(h.ptr());
+ }
+
+ array_t(const object &o) : array(raw_array_t(o.ptr()), stolen_t{}) {
+ if (!m_ptr) throw error_already_set();
+ }
+
+ explicit array_t(const buffer_info& info) : array(info) { }
+
+ array_t(ShapeContainer shape, StridesContainer strides, const T *ptr = nullptr, handle base = handle())
+ : array(std::move(shape), std::move(strides), ptr, base) { }
+
+ explicit array_t(ShapeContainer shape, const T *ptr = nullptr, handle base = handle())
+ : array_t(private_ctor{}, std::move(shape),
+ ExtraFlags & f_style ? f_strides(*shape, itemsize()) : c_strides(*shape, itemsize()),
+ ptr, base) { }
+
+ explicit array_t(size_t count, const T *ptr = nullptr, handle base = handle())
+ : array({count}, {}, ptr, base) { }
+
+ constexpr ssize_t itemsize() const {
+ return sizeof(T);
+ }
+
+ template<typename... Ix> ssize_t index_at(Ix... index) const {
+ return offset_at(index...) / itemsize();
+ }
+
+ template<typename... Ix> const T* data(Ix... index) const {
+ return static_cast<const T*>(array::data(index...));
+ }
+
+ template<typename... Ix> T* mutable_data(Ix... index) {
+ return static_cast<T*>(array::mutable_data(index...));
+ }
+
+ // Reference to element at a given index
+ template<typename... Ix> const T& at(Ix... index) const {
+ if (sizeof...(index) != ndim())
+ fail_dim_check(sizeof...(index), "index dimension mismatch");
+ return *(static_cast<const T*>(array::data()) + byte_offset(ssize_t(index)...) / itemsize());
+ }
+
+ // Mutable reference to element at a given index
+ template<typename... Ix> T& mutable_at(Ix... index) {
+ if (sizeof...(index) != ndim())
+ fail_dim_check(sizeof...(index), "index dimension mismatch");
+ return *(static_cast<T*>(array::mutable_data()) + byte_offset(ssize_t(index)...) / itemsize());
+ }
+
+ /**
+ * Returns a proxy object that provides access to the array's data without bounds or
+ * dimensionality checking. Will throw if the array is missing the `writeable` flag. Use with
+ * care: the array must not be destroyed or reshaped for the duration of the returned object,
+ * and the caller must take care not to access invalid dimensions or dimension indices.
+ */
+ template <ssize_t Dims = -1> detail::unchecked_mutable_reference<T, Dims> mutable_unchecked() & {
+ return array::mutable_unchecked<T, Dims>();
+ }
+
+ /**
+ * Returns a proxy object that provides const access to the array's data without bounds or
+ * dimensionality checking. Unlike `unchecked()`, this does not require that the underlying
+ * array have the `writable` flag. Use with care: the array must not be destroyed or reshaped
+ * for the duration of the returned object, and the caller must take care not to access invalid
+ * dimensions or dimension indices.
+ */
+ template <ssize_t Dims = -1> detail::unchecked_reference<T, Dims> unchecked() const & {
+ return array::unchecked<T, Dims>();
+ }
+
+ /// Ensure that the argument is a NumPy array of the correct dtype (and if not, try to convert
+ /// it). In case of an error, nullptr is returned and the Python error is cleared.
+ static array_t ensure(handle h) {
+ auto result = reinterpret_steal<array_t>(raw_array_t(h.ptr()));
+ if (!result)
+ PyErr_Clear();
+ return result;
+ }
+
+ static bool check_(handle h) {
+ const auto &api = detail::npy_api::get();
+ return api.PyArray_Check_(h.ptr())
+ && api.PyArray_EquivTypes_(detail::array_proxy(h.ptr())->descr, dtype::of<T>().ptr());
+ }
+
+protected:
+ /// Create array from any object -- always returns a new reference
+ static PyObject *raw_array_t(PyObject *ptr) {
+ if (ptr == nullptr) {
+ PyErr_SetString(PyExc_ValueError, "cannot create a pybind11::array_t from a nullptr");
+ return nullptr;
+ }
+ return detail::npy_api::get().PyArray_FromAny_(
+ ptr, dtype::of<T>().release().ptr(), 0, 0,
+ detail::npy_api::NPY_ARRAY_ENSUREARRAY_ | ExtraFlags, nullptr);
+ }
+};
+
+template <typename T>
+struct format_descriptor<T, detail::enable_if_t<detail::is_pod_struct<T>::value>> {
+ static std::string format() {
+ return detail::npy_format_descriptor<typename std::remove_cv<T>::type>::format();
+ }
+};
+
+template <size_t N> struct format_descriptor<char[N]> {
+ static std::string format() { return std::to_string(N) + "s"; }
+};
+template <size_t N> struct format_descriptor<std::array<char, N>> {
+ static std::string format() { return std::to_string(N) + "s"; }
+};
+
+template <typename T>
+struct format_descriptor<T, detail::enable_if_t<std::is_enum<T>::value>> {
+ static std::string format() {
+ return format_descriptor<
+ typename std::remove_cv<typename std::underlying_type<T>::type>::type>::format();
+ }
+};
+
+template <typename T>
+struct format_descriptor<T, detail::enable_if_t<detail::array_info<T>::is_array>> {
+ static std::string format() {
+ using namespace detail;
+ PYBIND11_DESCR extents = _("(") + array_info<T>::extents() + _(")");
+ return extents.text() + format_descriptor<remove_all_extents_t<T>>::format();
+ }
+};
+
+NAMESPACE_BEGIN(detail)
+template <typename T, int ExtraFlags>
+struct pyobject_caster<array_t<T, ExtraFlags>> {
+ using type = array_t<T, ExtraFlags>;
+
+ bool load(handle src, bool convert) {
+ if (!convert && !type::check_(src))
+ return false;
+ value = type::ensure(src);
+ return static_cast<bool>(value);
+ }
+
+ static handle cast(const handle &src, return_value_policy /* policy */, handle /* parent */) {
+ return src.inc_ref();
+ }
+ PYBIND11_TYPE_CASTER(type, handle_type_name<type>::name());
+};
+
+template <typename T>
+struct compare_buffer_info<T, detail::enable_if_t<detail::is_pod_struct<T>::value>> {
+ static bool compare(const buffer_info& b) {
+ return npy_api::get().PyArray_EquivTypes_(dtype::of<T>().ptr(), dtype(b).ptr());
+ }
+};
+
+template <typename T> struct npy_format_descriptor<T, enable_if_t<satisfies_any_of<T, std::is_arithmetic, is_complex>::value>> {
+private:
+ // NB: the order here must match the one in common.h
+ constexpr static const int values[15] = {
+ npy_api::NPY_BOOL_,
+ npy_api::NPY_BYTE_, npy_api::NPY_UBYTE_, npy_api::NPY_SHORT_, npy_api::NPY_USHORT_,
+ npy_api::NPY_INT_, npy_api::NPY_UINT_, npy_api::NPY_LONGLONG_, npy_api::NPY_ULONGLONG_,
+ npy_api::NPY_FLOAT_, npy_api::NPY_DOUBLE_, npy_api::NPY_LONGDOUBLE_,
+ npy_api::NPY_CFLOAT_, npy_api::NPY_CDOUBLE_, npy_api::NPY_CLONGDOUBLE_
+ };
+
+public:
+ static constexpr int value = values[detail::is_fmt_numeric<T>::index];
+
+ static pybind11::dtype dtype() {
+ if (auto ptr = npy_api::get().PyArray_DescrFromType_(value))
+ return reinterpret_borrow<pybind11::dtype>(ptr);
+ pybind11_fail("Unsupported buffer format!");
+ }
+ template <typename T2 = T, enable_if_t<std::is_integral<T2>::value, int> = 0>
+ static PYBIND11_DESCR name() {
+ return _<std::is_same<T, bool>::value>(_("bool"),
+ _<std::is_signed<T>::value>("int", "uint") + _<sizeof(T)*8>());
+ }
+ template <typename T2 = T, enable_if_t<std::is_floating_point<T2>::value, int> = 0>
+ static PYBIND11_DESCR name() {
+ return _<std::is_same<T, float>::value || std::is_same<T, double>::value>(
+ _("float") + _<sizeof(T)*8>(), _("longdouble"));
+ }
+ template <typename T2 = T, enable_if_t<is_complex<T2>::value, int> = 0>
+ static PYBIND11_DESCR name() {
+ return _<std::is_same<typename T2::value_type, float>::value || std::is_same<typename T2::value_type, double>::value>(
+ _("complex") + _<sizeof(typename T2::value_type)*16>(), _("longcomplex"));
+ }
+};
+
+#define PYBIND11_DECL_CHAR_FMT \
+ static PYBIND11_DESCR name() { return _("S") + _<N>(); } \
+ static pybind11::dtype dtype() { return pybind11::dtype(std::string("S") + std::to_string(N)); }
+template <size_t N> struct npy_format_descriptor<char[N]> { PYBIND11_DECL_CHAR_FMT };
+template <size_t N> struct npy_format_descriptor<std::array<char, N>> { PYBIND11_DECL_CHAR_FMT };
+#undef PYBIND11_DECL_CHAR_FMT
+
+template<typename T> struct npy_format_descriptor<T, enable_if_t<array_info<T>::is_array>> {
+private:
+ using base_descr = npy_format_descriptor<typename array_info<T>::type>;
+public:
+ static_assert(!array_info<T>::is_empty, "Zero-sized arrays are not supported");
+
+ static PYBIND11_DESCR name() { return _("(") + array_info<T>::extents() + _(")") + base_descr::name(); }
+ static pybind11::dtype dtype() {
+ list shape;
+ array_info<T>::append_extents(shape);
+ return pybind11::dtype::from_args(pybind11::make_tuple(base_descr::dtype(), shape));
+ }
+};
+
+template<typename T> struct npy_format_descriptor<T, enable_if_t<std::is_enum<T>::value>> {
+private:
+ using base_descr = npy_format_descriptor<typename std::underlying_type<T>::type>;
+public:
+ static PYBIND11_DESCR name() { return base_descr::name(); }
+ static pybind11::dtype dtype() { return base_descr::dtype(); }
+};
+
+struct field_descriptor {
+ const char *name;
+ ssize_t offset;
+ ssize_t size;
+ std::string format;
+ dtype descr;
+};
+
+inline PYBIND11_NOINLINE void register_structured_dtype(
+ const std::initializer_list<field_descriptor>& fields,
+ const std::type_info& tinfo, ssize_t itemsize,
+ bool (*direct_converter)(PyObject *, void *&)) {
+
+ auto& numpy_internals = get_numpy_internals();
+ if (numpy_internals.get_type_info(tinfo, false))
+ pybind11_fail("NumPy: dtype is already registered");
+
+ list names, formats, offsets;
+ for (auto field : fields) {
+ if (!field.descr)
+ pybind11_fail(std::string("NumPy: unsupported field dtype: `") +
+ field.name + "` @ " + tinfo.name());
+ names.append(PYBIND11_STR_TYPE(field.name));
+ formats.append(field.descr);
+ offsets.append(pybind11::int_(field.offset));
+ }
+ auto dtype_ptr = pybind11::dtype(names, formats, offsets, itemsize).release().ptr();
+
+ // There is an existing bug in NumPy (as of v1.11): trailing bytes are
+ // not encoded explicitly into the format string. This will supposedly
+ // get fixed in v1.12; for further details, see these:
+ // - https://github.com/numpy/numpy/issues/7797
+ // - https://github.com/numpy/numpy/pull/7798
+ // Because of this, we won't use numpy's logic to generate buffer format
+ // strings and will just do it ourselves.
+ std::vector<field_descriptor> ordered_fields(fields);
+ std::sort(ordered_fields.begin(), ordered_fields.end(),
+ [](const field_descriptor &a, const field_descriptor &b) { return a.offset < b.offset; });
+ ssize_t offset = 0;
+ std::ostringstream oss;
+ // mark the structure as unaligned with '^', because numpy and C++ don't
+ // always agree about alignment (particularly for complex), and we're
+ // explicitly listing all our padding. This depends on none of the fields
+ // overriding the endianness. Putting the ^ in front of individual fields
+ // isn't guaranteed to work due to https://github.com/numpy/numpy/issues/9049
+ oss << "^T{";
+ for (auto& field : ordered_fields) {
+ if (field.offset > offset)
+ oss << (field.offset - offset) << 'x';
+ oss << field.format << ':' << field.name << ':';
+ offset = field.offset + field.size;
+ }
+ if (itemsize > offset)
+ oss << (itemsize - offset) << 'x';
+ oss << '}';
+ auto format_str = oss.str();
+
+ // Sanity check: verify that NumPy properly parses our buffer format string
+ auto& api = npy_api::get();
+ auto arr = array(buffer_info(nullptr, itemsize, format_str, 1));
+ if (!api.PyArray_EquivTypes_(dtype_ptr, arr.dtype().ptr()))
+ pybind11_fail("NumPy: invalid buffer descriptor!");
+
+ auto tindex = std::type_index(tinfo);
+ numpy_internals.registered_dtypes[tindex] = { dtype_ptr, format_str };
+ get_internals().direct_conversions[tindex].push_back(direct_converter);
+}
+
+template <typename T, typename SFINAE> struct npy_format_descriptor {
+ static_assert(is_pod_struct<T>::value, "Attempt to use a non-POD or unimplemented POD type as a numpy dtype");
+
+ static PYBIND11_DESCR name() { return make_caster<T>::name(); }
+
+ static pybind11::dtype dtype() {
+ return reinterpret_borrow<pybind11::dtype>(dtype_ptr());
+ }
+
+ static std::string format() {
+ static auto format_str = get_numpy_internals().get_type_info<T>(true)->format_str;
+ return format_str;
+ }
+
+ static void register_dtype(const std::initializer_list<field_descriptor>& fields) {
+ register_structured_dtype(fields, typeid(typename std::remove_cv<T>::type),
+ sizeof(T), &direct_converter);
+ }
+
+private:
+ static PyObject* dtype_ptr() {
+ static PyObject* ptr = get_numpy_internals().get_type_info<T>(true)->dtype_ptr;
+ return ptr;
+ }
+
+ static bool direct_converter(PyObject *obj, void*& value) {
+ auto& api = npy_api::get();
+ if (!PyObject_TypeCheck(obj, api.PyVoidArrType_Type_))
+ return false;
+ if (auto descr = reinterpret_steal<object>(api.PyArray_DescrFromScalar_(obj))) {
+ if (api.PyArray_EquivTypes_(dtype_ptr(), descr.ptr())) {
+ value = ((PyVoidScalarObject_Proxy *) obj)->obval;
+ return true;
+ }
+ }
+ return false;
+ }
+};
+
+#ifdef __CLION_IDE__ // replace heavy macro with dummy code for the IDE (doesn't affect code)
+# define PYBIND11_NUMPY_DTYPE(Type, ...) ((void)0)
+# define PYBIND11_NUMPY_DTYPE_EX(Type, ...) ((void)0)
+#else
+
+#define PYBIND11_FIELD_DESCRIPTOR_EX(T, Field, Name) \
+ ::pybind11::detail::field_descriptor { \
+ Name, offsetof(T, Field), sizeof(decltype(std::declval<T>().Field)), \
+ ::pybind11::format_descriptor<decltype(std::declval<T>().Field)>::format(), \
+ ::pybind11::detail::npy_format_descriptor<decltype(std::declval<T>().Field)>::dtype() \
+ }
+
+// Extract name, offset and format descriptor for a struct field
+#define PYBIND11_FIELD_DESCRIPTOR(T, Field) PYBIND11_FIELD_DESCRIPTOR_EX(T, Field, #Field)
+
+// The main idea of this macro is borrowed from https://github.com/swansontec/map-macro
+// (C) William Swanson, Paul Fultz
+#define PYBIND11_EVAL0(...) __VA_ARGS__
+#define PYBIND11_EVAL1(...) PYBIND11_EVAL0 (PYBIND11_EVAL0 (PYBIND11_EVAL0 (__VA_ARGS__)))
+#define PYBIND11_EVAL2(...) PYBIND11_EVAL1 (PYBIND11_EVAL1 (PYBIND11_EVAL1 (__VA_ARGS__)))
+#define PYBIND11_EVAL3(...) PYBIND11_EVAL2 (PYBIND11_EVAL2 (PYBIND11_EVAL2 (__VA_ARGS__)))
+#define PYBIND11_EVAL4(...) PYBIND11_EVAL3 (PYBIND11_EVAL3 (PYBIND11_EVAL3 (__VA_ARGS__)))
+#define PYBIND11_EVAL(...) PYBIND11_EVAL4 (PYBIND11_EVAL4 (PYBIND11_EVAL4 (__VA_ARGS__)))
+#define PYBIND11_MAP_END(...)
+#define PYBIND11_MAP_OUT
+#define PYBIND11_MAP_COMMA ,
+#define PYBIND11_MAP_GET_END() 0, PYBIND11_MAP_END
+#define PYBIND11_MAP_NEXT0(test, next, ...) next PYBIND11_MAP_OUT
+#define PYBIND11_MAP_NEXT1(test, next) PYBIND11_MAP_NEXT0 (test, next, 0)
+#define PYBIND11_MAP_NEXT(test, next) PYBIND11_MAP_NEXT1 (PYBIND11_MAP_GET_END test, next)
+#ifdef _MSC_VER // MSVC is not as eager to expand macros, hence this workaround
+#define PYBIND11_MAP_LIST_NEXT1(test, next) \
+ PYBIND11_EVAL0 (PYBIND11_MAP_NEXT0 (test, PYBIND11_MAP_COMMA next, 0))
+#else
+#define PYBIND11_MAP_LIST_NEXT1(test, next) \
+ PYBIND11_MAP_NEXT0 (test, PYBIND11_MAP_COMMA next, 0)
+#endif
+#define PYBIND11_MAP_LIST_NEXT(test, next) \
+ PYBIND11_MAP_LIST_NEXT1 (PYBIND11_MAP_GET_END test, next)
+#define PYBIND11_MAP_LIST0(f, t, x, peek, ...) \
+ f(t, x) PYBIND11_MAP_LIST_NEXT (peek, PYBIND11_MAP_LIST1) (f, t, peek, __VA_ARGS__)
+#define PYBIND11_MAP_LIST1(f, t, x, peek, ...) \
+ f(t, x) PYBIND11_MAP_LIST_NEXT (peek, PYBIND11_MAP_LIST0) (f, t, peek, __VA_ARGS__)
+// PYBIND11_MAP_LIST(f, t, a1, a2, ...) expands to f(t, a1), f(t, a2), ...
+#define PYBIND11_MAP_LIST(f, t, ...) \
+ PYBIND11_EVAL (PYBIND11_MAP_LIST1 (f, t, __VA_ARGS__, (), 0))
+
+#define PYBIND11_NUMPY_DTYPE(Type, ...) \
+ ::pybind11::detail::npy_format_descriptor<Type>::register_dtype \
+ ({PYBIND11_MAP_LIST (PYBIND11_FIELD_DESCRIPTOR, Type, __VA_ARGS__)})
+
+#ifdef _MSC_VER
+#define PYBIND11_MAP2_LIST_NEXT1(test, next) \
+ PYBIND11_EVAL0 (PYBIND11_MAP_NEXT0 (test, PYBIND11_MAP_COMMA next, 0))
+#else
+#define PYBIND11_MAP2_LIST_NEXT1(test, next) \
+ PYBIND11_MAP_NEXT0 (test, PYBIND11_MAP_COMMA next, 0)
+#endif
+#define PYBIND11_MAP2_LIST_NEXT(test, next) \
+ PYBIND11_MAP2_LIST_NEXT1 (PYBIND11_MAP_GET_END test, next)
+#define PYBIND11_MAP2_LIST0(f, t, x1, x2, peek, ...) \
+ f(t, x1, x2) PYBIND11_MAP2_LIST_NEXT (peek, PYBIND11_MAP2_LIST1) (f, t, peek, __VA_ARGS__)
+#define PYBIND11_MAP2_LIST1(f, t, x1, x2, peek, ...) \
+ f(t, x1, x2) PYBIND11_MAP2_LIST_NEXT (peek, PYBIND11_MAP2_LIST0) (f, t, peek, __VA_ARGS__)
+// PYBIND11_MAP2_LIST(f, t, a1, a2, ...) expands to f(t, a1, a2), f(t, a3, a4), ...
+#define PYBIND11_MAP2_LIST(f, t, ...) \
+ PYBIND11_EVAL (PYBIND11_MAP2_LIST1 (f, t, __VA_ARGS__, (), 0))
+
+#define PYBIND11_NUMPY_DTYPE_EX(Type, ...) \
+ ::pybind11::detail::npy_format_descriptor<Type>::register_dtype \
+ ({PYBIND11_MAP2_LIST (PYBIND11_FIELD_DESCRIPTOR_EX, Type, __VA_ARGS__)})
+
+#endif // __CLION_IDE__
+
+template <class T>
+using array_iterator = typename std::add_pointer<T>::type;
+
+template <class T>
+array_iterator<T> array_begin(const buffer_info& buffer) {
+ return array_iterator<T>(reinterpret_cast<T*>(buffer.ptr));
+}
+
+template <class T>
+array_iterator<T> array_end(const buffer_info& buffer) {
+ return array_iterator<T>(reinterpret_cast<T*>(buffer.ptr) + buffer.size);
+}
+
+class common_iterator {
+public:
+ using container_type = std::vector<ssize_t>;
+ using value_type = container_type::value_type;
+ using size_type = container_type::size_type;
+
+ common_iterator() : p_ptr(0), m_strides() {}
+
+ common_iterator(void* ptr, const container_type& strides, const container_type& shape)
+ : p_ptr(reinterpret_cast<char*>(ptr)), m_strides(strides.size()) {
+ m_strides.back() = static_cast<value_type>(strides.back());
+ for (size_type i = m_strides.size() - 1; i != 0; --i) {
+ size_type j = i - 1;
+ value_type s = static_cast<value_type>(shape[i]);
+ m_strides[j] = strides[j] + m_strides[i] - strides[i] * s;
+ }
+ }
+
+ void increment(size_type dim) {
+ p_ptr += m_strides[dim];
+ }
+
+ void* data() const {
+ return p_ptr;
+ }
+
+private:
+ char* p_ptr;
+ container_type m_strides;
+};
+
+template <size_t N> class multi_array_iterator {
+public:
+ using container_type = std::vector<ssize_t>;
+
+ multi_array_iterator(const std::array<buffer_info, N> &buffers,
+ const container_type &shape)
+ : m_shape(shape.size()), m_index(shape.size(), 0),
+ m_common_iterator() {
+
+ // Manual copy to avoid conversion warning if using std::copy
+ for (size_t i = 0; i < shape.size(); ++i)
+ m_shape[i] = shape[i];
+
+ container_type strides(shape.size());
+ for (size_t i = 0; i < N; ++i)
+ init_common_iterator(buffers[i], shape, m_common_iterator[i], strides);
+ }
+
+ multi_array_iterator& operator++() {
+ for (size_t j = m_index.size(); j != 0; --j) {
+ size_t i = j - 1;
+ if (++m_index[i] != m_shape[i]) {
+ increment_common_iterator(i);
+ break;
+ } else {
+ m_index[i] = 0;
+ }
+ }
+ return *this;
+ }
+
+ template <size_t K, class T = void> T* data() const {
+ return reinterpret_cast<T*>(m_common_iterator[K].data());
+ }
+
+private:
+
+ using common_iter = common_iterator;
+
+ void init_common_iterator(const buffer_info &buffer,
+ const container_type &shape,
+ common_iter &iterator,
+ container_type &strides) {
+ auto buffer_shape_iter = buffer.shape.rbegin();
+ auto buffer_strides_iter = buffer.strides.rbegin();
+ auto shape_iter = shape.rbegin();
+ auto strides_iter = strides.rbegin();
+
+ while (buffer_shape_iter != buffer.shape.rend()) {
+ if (*shape_iter == *buffer_shape_iter)
+ *strides_iter = *buffer_strides_iter;
+ else
+ *strides_iter = 0;
+
+ ++buffer_shape_iter;
+ ++buffer_strides_iter;
+ ++shape_iter;
+ ++strides_iter;
+ }
+
+ std::fill(strides_iter, strides.rend(), 0);
+ iterator = common_iter(buffer.ptr, strides, shape);
+ }
+
+ void increment_common_iterator(size_t dim) {
+ for (auto &iter : m_common_iterator)
+ iter.increment(dim);
+ }
+
+ container_type m_shape;
+ container_type m_index;
+ std::array<common_iter, N> m_common_iterator;
+};
+
+enum class broadcast_trivial { non_trivial, c_trivial, f_trivial };
+
+// Populates the shape and number of dimensions for the set of buffers. Returns a broadcast_trivial
+// enum value indicating whether the broadcast is "trivial"--that is, has each buffer being either a
+// singleton or a full-size, C-contiguous (`c_trivial`) or Fortran-contiguous (`f_trivial`) storage
+// buffer; returns `non_trivial` otherwise.
+template <size_t N>
+broadcast_trivial broadcast(const std::array<buffer_info, N> &buffers, ssize_t &ndim, std::vector<ssize_t> &shape) {
+ ndim = std::accumulate(buffers.begin(), buffers.end(), ssize_t(0), [](ssize_t res, const buffer_info &buf) {
+ return std::max(res, buf.ndim);
+ });
+
+ shape.clear();
+ shape.resize((size_t) ndim, 1);
+
+ // Figure out the output size, and make sure all input arrays conform (i.e. are either size 1 or
+ // the full size).
+ for (size_t i = 0; i < N; ++i) {
+ auto res_iter = shape.rbegin();
+ auto end = buffers[i].shape.rend();
+ for (auto shape_iter = buffers[i].shape.rbegin(); shape_iter != end; ++shape_iter, ++res_iter) {
+ const auto &dim_size_in = *shape_iter;
+ auto &dim_size_out = *res_iter;
+
+ // Each input dimension can either be 1 or `n`, but `n` values must match across buffers
+ if (dim_size_out == 1)
+ dim_size_out = dim_size_in;
+ else if (dim_size_in != 1 && dim_size_in != dim_size_out)
+ pybind11_fail("pybind11::vectorize: incompatible size/dimension of inputs!");
+ }
+ }
+
+ bool trivial_broadcast_c = true;
+ bool trivial_broadcast_f = true;
+ for (size_t i = 0; i < N && (trivial_broadcast_c || trivial_broadcast_f); ++i) {
+ if (buffers[i].size == 1)
+ continue;
+
+ // Require the same number of dimensions:
+ if (buffers[i].ndim != ndim)
+ return broadcast_trivial::non_trivial;
+
+ // Require all dimensions be full-size:
+ if (!std::equal(buffers[i].shape.cbegin(), buffers[i].shape.cend(), shape.cbegin()))
+ return broadcast_trivial::non_trivial;
+
+ // Check for C contiguity (but only if previous inputs were also C contiguous)
+ if (trivial_broadcast_c) {
+ ssize_t expect_stride = buffers[i].itemsize;
+ auto end = buffers[i].shape.crend();
+ for (auto shape_iter = buffers[i].shape.crbegin(), stride_iter = buffers[i].strides.crbegin();
+ trivial_broadcast_c && shape_iter != end; ++shape_iter, ++stride_iter) {
+ if (expect_stride == *stride_iter)
+ expect_stride *= *shape_iter;
+ else
+ trivial_broadcast_c = false;
+ }
+ }
+
+ // Check for Fortran contiguity (if previous inputs were also F contiguous)
+ if (trivial_broadcast_f) {
+ ssize_t expect_stride = buffers[i].itemsize;
+ auto end = buffers[i].shape.cend();
+ for (auto shape_iter = buffers[i].shape.cbegin(), stride_iter = buffers[i].strides.cbegin();
+ trivial_broadcast_f && shape_iter != end; ++shape_iter, ++stride_iter) {
+ if (expect_stride == *stride_iter)
+ expect_stride *= *shape_iter;
+ else
+ trivial_broadcast_f = false;
+ }
+ }
+ }
+
+ return
+ trivial_broadcast_c ? broadcast_trivial::c_trivial :
+ trivial_broadcast_f ? broadcast_trivial::f_trivial :
+ broadcast_trivial::non_trivial;
+}
+
+template <typename T>
+struct vectorize_arg {
+ static_assert(!std::is_rvalue_reference<T>::value, "Functions with rvalue reference arguments cannot be vectorized");
+ // The wrapped function gets called with this type:
+ using call_type = remove_reference_t<T>;
+ // Is this a vectorized argument?
+ static constexpr bool vectorize =
+ satisfies_any_of<call_type, std::is_arithmetic, is_complex, std::is_pod>::value &&
+ satisfies_none_of<call_type, std::is_pointer, std::is_array, is_std_array, std::is_enum>::value &&
+ (!std::is_reference<T>::value ||
+ (std::is_lvalue_reference<T>::value && std::is_const<call_type>::value));
+ // Accept this type: an array for vectorized types, otherwise the type as-is:
+ using type = conditional_t<vectorize, array_t<remove_cv_t<call_type>, array::forcecast>, T>;
+};
+
+template <typename Func, typename Return, typename... Args>
+struct vectorize_helper {
+private:
+ static constexpr size_t N = sizeof...(Args);
+ static constexpr size_t NVectorized = constexpr_sum(vectorize_arg<Args>::vectorize...);
+ static_assert(NVectorized >= 1,
+ "pybind11::vectorize(...) requires a function with at least one vectorizable argument");
+
+public:
+ template <typename T>
+ explicit vectorize_helper(T &&f) : f(std::forward<T>(f)) { }
+
+ object operator()(typename vectorize_arg<Args>::type... args) {
+ return run(args...,
+ make_index_sequence<N>(),
+ select_indices<vectorize_arg<Args>::vectorize...>(),
+ make_index_sequence<NVectorized>());
+ }
+
+private:
+ remove_reference_t<Func> f;
+
+ template <size_t Index> using param_n_t = typename pack_element<Index, typename vectorize_arg<Args>::call_type...>::type;
+
+ // Runs a vectorized function given arguments tuple and three index sequences:
+ // - Index is the full set of 0 ... (N-1) argument indices;
+ // - VIndex is the subset of argument indices with vectorized parameters, letting us access
+ // vectorized arguments (anything not in this sequence is passed through)
+ // - BIndex is a incremental sequence (beginning at 0) of the same size as VIndex, so that
+ // we can store vectorized buffer_infos in an array (argument VIndex has its buffer at
+ // index BIndex in the array).
+ template <size_t... Index, size_t... VIndex, size_t... BIndex> object run(
+ typename vectorize_arg<Args>::type &...args,
+ index_sequence<Index...> i_seq, index_sequence<VIndex...> vi_seq, index_sequence<BIndex...> bi_seq) {
+
+ // Pointers to values the function was called with; the vectorized ones set here will start
+ // out as array_t<T> pointers, but they will be changed them to T pointers before we make
+ // call the wrapped function. Non-vectorized pointers are left as-is.
+ std::array<void *, N> params{{ &args... }};
+
+ // The array of `buffer_info`s of vectorized arguments:
+ std::array<buffer_info, NVectorized> buffers{{ reinterpret_cast<array *>(params[VIndex])->request()... }};
+
+ /* Determine dimensions parameters of output array */
+ ssize_t nd = 0;
+ std::vector<ssize_t> shape(0);
+ auto trivial = broadcast(buffers, nd, shape);
+ size_t ndim = (size_t) nd;
+
+ size_t size = std::accumulate(shape.begin(), shape.end(), (size_t) 1, std::multiplies<size_t>());
+
+ // If all arguments are 0-dimension arrays (i.e. single values) return a plain value (i.e.
+ // not wrapped in an array).
+ if (size == 1 && ndim == 0) {
+ PYBIND11_EXPAND_SIDE_EFFECTS(params[VIndex] = buffers[BIndex].ptr);
+ return cast(f(*reinterpret_cast<param_n_t<Index> *>(params[Index])...));
+ }
+
+ array_t<Return> result;
+ if (trivial == broadcast_trivial::f_trivial) result = array_t<Return, array::f_style>(shape);
+ else result = array_t<Return>(shape);
+
+ if (size == 0) return result;
+
+ /* Call the function */
+ if (trivial == broadcast_trivial::non_trivial)
+ apply_broadcast(buffers, params, result, i_seq, vi_seq, bi_seq);
+ else
+ apply_trivial(buffers, params, result.mutable_data(), size, i_seq, vi_seq, bi_seq);
+
+ return result;
+ }
+
+ template <size_t... Index, size_t... VIndex, size_t... BIndex>
+ void apply_trivial(std::array<buffer_info, NVectorized> &buffers,
+ std::array<void *, N> &params,
+ Return *out,
+ size_t size,
+ index_sequence<Index...>, index_sequence<VIndex...>, index_sequence<BIndex...>) {
+
+ // Initialize an array of mutable byte references and sizes with references set to the
+ // appropriate pointer in `params`; as we iterate, we'll increment each pointer by its size
+ // (except for singletons, which get an increment of 0).
+ std::array<std::pair<unsigned char *&, const size_t>, NVectorized> vecparams{{
+ std::pair<unsigned char *&, const size_t>(
+ reinterpret_cast<unsigned char *&>(params[VIndex] = buffers[BIndex].ptr),
+ buffers[BIndex].size == 1 ? 0 : sizeof(param_n_t<VIndex>)
+ )...
+ }};
+
+ for (size_t i = 0; i < size; ++i) {
+ out[i] = f(*reinterpret_cast<param_n_t<Index> *>(params[Index])...);
+ for (auto &x : vecparams) x.first += x.second;
+ }
+ }
+
+ template <size_t... Index, size_t... VIndex, size_t... BIndex>
+ void apply_broadcast(std::array<buffer_info, NVectorized> &buffers,
+ std::array<void *, N> &params,
+ array_t<Return> &output_array,
+ index_sequence<Index...>, index_sequence<VIndex...>, index_sequence<BIndex...>) {
+
+ buffer_info output = output_array.request();
+ multi_array_iterator<NVectorized> input_iter(buffers, output.shape);
+
+ for (array_iterator<Return> iter = array_begin<Return>(output), end = array_end<Return>(output);
+ iter != end;
+ ++iter, ++input_iter) {
+ PYBIND11_EXPAND_SIDE_EFFECTS((
+ params[VIndex] = input_iter.template data<BIndex>()
+ ));
+ *iter = f(*reinterpret_cast<param_n_t<Index> *>(std::get<Index>(params))...);
+ }
+ }
+};
+
+template <typename Func, typename Return, typename... Args>
+vectorize_helper<Func, Return, Args...>
+vectorize_extractor(const Func &f, Return (*) (Args ...)) {
+ return detail::vectorize_helper<Func, Return, Args...>(f);
+}
+
+template <typename T, int Flags> struct handle_type_name<array_t<T, Flags>> {
+ static PYBIND11_DESCR name() {
+ return _("numpy.ndarray[") + npy_format_descriptor<T>::name() + _("]");
+ }
+};
+
+NAMESPACE_END(detail)
+
+// Vanilla pointer vectorizer:
+template <typename Return, typename... Args>
+detail::vectorize_helper<Return (*)(Args...), Return, Args...>
+vectorize(Return (*f) (Args ...)) {
+ return detail::vectorize_helper<Return (*)(Args...), Return, Args...>(f);
+}
+
+// lambda vectorizer:
+template <typename Func, detail::enable_if_t<detail::is_lambda<Func>::value, int> = 0>
+auto vectorize(Func &&f) -> decltype(
+ detail::vectorize_extractor(std::forward<Func>(f), (detail::function_signature_t<Func> *) nullptr)) {
+ return detail::vectorize_extractor(std::forward<Func>(f), (detail::function_signature_t<Func> *) nullptr);
+}
+
+// Vectorize a class method (non-const):
+template <typename Return, typename Class, typename... Args,
+ typename Helper = detail::vectorize_helper<decltype(std::mem_fn(std::declval<Return (Class::*)(Args...)>())), Return, Class *, Args...>>
+Helper vectorize(Return (Class::*f)(Args...)) {
+ return Helper(std::mem_fn(f));
+}
+
+// Vectorize a class method (non-const):
+template <typename Return, typename Class, typename... Args,
+ typename Helper = detail::vectorize_helper<decltype(std::mem_fn(std::declval<Return (Class::*)(Args...) const>())), Return, const Class *, Args...>>
+Helper vectorize(Return (Class::*f)(Args...) const) {
+ return Helper(std::mem_fn(f));
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
+
+#if defined(_MSC_VER)
+#pragma warning(pop)
+#endif
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/operators.h b/ml/dlib/dlib/external/pybind11/include/pybind11/operators.h
new file mode 100644
index 000000000..b3dd62c3b
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/operators.h
@@ -0,0 +1,168 @@
+/*
+ pybind11/operator.h: Metatemplates for operator overloading
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+
+#if defined(__clang__) && !defined(__INTEL_COMPILER)
+# pragma clang diagnostic ignored "-Wunsequenced" // multiple unsequenced modifications to 'self' (when using def(py::self OP Type()))
+#elif defined(_MSC_VER)
+# pragma warning(push)
+# pragma warning(disable: 4127) // warning C4127: Conditional expression is constant
+#endif
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+/// Enumeration with all supported operator types
+enum op_id : int {
+ op_add, op_sub, op_mul, op_div, op_mod, op_divmod, op_pow, op_lshift,
+ op_rshift, op_and, op_xor, op_or, op_neg, op_pos, op_abs, op_invert,
+ op_int, op_long, op_float, op_str, op_cmp, op_gt, op_ge, op_lt, op_le,
+ op_eq, op_ne, op_iadd, op_isub, op_imul, op_idiv, op_imod, op_ilshift,
+ op_irshift, op_iand, op_ixor, op_ior, op_complex, op_bool, op_nonzero,
+ op_repr, op_truediv, op_itruediv, op_hash
+};
+
+enum op_type : int {
+ op_l, /* base type on left */
+ op_r, /* base type on right */
+ op_u /* unary operator */
+};
+
+struct self_t { };
+static const self_t self = self_t();
+
+/// Type for an unused type slot
+struct undefined_t { };
+
+/// Don't warn about an unused variable
+inline self_t __self() { return self; }
+
+/// base template of operator implementations
+template <op_id, op_type, typename B, typename L, typename R> struct op_impl { };
+
+/// Operator implementation generator
+template <op_id id, op_type ot, typename L, typename R> struct op_ {
+ template <typename Class, typename... Extra> void execute(Class &cl, const Extra&... extra) const {
+ using Base = typename Class::type;
+ using L_type = conditional_t<std::is_same<L, self_t>::value, Base, L>;
+ using R_type = conditional_t<std::is_same<R, self_t>::value, Base, R>;
+ using op = op_impl<id, ot, Base, L_type, R_type>;
+ cl.def(op::name(), &op::execute, is_operator(), extra...);
+ #if PY_MAJOR_VERSION < 3
+ if (id == op_truediv || id == op_itruediv)
+ cl.def(id == op_itruediv ? "__idiv__" : ot == op_l ? "__div__" : "__rdiv__",
+ &op::execute, is_operator(), extra...);
+ #endif
+ }
+ template <typename Class, typename... Extra> void execute_cast(Class &cl, const Extra&... extra) const {
+ using Base = typename Class::type;
+ using L_type = conditional_t<std::is_same<L, self_t>::value, Base, L>;
+ using R_type = conditional_t<std::is_same<R, self_t>::value, Base, R>;
+ using op = op_impl<id, ot, Base, L_type, R_type>;
+ cl.def(op::name(), &op::execute_cast, is_operator(), extra...);
+ #if PY_MAJOR_VERSION < 3
+ if (id == op_truediv || id == op_itruediv)
+ cl.def(id == op_itruediv ? "__idiv__" : ot == op_l ? "__div__" : "__rdiv__",
+ &op::execute, is_operator(), extra...);
+ #endif
+ }
+};
+
+#define PYBIND11_BINARY_OPERATOR(id, rid, op, expr) \
+template <typename B, typename L, typename R> struct op_impl<op_##id, op_l, B, L, R> { \
+ static char const* name() { return "__" #id "__"; } \
+ static auto execute(const L &l, const R &r) -> decltype(expr) { return (expr); } \
+ static B execute_cast(const L &l, const R &r) { return B(expr); } \
+}; \
+template <typename B, typename L, typename R> struct op_impl<op_##id, op_r, B, L, R> { \
+ static char const* name() { return "__" #rid "__"; } \
+ static auto execute(const R &r, const L &l) -> decltype(expr) { return (expr); } \
+ static B execute_cast(const R &r, const L &l) { return B(expr); } \
+}; \
+inline op_<op_##id, op_l, self_t, self_t> op(const self_t &, const self_t &) { \
+ return op_<op_##id, op_l, self_t, self_t>(); \
+} \
+template <typename T> op_<op_##id, op_l, self_t, T> op(const self_t &, const T &) { \
+ return op_<op_##id, op_l, self_t, T>(); \
+} \
+template <typename T> op_<op_##id, op_r, T, self_t> op(const T &, const self_t &) { \
+ return op_<op_##id, op_r, T, self_t>(); \
+}
+
+#define PYBIND11_INPLACE_OPERATOR(id, op, expr) \
+template <typename B, typename L, typename R> struct op_impl<op_##id, op_l, B, L, R> { \
+ static char const* name() { return "__" #id "__"; } \
+ static auto execute(L &l, const R &r) -> decltype(expr) { return expr; } \
+ static B execute_cast(L &l, const R &r) { return B(expr); } \
+}; \
+template <typename T> op_<op_##id, op_l, self_t, T> op(const self_t &, const T &) { \
+ return op_<op_##id, op_l, self_t, T>(); \
+}
+
+#define PYBIND11_UNARY_OPERATOR(id, op, expr) \
+template <typename B, typename L> struct op_impl<op_##id, op_u, B, L, undefined_t> { \
+ static char const* name() { return "__" #id "__"; } \
+ static auto execute(const L &l) -> decltype(expr) { return expr; } \
+ static B execute_cast(const L &l) { return B(expr); } \
+}; \
+inline op_<op_##id, op_u, self_t, undefined_t> op(const self_t &) { \
+ return op_<op_##id, op_u, self_t, undefined_t>(); \
+}
+
+PYBIND11_BINARY_OPERATOR(sub, rsub, operator-, l - r)
+PYBIND11_BINARY_OPERATOR(add, radd, operator+, l + r)
+PYBIND11_BINARY_OPERATOR(mul, rmul, operator*, l * r)
+PYBIND11_BINARY_OPERATOR(truediv, rtruediv, operator/, l / r)
+PYBIND11_BINARY_OPERATOR(mod, rmod, operator%, l % r)
+PYBIND11_BINARY_OPERATOR(lshift, rlshift, operator<<, l << r)
+PYBIND11_BINARY_OPERATOR(rshift, rrshift, operator>>, l >> r)
+PYBIND11_BINARY_OPERATOR(and, rand, operator&, l & r)
+PYBIND11_BINARY_OPERATOR(xor, rxor, operator^, l ^ r)
+PYBIND11_BINARY_OPERATOR(eq, eq, operator==, l == r)
+PYBIND11_BINARY_OPERATOR(ne, ne, operator!=, l != r)
+PYBIND11_BINARY_OPERATOR(or, ror, operator|, l | r)
+PYBIND11_BINARY_OPERATOR(gt, lt, operator>, l > r)
+PYBIND11_BINARY_OPERATOR(ge, le, operator>=, l >= r)
+PYBIND11_BINARY_OPERATOR(lt, gt, operator<, l < r)
+PYBIND11_BINARY_OPERATOR(le, ge, operator<=, l <= r)
+//PYBIND11_BINARY_OPERATOR(pow, rpow, pow, std::pow(l, r))
+PYBIND11_INPLACE_OPERATOR(iadd, operator+=, l += r)
+PYBIND11_INPLACE_OPERATOR(isub, operator-=, l -= r)
+PYBIND11_INPLACE_OPERATOR(imul, operator*=, l *= r)
+PYBIND11_INPLACE_OPERATOR(itruediv, operator/=, l /= r)
+PYBIND11_INPLACE_OPERATOR(imod, operator%=, l %= r)
+PYBIND11_INPLACE_OPERATOR(ilshift, operator<<=, l <<= r)
+PYBIND11_INPLACE_OPERATOR(irshift, operator>>=, l >>= r)
+PYBIND11_INPLACE_OPERATOR(iand, operator&=, l &= r)
+PYBIND11_INPLACE_OPERATOR(ixor, operator^=, l ^= r)
+PYBIND11_INPLACE_OPERATOR(ior, operator|=, l |= r)
+PYBIND11_UNARY_OPERATOR(neg, operator-, -l)
+PYBIND11_UNARY_OPERATOR(pos, operator+, +l)
+PYBIND11_UNARY_OPERATOR(abs, abs, std::abs(l))
+PYBIND11_UNARY_OPERATOR(hash, hash, std::hash<L>()(l))
+PYBIND11_UNARY_OPERATOR(invert, operator~, (~l))
+PYBIND11_UNARY_OPERATOR(bool, operator!, !!l)
+PYBIND11_UNARY_OPERATOR(int, int_, (int) l)
+PYBIND11_UNARY_OPERATOR(float, float_, (double) l)
+
+#undef PYBIND11_BINARY_OPERATOR
+#undef PYBIND11_INPLACE_OPERATOR
+#undef PYBIND11_UNARY_OPERATOR
+NAMESPACE_END(detail)
+
+using detail::self;
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
+
+#if defined(_MSC_VER)
+# pragma warning(pop)
+#endif
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/options.h b/ml/dlib/dlib/external/pybind11/include/pybind11/options.h
new file mode 100644
index 000000000..cc1e1f6f0
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/options.h
@@ -0,0 +1,65 @@
+/*
+ pybind11/options.h: global settings that are configurable at runtime.
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "detail/common.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+class options {
+public:
+
+ // Default RAII constructor, which leaves settings as they currently are.
+ options() : previous_state(global_state()) {}
+
+ // Class is non-copyable.
+ options(const options&) = delete;
+ options& operator=(const options&) = delete;
+
+ // Destructor, which restores settings that were in effect before.
+ ~options() {
+ global_state() = previous_state;
+ }
+
+ // Setter methods (affect the global state):
+
+ options& disable_user_defined_docstrings() & { global_state().show_user_defined_docstrings = false; return *this; }
+
+ options& enable_user_defined_docstrings() & { global_state().show_user_defined_docstrings = true; return *this; }
+
+ options& disable_function_signatures() & { global_state().show_function_signatures = false; return *this; }
+
+ options& enable_function_signatures() & { global_state().show_function_signatures = true; return *this; }
+
+ // Getter methods (return the global state):
+
+ static bool show_user_defined_docstrings() { return global_state().show_user_defined_docstrings; }
+
+ static bool show_function_signatures() { return global_state().show_function_signatures; }
+
+ // This type is not meant to be allocated on the heap.
+ void* operator new(size_t) = delete;
+
+private:
+
+ struct state {
+ bool show_user_defined_docstrings = true; //< Include user-supplied texts in docstrings.
+ bool show_function_signatures = true; //< Include auto-generated function signatures in docstrings.
+ };
+
+ static state &global_state() {
+ static state instance;
+ return instance;
+ }
+
+ state previous_state;
+};
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/pybind11.h b/ml/dlib/dlib/external/pybind11/include/pybind11/pybind11.h
new file mode 100644
index 000000000..7723d2a8e
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/pybind11.h
@@ -0,0 +1,1963 @@
+/*
+ pybind11/pybind11.h: Main header file of the C++11 python
+ binding generator library
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#if defined(_MSC_VER)
+# pragma warning(push)
+# pragma warning(disable: 4100) // warning C4100: Unreferenced formal parameter
+# pragma warning(disable: 4127) // warning C4127: Conditional expression is constant
+# pragma warning(disable: 4512) // warning C4512: Assignment operator was implicitly defined as deleted
+# pragma warning(disable: 4800) // warning C4800: 'int': forcing value to bool 'true' or 'false' (performance warning)
+# pragma warning(disable: 4996) // warning C4996: The POSIX name for this item is deprecated. Instead, use the ISO C and C++ conformant name
+# pragma warning(disable: 4702) // warning C4702: unreachable code
+# pragma warning(disable: 4522) // warning C4522: multiple assignment operators specified
+#elif defined(__INTEL_COMPILER)
+# pragma warning(push)
+# pragma warning(disable: 68) // integer conversion resulted in a change of sign
+# pragma warning(disable: 186) // pointless comparison of unsigned integer with zero
+# pragma warning(disable: 878) // incompatible exception specifications
+# pragma warning(disable: 1334) // the "template" keyword used for syntactic disambiguation may only be used within a template
+# pragma warning(disable: 1682) // implicit conversion of a 64-bit integral type to a smaller integral type (potential portability problem)
+# pragma warning(disable: 1875) // offsetof applied to non-POD (Plain Old Data) types is nonstandard
+# pragma warning(disable: 2196) // warning #2196: routine is both "inline" and "noinline"
+#elif defined(__GNUG__) && !defined(__clang__)
+# pragma GCC diagnostic push
+# pragma GCC diagnostic ignored "-Wunused-but-set-parameter"
+# pragma GCC diagnostic ignored "-Wunused-but-set-variable"
+# pragma GCC diagnostic ignored "-Wmissing-field-initializers"
+# pragma GCC diagnostic ignored "-Wstrict-aliasing"
+# pragma GCC diagnostic ignored "-Wattributes"
+# if __GNUC__ >= 7
+# pragma GCC diagnostic ignored "-Wnoexcept-type"
+# endif
+#endif
+
+#include "attr.h"
+#include "options.h"
+#include "detail/class.h"
+#include "detail/init.h"
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+/// Wraps an arbitrary C++ function/method/lambda function/.. into a callable Python object
+class cpp_function : public function {
+public:
+ cpp_function() { }
+
+ /// Construct a cpp_function from a vanilla function pointer
+ template <typename Return, typename... Args, typename... Extra>
+ cpp_function(Return (*f)(Args...), const Extra&... extra) {
+ initialize(f, f, extra...);
+ }
+
+ /// Construct a cpp_function from a lambda function (possibly with internal state)
+ template <typename Func, typename... Extra,
+ typename = detail::enable_if_t<detail::is_lambda<Func>::value>>
+ cpp_function(Func &&f, const Extra&... extra) {
+ initialize(std::forward<Func>(f),
+ (detail::function_signature_t<Func> *) nullptr, extra...);
+ }
+
+ /// Construct a cpp_function from a class method (non-const)
+ template <typename Return, typename Class, typename... Arg, typename... Extra>
+ cpp_function(Return (Class::*f)(Arg...), const Extra&... extra) {
+ initialize([f](Class *c, Arg... args) -> Return { return (c->*f)(args...); },
+ (Return (*) (Class *, Arg...)) nullptr, extra...);
+ }
+
+ /// Construct a cpp_function from a class method (const)
+ template <typename Return, typename Class, typename... Arg, typename... Extra>
+ cpp_function(Return (Class::*f)(Arg...) const, const Extra&... extra) {
+ initialize([f](const Class *c, Arg... args) -> Return { return (c->*f)(args...); },
+ (Return (*)(const Class *, Arg ...)) nullptr, extra...);
+ }
+
+ /// Return the function name
+ object name() const { return attr("__name__"); }
+
+protected:
+ /// Space optimization: don't inline this frequently instantiated fragment
+ PYBIND11_NOINLINE detail::function_record *make_function_record() {
+ return new detail::function_record();
+ }
+
+ /// Special internal constructor for functors, lambda functions, etc.
+ template <typename Func, typename Return, typename... Args, typename... Extra>
+ void initialize(Func &&f, Return (*)(Args...), const Extra&... extra) {
+ using namespace detail;
+
+ struct capture { remove_reference_t<Func> f; };
+
+ /* Store the function including any extra state it might have (e.g. a lambda capture object) */
+ auto rec = make_function_record();
+
+ /* Store the capture object directly in the function record if there is enough space */
+ if (sizeof(capture) <= sizeof(rec->data)) {
+ /* Without these pragmas, GCC warns that there might not be
+ enough space to use the placement new operator. However, the
+ 'if' statement above ensures that this is the case. */
+#if defined(__GNUG__) && !defined(__clang__) && __GNUC__ >= 6
+# pragma GCC diagnostic push
+# pragma GCC diagnostic ignored "-Wplacement-new"
+#endif
+ new ((capture *) &rec->data) capture { std::forward<Func>(f) };
+#if defined(__GNUG__) && !defined(__clang__) && __GNUC__ >= 6
+# pragma GCC diagnostic pop
+#endif
+ if (!std::is_trivially_destructible<Func>::value)
+ rec->free_data = [](function_record *r) { ((capture *) &r->data)->~capture(); };
+ } else {
+ rec->data[0] = new capture { std::forward<Func>(f) };
+ rec->free_data = [](function_record *r) { delete ((capture *) r->data[0]); };
+ }
+
+ /* Type casters for the function arguments and return value */
+ using cast_in = argument_loader<Args...>;
+ using cast_out = make_caster<
+ conditional_t<std::is_void<Return>::value, void_type, Return>
+ >;
+
+ static_assert(expected_num_args<Extra...>(sizeof...(Args), cast_in::has_args, cast_in::has_kwargs),
+ "The number of argument annotations does not match the number of function arguments");
+
+ /* Dispatch code which converts function arguments and performs the actual function call */
+ rec->impl = [](function_call &call) -> handle {
+ cast_in args_converter;
+
+ /* Try to cast the function arguments into the C++ domain */
+ if (!args_converter.load_args(call))
+ return PYBIND11_TRY_NEXT_OVERLOAD;
+
+ /* Invoke call policy pre-call hook */
+ process_attributes<Extra...>::precall(call);
+
+ /* Get a pointer to the capture object */
+ auto data = (sizeof(capture) <= sizeof(call.func.data)
+ ? &call.func.data : call.func.data[0]);
+ capture *cap = const_cast<capture *>(reinterpret_cast<const capture *>(data));
+
+ /* Override policy for rvalues -- usually to enforce rvp::move on an rvalue */
+ const auto policy = return_value_policy_override<Return>::policy(call.func.policy);
+
+ /* Function scope guard -- defaults to the compile-to-nothing `void_type` */
+ using Guard = extract_guard_t<Extra...>;
+
+ /* Perform the function call */
+ handle result = cast_out::cast(
+ std::move(args_converter).template call<Return, Guard>(cap->f), policy, call.parent);
+
+ /* Invoke call policy post-call hook */
+ process_attributes<Extra...>::postcall(call, result);
+
+ return result;
+ };
+
+ /* Process any user-provided function attributes */
+ process_attributes<Extra...>::init(extra..., rec);
+
+ /* Generate a readable signature describing the function's arguments and return value types */
+ PYBIND11_DESCR signature = _("(") + cast_in::arg_names() + _(") -> ") + cast_out::name();
+
+ /* Register the function with Python from generic (non-templated) code */
+ initialize_generic(rec, signature.text(), signature.types(), sizeof...(Args));
+
+ if (cast_in::has_args) rec->has_args = true;
+ if (cast_in::has_kwargs) rec->has_kwargs = true;
+
+ /* Stash some additional information used by an important optimization in 'functional.h' */
+ using FunctionType = Return (*)(Args...);
+ constexpr bool is_function_ptr =
+ std::is_convertible<Func, FunctionType>::value &&
+ sizeof(capture) == sizeof(void *);
+ if (is_function_ptr) {
+ rec->is_stateless = true;
+ rec->data[1] = const_cast<void *>(reinterpret_cast<const void *>(&typeid(FunctionType)));
+ }
+ }
+
+ /// Register a function call with Python (generic non-templated code goes here)
+ void initialize_generic(detail::function_record *rec, const char *text,
+ const std::type_info *const *types, size_t args) {
+
+ /* Create copies of all referenced C-style strings */
+ rec->name = strdup(rec->name ? rec->name : "");
+ if (rec->doc) rec->doc = strdup(rec->doc);
+ for (auto &a: rec->args) {
+ if (a.name)
+ a.name = strdup(a.name);
+ if (a.descr)
+ a.descr = strdup(a.descr);
+ else if (a.value)
+ a.descr = strdup(a.value.attr("__repr__")().cast<std::string>().c_str());
+ }
+
+ rec->is_constructor = !strcmp(rec->name, "__init__") || !strcmp(rec->name, "__setstate__");
+
+#if !defined(NDEBUG) && !defined(PYBIND11_DISABLE_NEW_STYLE_INIT_WARNING)
+ if (rec->is_constructor && !rec->is_new_style_constructor) {
+ const auto class_name = std::string(((PyTypeObject *) rec->scope.ptr())->tp_name);
+ const auto func_name = std::string(rec->name);
+ PyErr_WarnEx(
+ PyExc_FutureWarning,
+ ("pybind11-bound class '" + class_name + "' is using an old-style "
+ "placement-new '" + func_name + "' which has been deprecated. See "
+ "the upgrade guide in pybind11's docs. This message is only visible "
+ "when compiled in debug mode.").c_str(), 0
+ );
+ }
+#endif
+
+ /* Generate a proper function signature */
+ std::string signature;
+ size_t type_depth = 0, char_index = 0, type_index = 0, arg_index = 0;
+ while (true) {
+ char c = text[char_index++];
+ if (c == '\0')
+ break;
+
+ if (c == '{') {
+ // Write arg name for everything except *args, **kwargs and return type.
+ if (type_depth == 0 && text[char_index] != '*' && arg_index < args) {
+ if (!rec->args.empty() && rec->args[arg_index].name) {
+ signature += rec->args[arg_index].name;
+ } else if (arg_index == 0 && rec->is_method) {
+ signature += "self";
+ } else {
+ signature += "arg" + std::to_string(arg_index - (rec->is_method ? 1 : 0));
+ }
+ signature += ": ";
+ }
+ ++type_depth;
+ } else if (c == '}') {
+ --type_depth;
+ if (type_depth == 0) {
+ if (arg_index < rec->args.size() && rec->args[arg_index].descr) {
+ signature += "=";
+ signature += rec->args[arg_index].descr;
+ }
+ arg_index++;
+ }
+ } else if (c == '%') {
+ const std::type_info *t = types[type_index++];
+ if (!t)
+ pybind11_fail("Internal error while parsing type signature (1)");
+ if (auto tinfo = detail::get_type_info(*t)) {
+ handle th((PyObject *) tinfo->type);
+ signature +=
+ th.attr("__module__").cast<std::string>() + "." +
+ th.attr("__qualname__").cast<std::string>(); // Python 3.3+, but we backport it to earlier versions
+ } else if (rec->is_new_style_constructor && arg_index == 0) {
+ // A new-style `__init__` takes `self` as `value_and_holder`.
+ // Rewrite it to the proper class type.
+ signature +=
+ rec->scope.attr("__module__").cast<std::string>() + "." +
+ rec->scope.attr("__qualname__").cast<std::string>();
+ } else {
+ std::string tname(t->name());
+ detail::clean_type_id(tname);
+ signature += tname;
+ }
+ } else {
+ signature += c;
+ }
+ }
+ if (type_depth != 0 || types[type_index] != nullptr)
+ pybind11_fail("Internal error while parsing type signature (2)");
+
+ #if !defined(PYBIND11_CONSTEXPR_DESCR)
+ delete[] types;
+ delete[] text;
+ #endif
+
+#if PY_MAJOR_VERSION < 3
+ if (strcmp(rec->name, "__next__") == 0) {
+ std::free(rec->name);
+ rec->name = strdup("next");
+ } else if (strcmp(rec->name, "__bool__") == 0) {
+ std::free(rec->name);
+ rec->name = strdup("__nonzero__");
+ }
+#endif
+ rec->signature = strdup(signature.c_str());
+ rec->args.shrink_to_fit();
+ rec->nargs = (std::uint16_t) args;
+
+ if (rec->sibling && PYBIND11_INSTANCE_METHOD_CHECK(rec->sibling.ptr()))
+ rec->sibling = PYBIND11_INSTANCE_METHOD_GET_FUNCTION(rec->sibling.ptr());
+
+ detail::function_record *chain = nullptr, *chain_start = rec;
+ if (rec->sibling) {
+ if (PyCFunction_Check(rec->sibling.ptr())) {
+ auto rec_capsule = reinterpret_borrow<capsule>(PyCFunction_GET_SELF(rec->sibling.ptr()));
+ chain = (detail::function_record *) rec_capsule;
+ /* Never append a method to an overload chain of a parent class;
+ instead, hide the parent's overloads in this case */
+ if (!chain->scope.is(rec->scope))
+ chain = nullptr;
+ }
+ // Don't trigger for things like the default __init__, which are wrapper_descriptors that we are intentionally replacing
+ else if (!rec->sibling.is_none() && rec->name[0] != '_')
+ pybind11_fail("Cannot overload existing non-function object \"" + std::string(rec->name) +
+ "\" with a function of the same name");
+ }
+
+ if (!chain) {
+ /* No existing overload was found, create a new function object */
+ rec->def = new PyMethodDef();
+ std::memset(rec->def, 0, sizeof(PyMethodDef));
+ rec->def->ml_name = rec->name;
+ rec->def->ml_meth = reinterpret_cast<PyCFunction>(*dispatcher);
+ rec->def->ml_flags = METH_VARARGS | METH_KEYWORDS;
+
+ capsule rec_capsule(rec, [](void *ptr) {
+ destruct((detail::function_record *) ptr);
+ });
+
+ object scope_module;
+ if (rec->scope) {
+ if (hasattr(rec->scope, "__module__")) {
+ scope_module = rec->scope.attr("__module__");
+ } else if (hasattr(rec->scope, "__name__")) {
+ scope_module = rec->scope.attr("__name__");
+ }
+ }
+
+ m_ptr = PyCFunction_NewEx(rec->def, rec_capsule.ptr(), scope_module.ptr());
+ if (!m_ptr)
+ pybind11_fail("cpp_function::cpp_function(): Could not allocate function object");
+ } else {
+ /* Append at the end of the overload chain */
+ m_ptr = rec->sibling.ptr();
+ inc_ref();
+ chain_start = chain;
+ if (chain->is_method != rec->is_method)
+ pybind11_fail("overloading a method with both static and instance methods is not supported; "
+ #if defined(NDEBUG)
+ "compile in debug mode for more details"
+ #else
+ "error while attempting to bind " + std::string(rec->is_method ? "instance" : "static") + " method " +
+ std::string(pybind11::str(rec->scope.attr("__name__"))) + "." + std::string(rec->name) + signature
+ #endif
+ );
+ while (chain->next)
+ chain = chain->next;
+ chain->next = rec;
+ }
+
+ std::string signatures;
+ int index = 0;
+ /* Create a nice pydoc rec including all signatures and
+ docstrings of the functions in the overload chain */
+ if (chain && options::show_function_signatures()) {
+ // First a generic signature
+ signatures += rec->name;
+ signatures += "(*args, **kwargs)\n";
+ signatures += "Overloaded function.\n\n";
+ }
+ // Then specific overload signatures
+ bool first_user_def = true;
+ for (auto it = chain_start; it != nullptr; it = it->next) {
+ if (options::show_function_signatures()) {
+ if (index > 0) signatures += "\n";
+ if (chain)
+ signatures += std::to_string(++index) + ". ";
+ signatures += rec->name;
+ signatures += it->signature;
+ signatures += "\n";
+ }
+ if (it->doc && strlen(it->doc) > 0 && options::show_user_defined_docstrings()) {
+ // If we're appending another docstring, and aren't printing function signatures, we
+ // need to append a newline first:
+ if (!options::show_function_signatures()) {
+ if (first_user_def) first_user_def = false;
+ else signatures += "\n";
+ }
+ if (options::show_function_signatures()) signatures += "\n";
+ signatures += it->doc;
+ if (options::show_function_signatures()) signatures += "\n";
+ }
+ }
+
+ /* Install docstring */
+ PyCFunctionObject *func = (PyCFunctionObject *) m_ptr;
+ if (func->m_ml->ml_doc)
+ std::free(const_cast<char *>(func->m_ml->ml_doc));
+ func->m_ml->ml_doc = strdup(signatures.c_str());
+
+ if (rec->is_method) {
+ m_ptr = PYBIND11_INSTANCE_METHOD_NEW(m_ptr, rec->scope.ptr());
+ if (!m_ptr)
+ pybind11_fail("cpp_function::cpp_function(): Could not allocate instance method object");
+ Py_DECREF(func);
+ }
+ }
+
+ /// When a cpp_function is GCed, release any memory allocated by pybind11
+ static void destruct(detail::function_record *rec) {
+ while (rec) {
+ detail::function_record *next = rec->next;
+ if (rec->free_data)
+ rec->free_data(rec);
+ std::free((char *) rec->name);
+ std::free((char *) rec->doc);
+ std::free((char *) rec->signature);
+ for (auto &arg: rec->args) {
+ std::free(const_cast<char *>(arg.name));
+ std::free(const_cast<char *>(arg.descr));
+ arg.value.dec_ref();
+ }
+ if (rec->def) {
+ std::free(const_cast<char *>(rec->def->ml_doc));
+ delete rec->def;
+ }
+ delete rec;
+ rec = next;
+ }
+ }
+
+ /// Main dispatch logic for calls to functions bound using pybind11
+ static PyObject *dispatcher(PyObject *self, PyObject *args_in, PyObject *kwargs_in) {
+ using namespace detail;
+
+ /* Iterator over the list of potentially admissible overloads */
+ function_record *overloads = (function_record *) PyCapsule_GetPointer(self, nullptr),
+ *it = overloads;
+
+ /* Need to know how many arguments + keyword arguments there are to pick the right overload */
+ const size_t n_args_in = (size_t) PyTuple_GET_SIZE(args_in);
+
+ handle parent = n_args_in > 0 ? PyTuple_GET_ITEM(args_in, 0) : nullptr,
+ result = PYBIND11_TRY_NEXT_OVERLOAD;
+
+ auto self_value_and_holder = value_and_holder();
+ if (overloads->is_constructor) {
+ const auto tinfo = get_type_info((PyTypeObject *) overloads->scope.ptr());
+ const auto pi = reinterpret_cast<instance *>(parent.ptr());
+ self_value_and_holder = pi->get_value_and_holder(tinfo, false);
+
+ if (!self_value_and_holder.type || !self_value_and_holder.inst) {
+ PyErr_SetString(PyExc_TypeError, "__init__(self, ...) called with invalid `self` argument");
+ return nullptr;
+ }
+
+ // If this value is already registered it must mean __init__ is invoked multiple times;
+ // we really can't support that in C++, so just ignore the second __init__.
+ if (self_value_and_holder.instance_registered())
+ return none().release().ptr();
+ }
+
+ try {
+ // We do this in two passes: in the first pass, we load arguments with `convert=false`;
+ // in the second, we allow conversion (except for arguments with an explicit
+ // py::arg().noconvert()). This lets us prefer calls without conversion, with
+ // conversion as a fallback.
+ std::vector<function_call> second_pass;
+
+ // However, if there are no overloads, we can just skip the no-convert pass entirely
+ const bool overloaded = it != nullptr && it->next != nullptr;
+
+ for (; it != nullptr; it = it->next) {
+
+ /* For each overload:
+ 1. Copy all positional arguments we were given, also checking to make sure that
+ named positional arguments weren't *also* specified via kwarg.
+ 2. If we weren't given enough, try to make up the omitted ones by checking
+ whether they were provided by a kwarg matching the `py::arg("name")` name. If
+ so, use it (and remove it from kwargs; if not, see if the function binding
+ provided a default that we can use.
+ 3. Ensure that either all keyword arguments were "consumed", or that the function
+ takes a kwargs argument to accept unconsumed kwargs.
+ 4. Any positional arguments still left get put into a tuple (for args), and any
+ leftover kwargs get put into a dict.
+ 5. Pack everything into a vector; if we have py::args or py::kwargs, they are an
+ extra tuple or dict at the end of the positional arguments.
+ 6. Call the function call dispatcher (function_record::impl)
+
+ If one of these fail, move on to the next overload and keep trying until we get a
+ result other than PYBIND11_TRY_NEXT_OVERLOAD.
+ */
+
+ function_record &func = *it;
+ size_t pos_args = func.nargs; // Number of positional arguments that we need
+ if (func.has_args) --pos_args; // (but don't count py::args
+ if (func.has_kwargs) --pos_args; // or py::kwargs)
+
+ if (!func.has_args && n_args_in > pos_args)
+ continue; // Too many arguments for this overload
+
+ if (n_args_in < pos_args && func.args.size() < pos_args)
+ continue; // Not enough arguments given, and not enough defaults to fill in the blanks
+
+ function_call call(func, parent);
+
+ size_t args_to_copy = std::min(pos_args, n_args_in);
+ size_t args_copied = 0;
+
+ // 0. Inject new-style `self` argument
+ if (func.is_new_style_constructor) {
+ // The `value` may have been preallocated by an old-style `__init__`
+ // if it was a preceding candidate for overload resolution.
+ if (self_value_and_holder)
+ self_value_and_holder.type->dealloc(self_value_and_holder);
+
+ call.init_self = PyTuple_GET_ITEM(args_in, 0);
+ call.args.push_back(reinterpret_cast<PyObject *>(&self_value_and_holder));
+ call.args_convert.push_back(false);
+ ++args_copied;
+ }
+
+ // 1. Copy any position arguments given.
+ bool bad_arg = false;
+ for (; args_copied < args_to_copy; ++args_copied) {
+ argument_record *arg_rec = args_copied < func.args.size() ? &func.args[args_copied] : nullptr;
+ if (kwargs_in && arg_rec && arg_rec->name && PyDict_GetItemString(kwargs_in, arg_rec->name)) {
+ bad_arg = true;
+ break;
+ }
+
+ handle arg(PyTuple_GET_ITEM(args_in, args_copied));
+ if (arg_rec && !arg_rec->none && arg.is_none()) {
+ bad_arg = true;
+ break;
+ }
+ call.args.push_back(arg);
+ call.args_convert.push_back(arg_rec ? arg_rec->convert : true);
+ }
+ if (bad_arg)
+ continue; // Maybe it was meant for another overload (issue #688)
+
+ // We'll need to copy this if we steal some kwargs for defaults
+ dict kwargs = reinterpret_borrow<dict>(kwargs_in);
+
+ // 2. Check kwargs and, failing that, defaults that may help complete the list
+ if (args_copied < pos_args) {
+ bool copied_kwargs = false;
+
+ for (; args_copied < pos_args; ++args_copied) {
+ const auto &arg = func.args[args_copied];
+
+ handle value;
+ if (kwargs_in && arg.name)
+ value = PyDict_GetItemString(kwargs.ptr(), arg.name);
+
+ if (value) {
+ // Consume a kwargs value
+ if (!copied_kwargs) {
+ kwargs = reinterpret_steal<dict>(PyDict_Copy(kwargs.ptr()));
+ copied_kwargs = true;
+ }
+ PyDict_DelItemString(kwargs.ptr(), arg.name);
+ } else if (arg.value) {
+ value = arg.value;
+ }
+
+ if (value) {
+ call.args.push_back(value);
+ call.args_convert.push_back(arg.convert);
+ }
+ else
+ break;
+ }
+
+ if (args_copied < pos_args)
+ continue; // Not enough arguments, defaults, or kwargs to fill the positional arguments
+ }
+
+ // 3. Check everything was consumed (unless we have a kwargs arg)
+ if (kwargs && kwargs.size() > 0 && !func.has_kwargs)
+ continue; // Unconsumed kwargs, but no py::kwargs argument to accept them
+
+ // 4a. If we have a py::args argument, create a new tuple with leftovers
+ if (func.has_args) {
+ tuple extra_args;
+ if (args_to_copy == 0) {
+ // We didn't copy out any position arguments from the args_in tuple, so we
+ // can reuse it directly without copying:
+ extra_args = reinterpret_borrow<tuple>(args_in);
+ } else if (args_copied >= n_args_in) {
+ extra_args = tuple(0);
+ } else {
+ size_t args_size = n_args_in - args_copied;
+ extra_args = tuple(args_size);
+ for (size_t i = 0; i < args_size; ++i) {
+ extra_args[i] = PyTuple_GET_ITEM(args_in, args_copied + i);
+ }
+ }
+ call.args.push_back(extra_args);
+ call.args_convert.push_back(false);
+ call.args_ref = std::move(extra_args);
+ }
+
+ // 4b. If we have a py::kwargs, pass on any remaining kwargs
+ if (func.has_kwargs) {
+ if (!kwargs.ptr())
+ kwargs = dict(); // If we didn't get one, send an empty one
+ call.args.push_back(kwargs);
+ call.args_convert.push_back(false);
+ call.kwargs_ref = std::move(kwargs);
+ }
+
+ // 5. Put everything in a vector. Not technically step 5, we've been building it
+ // in `call.args` all along.
+ #if !defined(NDEBUG)
+ if (call.args.size() != func.nargs || call.args_convert.size() != func.nargs)
+ pybind11_fail("Internal error: function call dispatcher inserted wrong number of arguments!");
+ #endif
+
+ std::vector<bool> second_pass_convert;
+ if (overloaded) {
+ // We're in the first no-convert pass, so swap out the conversion flags for a
+ // set of all-false flags. If the call fails, we'll swap the flags back in for
+ // the conversion-allowed call below.
+ second_pass_convert.resize(func.nargs, false);
+ call.args_convert.swap(second_pass_convert);
+ }
+
+ // 6. Call the function.
+ try {
+ loader_life_support guard{};
+ result = func.impl(call);
+ } catch (reference_cast_error &) {
+ result = PYBIND11_TRY_NEXT_OVERLOAD;
+ }
+
+ if (result.ptr() != PYBIND11_TRY_NEXT_OVERLOAD)
+ break;
+
+ if (overloaded) {
+ // The (overloaded) call failed; if the call has at least one argument that
+ // permits conversion (i.e. it hasn't been explicitly specified `.noconvert()`)
+ // then add this call to the list of second pass overloads to try.
+ for (size_t i = func.is_method ? 1 : 0; i < pos_args; i++) {
+ if (second_pass_convert[i]) {
+ // Found one: swap the converting flags back in and store the call for
+ // the second pass.
+ call.args_convert.swap(second_pass_convert);
+ second_pass.push_back(std::move(call));
+ break;
+ }
+ }
+ }
+ }
+
+ if (overloaded && !second_pass.empty() && result.ptr() == PYBIND11_TRY_NEXT_OVERLOAD) {
+ // The no-conversion pass finished without success, try again with conversion allowed
+ for (auto &call : second_pass) {
+ try {
+ loader_life_support guard{};
+ result = call.func.impl(call);
+ } catch (reference_cast_error &) {
+ result = PYBIND11_TRY_NEXT_OVERLOAD;
+ }
+
+ if (result.ptr() != PYBIND11_TRY_NEXT_OVERLOAD)
+ break;
+ }
+ }
+ } catch (error_already_set &e) {
+ e.restore();
+ return nullptr;
+ } catch (...) {
+ /* When an exception is caught, give each registered exception
+ translator a chance to translate it to a Python exception
+ in reverse order of registration.
+
+ A translator may choose to do one of the following:
+
+ - catch the exception and call PyErr_SetString or PyErr_SetObject
+ to set a standard (or custom) Python exception, or
+ - do nothing and let the exception fall through to the next translator, or
+ - delegate translation to the next translator by throwing a new type of exception. */
+
+ auto last_exception = std::current_exception();
+ auto &registered_exception_translators = get_internals().registered_exception_translators;
+ for (auto& translator : registered_exception_translators) {
+ try {
+ translator(last_exception);
+ } catch (...) {
+ last_exception = std::current_exception();
+ continue;
+ }
+ return nullptr;
+ }
+ PyErr_SetString(PyExc_SystemError, "Exception escaped from default exception translator!");
+ return nullptr;
+ }
+
+ auto append_note_if_missing_header_is_suspected = [](std::string &msg) {
+ if (msg.find("std::") != std::string::npos) {
+ msg += "\n\n"
+ "Did you forget to `#include <pybind11/stl.h>`? Or <pybind11/complex.h>,\n"
+ "<pybind11/functional.h>, <pybind11/chrono.h>, etc. Some automatic\n"
+ "conversions are optional and require extra headers to be included\n"
+ "when compiling your pybind11 module.";
+ }
+ };
+
+ if (result.ptr() == PYBIND11_TRY_NEXT_OVERLOAD) {
+ if (overloads->is_operator)
+ return handle(Py_NotImplemented).inc_ref().ptr();
+
+ std::string msg = std::string(overloads->name) + "(): incompatible " +
+ std::string(overloads->is_constructor ? "constructor" : "function") +
+ " arguments. The following argument types are supported:\n";
+
+ int ctr = 0;
+ for (function_record *it2 = overloads; it2 != nullptr; it2 = it2->next) {
+ msg += " "+ std::to_string(++ctr) + ". ";
+
+ bool wrote_sig = false;
+ if (overloads->is_constructor) {
+ // For a constructor, rewrite `(self: Object, arg0, ...) -> NoneType` as `Object(arg0, ...)`
+ std::string sig = it2->signature;
+ size_t start = sig.find('(') + 7; // skip "(self: "
+ if (start < sig.size()) {
+ // End at the , for the next argument
+ size_t end = sig.find(", "), next = end + 2;
+ size_t ret = sig.rfind(" -> ");
+ // Or the ), if there is no comma:
+ if (end >= sig.size()) next = end = sig.find(')');
+ if (start < end && next < sig.size()) {
+ msg.append(sig, start, end - start);
+ msg += '(';
+ msg.append(sig, next, ret - next);
+ wrote_sig = true;
+ }
+ }
+ }
+ if (!wrote_sig) msg += it2->signature;
+
+ msg += "\n";
+ }
+ msg += "\nInvoked with: ";
+ auto args_ = reinterpret_borrow<tuple>(args_in);
+ bool some_args = false;
+ for (size_t ti = overloads->is_constructor ? 1 : 0; ti < args_.size(); ++ti) {
+ if (!some_args) some_args = true;
+ else msg += ", ";
+ msg += pybind11::repr(args_[ti]);
+ }
+ if (kwargs_in) {
+ auto kwargs = reinterpret_borrow<dict>(kwargs_in);
+ if (kwargs.size() > 0) {
+ if (some_args) msg += "; ";
+ msg += "kwargs: ";
+ bool first = true;
+ for (auto kwarg : kwargs) {
+ if (first) first = false;
+ else msg += ", ";
+ msg += pybind11::str("{}={!r}").format(kwarg.first, kwarg.second);
+ }
+ }
+ }
+
+ append_note_if_missing_header_is_suspected(msg);
+ PyErr_SetString(PyExc_TypeError, msg.c_str());
+ return nullptr;
+ } else if (!result) {
+ std::string msg = "Unable to convert function return value to a "
+ "Python type! The signature was\n\t";
+ msg += it->signature;
+ append_note_if_missing_header_is_suspected(msg);
+ PyErr_SetString(PyExc_TypeError, msg.c_str());
+ return nullptr;
+ } else {
+ if (overloads->is_constructor && !self_value_and_holder.holder_constructed()) {
+ auto *pi = reinterpret_cast<instance *>(parent.ptr());
+ self_value_and_holder.type->init_instance(pi, nullptr);
+ }
+ return result.ptr();
+ }
+ }
+};
+
+/// Wrapper for Python extension modules
+class module : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(module, object, PyModule_Check)
+
+ /// Create a new top-level Python module with the given name and docstring
+ explicit module(const char *name, const char *doc = nullptr) {
+ if (!options::show_user_defined_docstrings()) doc = nullptr;
+#if PY_MAJOR_VERSION >= 3
+ PyModuleDef *def = new PyModuleDef();
+ std::memset(def, 0, sizeof(PyModuleDef));
+ def->m_name = name;
+ def->m_doc = doc;
+ def->m_size = -1;
+ Py_INCREF(def);
+ m_ptr = PyModule_Create(def);
+#else
+ m_ptr = Py_InitModule3(name, nullptr, doc);
+#endif
+ if (m_ptr == nullptr)
+ pybind11_fail("Internal error in module::module()");
+ inc_ref();
+ }
+
+ /** \rst
+ Create Python binding for a new function within the module scope. ``Func``
+ can be a plain C++ function, a function pointer, or a lambda function. For
+ details on the ``Extra&& ... extra`` argument, see section :ref:`extras`.
+ \endrst */
+ template <typename Func, typename... Extra>
+ module &def(const char *name_, Func &&f, const Extra& ... extra) {
+ cpp_function func(std::forward<Func>(f), name(name_), scope(*this),
+ sibling(getattr(*this, name_, none())), extra...);
+ // NB: allow overwriting here because cpp_function sets up a chain with the intention of
+ // overwriting (and has already checked internally that it isn't overwriting non-functions).
+ add_object(name_, func, true /* overwrite */);
+ return *this;
+ }
+
+ /** \rst
+ Create and return a new Python submodule with the given name and docstring.
+ This also works recursively, i.e.
+
+ .. code-block:: cpp
+
+ py::module m("example", "pybind11 example plugin");
+ py::module m2 = m.def_submodule("sub", "A submodule of 'example'");
+ py::module m3 = m2.def_submodule("subsub", "A submodule of 'example.sub'");
+ \endrst */
+ module def_submodule(const char *name, const char *doc = nullptr) {
+ std::string full_name = std::string(PyModule_GetName(m_ptr))
+ + std::string(".") + std::string(name);
+ auto result = reinterpret_borrow<module>(PyImport_AddModule(full_name.c_str()));
+ if (doc && options::show_user_defined_docstrings())
+ result.attr("__doc__") = pybind11::str(doc);
+ attr(name) = result;
+ return result;
+ }
+
+ /// Import and return a module or throws `error_already_set`.
+ static module import(const char *name) {
+ PyObject *obj = PyImport_ImportModule(name);
+ if (!obj)
+ throw error_already_set();
+ return reinterpret_steal<module>(obj);
+ }
+
+ /// Reload the module or throws `error_already_set`.
+ void reload() {
+ PyObject *obj = PyImport_ReloadModule(ptr());
+ if (!obj)
+ throw error_already_set();
+ *this = reinterpret_steal<module>(obj);
+ }
+
+ // Adds an object to the module using the given name. Throws if an object with the given name
+ // already exists.
+ //
+ // overwrite should almost always be false: attempting to overwrite objects that pybind11 has
+ // established will, in most cases, break things.
+ PYBIND11_NOINLINE void add_object(const char *name, handle obj, bool overwrite = false) {
+ if (!overwrite && hasattr(*this, name))
+ pybind11_fail("Error during initialization: multiple incompatible definitions with name \"" +
+ std::string(name) + "\"");
+
+ PyModule_AddObject(ptr(), name, obj.inc_ref().ptr() /* steals a reference */);
+ }
+};
+
+/// \ingroup python_builtins
+/// Return a dictionary representing the global variables in the current execution frame,
+/// or ``__main__.__dict__`` if there is no frame (usually when the interpreter is embedded).
+inline dict globals() {
+ PyObject *p = PyEval_GetGlobals();
+ return reinterpret_borrow<dict>(p ? p : module::import("__main__").attr("__dict__").ptr());
+}
+
+NAMESPACE_BEGIN(detail)
+/// Generic support for creating new Python heap types
+class generic_type : public object {
+ template <typename...> friend class class_;
+public:
+ PYBIND11_OBJECT_DEFAULT(generic_type, object, PyType_Check)
+protected:
+ void initialize(const type_record &rec) {
+ if (rec.scope && hasattr(rec.scope, rec.name))
+ pybind11_fail("generic_type: cannot initialize type \"" + std::string(rec.name) +
+ "\": an object with that name is already defined");
+
+ if (rec.module_local ? get_local_type_info(*rec.type) : get_global_type_info(*rec.type))
+ pybind11_fail("generic_type: type \"" + std::string(rec.name) +
+ "\" is already registered!");
+
+ m_ptr = make_new_python_type(rec);
+
+ /* Register supplemental type information in C++ dict */
+ auto *tinfo = new detail::type_info();
+ tinfo->type = (PyTypeObject *) m_ptr;
+ tinfo->cpptype = rec.type;
+ tinfo->type_size = rec.type_size;
+ tinfo->operator_new = rec.operator_new;
+ tinfo->holder_size_in_ptrs = size_in_ptrs(rec.holder_size);
+ tinfo->init_instance = rec.init_instance;
+ tinfo->dealloc = rec.dealloc;
+ tinfo->simple_type = true;
+ tinfo->simple_ancestors = true;
+ tinfo->default_holder = rec.default_holder;
+ tinfo->module_local = rec.module_local;
+
+ auto &internals = get_internals();
+ auto tindex = std::type_index(*rec.type);
+ tinfo->direct_conversions = &internals.direct_conversions[tindex];
+ if (rec.module_local)
+ registered_local_types_cpp()[tindex] = tinfo;
+ else
+ internals.registered_types_cpp[tindex] = tinfo;
+ internals.registered_types_py[(PyTypeObject *) m_ptr] = { tinfo };
+
+ if (rec.bases.size() > 1 || rec.multiple_inheritance) {
+ mark_parents_nonsimple(tinfo->type);
+ tinfo->simple_ancestors = false;
+ }
+ else if (rec.bases.size() == 1) {
+ auto parent_tinfo = get_type_info((PyTypeObject *) rec.bases[0].ptr());
+ tinfo->simple_ancestors = parent_tinfo->simple_ancestors;
+ }
+
+ if (rec.module_local) {
+ // Stash the local typeinfo and loader so that external modules can access it.
+ tinfo->module_local_load = &type_caster_generic::local_load;
+ setattr(m_ptr, PYBIND11_MODULE_LOCAL_ID, capsule(tinfo));
+ }
+ }
+
+ /// Helper function which tags all parents of a type using mult. inheritance
+ void mark_parents_nonsimple(PyTypeObject *value) {
+ auto t = reinterpret_borrow<tuple>(value->tp_bases);
+ for (handle h : t) {
+ auto tinfo2 = get_type_info((PyTypeObject *) h.ptr());
+ if (tinfo2)
+ tinfo2->simple_type = false;
+ mark_parents_nonsimple((PyTypeObject *) h.ptr());
+ }
+ }
+
+ void install_buffer_funcs(
+ buffer_info *(*get_buffer)(PyObject *, void *),
+ void *get_buffer_data) {
+ PyHeapTypeObject *type = (PyHeapTypeObject*) m_ptr;
+ auto tinfo = detail::get_type_info(&type->ht_type);
+
+ if (!type->ht_type.tp_as_buffer)
+ pybind11_fail(
+ "To be able to register buffer protocol support for the type '" +
+ std::string(tinfo->type->tp_name) +
+ "' the associated class<>(..) invocation must "
+ "include the pybind11::buffer_protocol() annotation!");
+
+ tinfo->get_buffer = get_buffer;
+ tinfo->get_buffer_data = get_buffer_data;
+ }
+
+ void def_property_static_impl(const char *name,
+ handle fget, handle fset,
+ detail::function_record *rec_fget) {
+ const auto is_static = !(rec_fget->is_method && rec_fget->scope);
+ const auto has_doc = rec_fget->doc && pybind11::options::show_user_defined_docstrings();
+
+ auto property = handle((PyObject *) (is_static ? get_internals().static_property_type
+ : &PyProperty_Type));
+ attr(name) = property(fget.ptr() ? fget : none(),
+ fset.ptr() ? fset : none(),
+ /*deleter*/none(),
+ pybind11::str(has_doc ? rec_fget->doc : ""));
+ }
+};
+
+/// Set the pointer to operator new if it exists. The cast is needed because it can be overloaded.
+template <typename T, typename = void_t<decltype(static_cast<void *(*)(size_t)>(T::operator new))>>
+void set_operator_new(type_record *r) { r->operator_new = &T::operator new; }
+
+template <typename> void set_operator_new(...) { }
+
+template <typename T, typename SFINAE = void> struct has_operator_delete : std::false_type { };
+template <typename T> struct has_operator_delete<T, void_t<decltype(static_cast<void (*)(void *)>(T::operator delete))>>
+ : std::true_type { };
+template <typename T, typename SFINAE = void> struct has_operator_delete_size : std::false_type { };
+template <typename T> struct has_operator_delete_size<T, void_t<decltype(static_cast<void (*)(void *, size_t)>(T::operator delete))>>
+ : std::true_type { };
+/// Call class-specific delete if it exists or global otherwise. Can also be an overload set.
+template <typename T, enable_if_t<has_operator_delete<T>::value, int> = 0>
+void call_operator_delete(T *p, size_t) { T::operator delete(p); }
+template <typename T, enable_if_t<!has_operator_delete<T>::value && has_operator_delete_size<T>::value, int> = 0>
+void call_operator_delete(T *p, size_t s) { T::operator delete(p, s); }
+
+inline void call_operator_delete(void *p, size_t) { ::operator delete(p); }
+
+NAMESPACE_END(detail)
+
+/// Given a pointer to a member function, cast it to its `Derived` version.
+/// Forward everything else unchanged.
+template <typename /*Derived*/, typename F>
+auto method_adaptor(F &&f) -> decltype(std::forward<F>(f)) { return std::forward<F>(f); }
+
+template <typename Derived, typename Return, typename Class, typename... Args>
+auto method_adaptor(Return (Class::*pmf)(Args...)) -> Return (Derived::*)(Args...) { return pmf; }
+
+template <typename Derived, typename Return, typename Class, typename... Args>
+auto method_adaptor(Return (Class::*pmf)(Args...) const) -> Return (Derived::*)(Args...) const { return pmf; }
+
+template <typename type_, typename... options>
+class class_ : public detail::generic_type {
+ template <typename T> using is_holder = detail::is_holder_type<type_, T>;
+ template <typename T> using is_subtype = detail::is_strict_base_of<type_, T>;
+ template <typename T> using is_base = detail::is_strict_base_of<T, type_>;
+ // struct instead of using here to help MSVC:
+ template <typename T> struct is_valid_class_option :
+ detail::any_of<is_holder<T>, is_subtype<T>, is_base<T>> {};
+
+public:
+ using type = type_;
+ using type_alias = detail::exactly_one_t<is_subtype, void, options...>;
+ constexpr static bool has_alias = !std::is_void<type_alias>::value;
+ using holder_type = detail::exactly_one_t<is_holder, std::unique_ptr<type>, options...>;
+
+ static_assert(detail::all_of<is_valid_class_option<options>...>::value,
+ "Unknown/invalid class_ template parameters provided");
+
+ static_assert(!has_alias || std::is_polymorphic<type>::value,
+ "Cannot use an alias class with a non-polymorphic type");
+
+ PYBIND11_OBJECT(class_, generic_type, PyType_Check)
+
+ template <typename... Extra>
+ class_(handle scope, const char *name, const Extra &... extra) {
+ using namespace detail;
+
+ // MI can only be specified via class_ template options, not constructor parameters
+ static_assert(
+ none_of<is_pyobject<Extra>...>::value || // no base class arguments, or:
+ ( constexpr_sum(is_pyobject<Extra>::value...) == 1 && // Exactly one base
+ constexpr_sum(is_base<options>::value...) == 0 && // no template option bases
+ none_of<std::is_same<multiple_inheritance, Extra>...>::value), // no multiple_inheritance attr
+ "Error: multiple inheritance bases must be specified via class_ template options");
+
+ type_record record;
+ record.scope = scope;
+ record.name = name;
+ record.type = &typeid(type);
+ record.type_size = sizeof(conditional_t<has_alias, type_alias, type>);
+ record.holder_size = sizeof(holder_type);
+ record.init_instance = init_instance;
+ record.dealloc = dealloc;
+ record.default_holder = std::is_same<holder_type, std::unique_ptr<type>>::value;
+
+ set_operator_new<type>(&record);
+
+ /* Register base classes specified via template arguments to class_, if any */
+ PYBIND11_EXPAND_SIDE_EFFECTS(add_base<options>(record));
+
+ /* Process optional arguments, if any */
+ process_attributes<Extra...>::init(extra..., &record);
+
+ generic_type::initialize(record);
+
+ if (has_alias) {
+ auto &instances = record.module_local ? registered_local_types_cpp() : get_internals().registered_types_cpp;
+ instances[std::type_index(typeid(type_alias))] = instances[std::type_index(typeid(type))];
+ }
+ }
+
+ template <typename Base, detail::enable_if_t<is_base<Base>::value, int> = 0>
+ static void add_base(detail::type_record &rec) {
+ rec.add_base(typeid(Base), [](void *src) -> void * {
+ return static_cast<Base *>(reinterpret_cast<type *>(src));
+ });
+ }
+
+ template <typename Base, detail::enable_if_t<!is_base<Base>::value, int> = 0>
+ static void add_base(detail::type_record &) { }
+
+ template <typename Func, typename... Extra>
+ class_ &def(const char *name_, Func&& f, const Extra&... extra) {
+ cpp_function cf(method_adaptor<type>(std::forward<Func>(f)), name(name_), is_method(*this),
+ sibling(getattr(*this, name_, none())), extra...);
+ attr(cf.name()) = cf;
+ return *this;
+ }
+
+ template <typename Func, typename... Extra> class_ &
+ def_static(const char *name_, Func &&f, const Extra&... extra) {
+ static_assert(!std::is_member_function_pointer<Func>::value,
+ "def_static(...) called with a non-static member function pointer");
+ cpp_function cf(std::forward<Func>(f), name(name_), scope(*this),
+ sibling(getattr(*this, name_, none())), extra...);
+ attr(cf.name()) = cf;
+ return *this;
+ }
+
+ template <detail::op_id id, detail::op_type ot, typename L, typename R, typename... Extra>
+ class_ &def(const detail::op_<id, ot, L, R> &op, const Extra&... extra) {
+ op.execute(*this, extra...);
+ return *this;
+ }
+
+ template <detail::op_id id, detail::op_type ot, typename L, typename R, typename... Extra>
+ class_ & def_cast(const detail::op_<id, ot, L, R> &op, const Extra&... extra) {
+ op.execute_cast(*this, extra...);
+ return *this;
+ }
+
+ template <typename... Args, typename... Extra>
+ class_ &def(const detail::initimpl::constructor<Args...> &init, const Extra&... extra) {
+ init.execute(*this, extra...);
+ return *this;
+ }
+
+ template <typename... Args, typename... Extra>
+ class_ &def(const detail::initimpl::alias_constructor<Args...> &init, const Extra&... extra) {
+ init.execute(*this, extra...);
+ return *this;
+ }
+
+ template <typename... Args, typename... Extra>
+ class_ &def(detail::initimpl::factory<Args...> &&init, const Extra&... extra) {
+ std::move(init).execute(*this, extra...);
+ return *this;
+ }
+
+ template <typename... Args, typename... Extra>
+ class_ &def(detail::initimpl::pickle_factory<Args...> &&pf, const Extra &...extra) {
+ std::move(pf).execute(*this, extra...);
+ return *this;
+ }
+
+ template <typename Func> class_& def_buffer(Func &&func) {
+ struct capture { Func func; };
+ capture *ptr = new capture { std::forward<Func>(func) };
+ install_buffer_funcs([](PyObject *obj, void *ptr) -> buffer_info* {
+ detail::make_caster<type> caster;
+ if (!caster.load(obj, false))
+ return nullptr;
+ return new buffer_info(((capture *) ptr)->func(caster));
+ }, ptr);
+ return *this;
+ }
+
+ template <typename Return, typename Class, typename... Args>
+ class_ &def_buffer(Return (Class::*func)(Args...)) {
+ return def_buffer([func] (type &obj) { return (obj.*func)(); });
+ }
+
+ template <typename Return, typename Class, typename... Args>
+ class_ &def_buffer(Return (Class::*func)(Args...) const) {
+ return def_buffer([func] (const type &obj) { return (obj.*func)(); });
+ }
+
+ template <typename C, typename D, typename... Extra>
+ class_ &def_readwrite(const char *name, D C::*pm, const Extra&... extra) {
+ static_assert(std::is_base_of<C, type>::value, "def_readwrite() requires a class member (or base class member)");
+ cpp_function fget([pm](const type &c) -> const D &{ return c.*pm; }, is_method(*this)),
+ fset([pm](type &c, const D &value) { c.*pm = value; }, is_method(*this));
+ def_property(name, fget, fset, return_value_policy::reference_internal, extra...);
+ return *this;
+ }
+
+ template <typename C, typename D, typename... Extra>
+ class_ &def_readonly(const char *name, const D C::*pm, const Extra& ...extra) {
+ static_assert(std::is_base_of<C, type>::value, "def_readonly() requires a class member (or base class member)");
+ cpp_function fget([pm](const type &c) -> const D &{ return c.*pm; }, is_method(*this));
+ def_property_readonly(name, fget, return_value_policy::reference_internal, extra...);
+ return *this;
+ }
+
+ template <typename D, typename... Extra>
+ class_ &def_readwrite_static(const char *name, D *pm, const Extra& ...extra) {
+ cpp_function fget([pm](object) -> const D &{ return *pm; }, scope(*this)),
+ fset([pm](object, const D &value) { *pm = value; }, scope(*this));
+ def_property_static(name, fget, fset, return_value_policy::reference, extra...);
+ return *this;
+ }
+
+ template <typename D, typename... Extra>
+ class_ &def_readonly_static(const char *name, const D *pm, const Extra& ...extra) {
+ cpp_function fget([pm](object) -> const D &{ return *pm; }, scope(*this));
+ def_property_readonly_static(name, fget, return_value_policy::reference, extra...);
+ return *this;
+ }
+
+ /// Uses return_value_policy::reference_internal by default
+ template <typename Getter, typename... Extra>
+ class_ &def_property_readonly(const char *name, const Getter &fget, const Extra& ...extra) {
+ return def_property_readonly(name, cpp_function(method_adaptor<type>(fget)),
+ return_value_policy::reference_internal, extra...);
+ }
+
+ /// Uses cpp_function's return_value_policy by default
+ template <typename... Extra>
+ class_ &def_property_readonly(const char *name, const cpp_function &fget, const Extra& ...extra) {
+ return def_property(name, fget, cpp_function(), extra...);
+ }
+
+ /// Uses return_value_policy::reference by default
+ template <typename Getter, typename... Extra>
+ class_ &def_property_readonly_static(const char *name, const Getter &fget, const Extra& ...extra) {
+ return def_property_readonly_static(name, cpp_function(fget), return_value_policy::reference, extra...);
+ }
+
+ /// Uses cpp_function's return_value_policy by default
+ template <typename... Extra>
+ class_ &def_property_readonly_static(const char *name, const cpp_function &fget, const Extra& ...extra) {
+ return def_property_static(name, fget, cpp_function(), extra...);
+ }
+
+ /// Uses return_value_policy::reference_internal by default
+ template <typename Getter, typename Setter, typename... Extra>
+ class_ &def_property(const char *name, const Getter &fget, const Setter &fset, const Extra& ...extra) {
+ return def_property(name, fget, cpp_function(method_adaptor<type>(fset)), extra...);
+ }
+ template <typename Getter, typename... Extra>
+ class_ &def_property(const char *name, const Getter &fget, const cpp_function &fset, const Extra& ...extra) {
+ return def_property(name, cpp_function(method_adaptor<type>(fget)), fset,
+ return_value_policy::reference_internal, extra...);
+ }
+
+ /// Uses cpp_function's return_value_policy by default
+ template <typename... Extra>
+ class_ &def_property(const char *name, const cpp_function &fget, const cpp_function &fset, const Extra& ...extra) {
+ return def_property_static(name, fget, fset, is_method(*this), extra...);
+ }
+
+ /// Uses return_value_policy::reference by default
+ template <typename Getter, typename... Extra>
+ class_ &def_property_static(const char *name, const Getter &fget, const cpp_function &fset, const Extra& ...extra) {
+ return def_property_static(name, cpp_function(fget), fset, return_value_policy::reference, extra...);
+ }
+
+ /// Uses cpp_function's return_value_policy by default
+ template <typename... Extra>
+ class_ &def_property_static(const char *name, const cpp_function &fget, const cpp_function &fset, const Extra& ...extra) {
+ auto rec_fget = get_function_record(fget), rec_fset = get_function_record(fset);
+ char *doc_prev = rec_fget->doc; /* 'extra' field may include a property-specific documentation string */
+ detail::process_attributes<Extra...>::init(extra..., rec_fget);
+ if (rec_fget->doc && rec_fget->doc != doc_prev) {
+ free(doc_prev);
+ rec_fget->doc = strdup(rec_fget->doc);
+ }
+ if (rec_fset) {
+ doc_prev = rec_fset->doc;
+ detail::process_attributes<Extra...>::init(extra..., rec_fset);
+ if (rec_fset->doc && rec_fset->doc != doc_prev) {
+ free(doc_prev);
+ rec_fset->doc = strdup(rec_fset->doc);
+ }
+ }
+ def_property_static_impl(name, fget, fset, rec_fget);
+ return *this;
+ }
+
+private:
+ /// Initialize holder object, variant 1: object derives from enable_shared_from_this
+ template <typename T>
+ static void init_holder(detail::instance *inst, detail::value_and_holder &v_h,
+ const holder_type * /* unused */, const std::enable_shared_from_this<T> * /* dummy */) {
+ try {
+ auto sh = std::dynamic_pointer_cast<typename holder_type::element_type>(
+ v_h.value_ptr<type>()->shared_from_this());
+ if (sh) {
+ new (&v_h.holder<holder_type>()) holder_type(std::move(sh));
+ v_h.set_holder_constructed();
+ }
+ } catch (const std::bad_weak_ptr &) {}
+
+ if (!v_h.holder_constructed() && inst->owned) {
+ new (&v_h.holder<holder_type>()) holder_type(v_h.value_ptr<type>());
+ v_h.set_holder_constructed();
+ }
+ }
+
+ static void init_holder_from_existing(const detail::value_and_holder &v_h,
+ const holder_type *holder_ptr, std::true_type /*is_copy_constructible*/) {
+ new (&v_h.holder<holder_type>()) holder_type(*reinterpret_cast<const holder_type *>(holder_ptr));
+ }
+
+ static void init_holder_from_existing(const detail::value_and_holder &v_h,
+ const holder_type *holder_ptr, std::false_type /*is_copy_constructible*/) {
+ new (&v_h.holder<holder_type>()) holder_type(std::move(*const_cast<holder_type *>(holder_ptr)));
+ }
+
+ /// Initialize holder object, variant 2: try to construct from existing holder object, if possible
+ static void init_holder(detail::instance *inst, detail::value_and_holder &v_h,
+ const holder_type *holder_ptr, const void * /* dummy -- not enable_shared_from_this<T>) */) {
+ if (holder_ptr) {
+ init_holder_from_existing(v_h, holder_ptr, std::is_copy_constructible<holder_type>());
+ v_h.set_holder_constructed();
+ } else if (inst->owned || detail::always_construct_holder<holder_type>::value) {
+ new (&v_h.holder<holder_type>()) holder_type(v_h.value_ptr<type>());
+ v_h.set_holder_constructed();
+ }
+ }
+
+ /// Performs instance initialization including constructing a holder and registering the known
+ /// instance. Should be called as soon as the `type` value_ptr is set for an instance. Takes an
+ /// optional pointer to an existing holder to use; if not specified and the instance is
+ /// `.owned`, a new holder will be constructed to manage the value pointer.
+ static void init_instance(detail::instance *inst, const void *holder_ptr) {
+ auto v_h = inst->get_value_and_holder(detail::get_type_info(typeid(type)));
+ if (!v_h.instance_registered()) {
+ register_instance(inst, v_h.value_ptr(), v_h.type);
+ v_h.set_instance_registered();
+ }
+ init_holder(inst, v_h, (const holder_type *) holder_ptr, v_h.value_ptr<type>());
+ }
+
+ /// Deallocates an instance; via holder, if constructed; otherwise via operator delete.
+ static void dealloc(detail::value_and_holder &v_h) {
+ if (v_h.holder_constructed()) {
+ v_h.holder<holder_type>().~holder_type();
+ v_h.set_holder_constructed(false);
+ }
+ else {
+ detail::call_operator_delete(v_h.value_ptr<type>(), v_h.type->type_size);
+ }
+ v_h.value_ptr() = nullptr;
+ }
+
+ static detail::function_record *get_function_record(handle h) {
+ h = detail::get_function(h);
+ return h ? (detail::function_record *) reinterpret_borrow<capsule>(PyCFunction_GET_SELF(h.ptr()))
+ : nullptr;
+ }
+};
+
+/// Binds an existing constructor taking arguments Args...
+template <typename... Args> detail::initimpl::constructor<Args...> init() { return {}; }
+/// Like `init<Args...>()`, but the instance is always constructed through the alias class (even
+/// when not inheriting on the Python side).
+template <typename... Args> detail::initimpl::alias_constructor<Args...> init_alias() { return {}; }
+
+/// Binds a factory function as a constructor
+template <typename Func, typename Ret = detail::initimpl::factory<Func>>
+Ret init(Func &&f) { return {std::forward<Func>(f)}; }
+
+/// Dual-argument factory function: the first function is called when no alias is needed, the second
+/// when an alias is needed (i.e. due to python-side inheritance). Arguments must be identical.
+template <typename CFunc, typename AFunc, typename Ret = detail::initimpl::factory<CFunc, AFunc>>
+Ret init(CFunc &&c, AFunc &&a) {
+ return {std::forward<CFunc>(c), std::forward<AFunc>(a)};
+}
+
+/// Binds pickling functions `__getstate__` and `__setstate__` and ensures that the type
+/// returned by `__getstate__` is the same as the argument accepted by `__setstate__`.
+template <typename GetState, typename SetState>
+detail::initimpl::pickle_factory<GetState, SetState> pickle(GetState &&g, SetState &&s) {
+ return {std::forward<GetState>(g), std::forward<SetState>(s)};
+}
+
+/// Binds C++ enumerations and enumeration classes to Python
+template <typename Type> class enum_ : public class_<Type> {
+public:
+ using class_<Type>::def;
+ using class_<Type>::def_property_readonly_static;
+ using Scalar = typename std::underlying_type<Type>::type;
+
+ template <typename... Extra>
+ enum_(const handle &scope, const char *name, const Extra&... extra)
+ : class_<Type>(scope, name, extra...), m_entries(), m_parent(scope) {
+
+ constexpr bool is_arithmetic = detail::any_of<std::is_same<arithmetic, Extra>...>::value;
+
+ auto m_entries_ptr = m_entries.inc_ref().ptr();
+ def("__repr__", [name, m_entries_ptr](Type value) -> pybind11::str {
+ for (const auto &kv : reinterpret_borrow<dict>(m_entries_ptr)) {
+ if (pybind11::cast<Type>(kv.second) == value)
+ return pybind11::str("{}.{}").format(name, kv.first);
+ }
+ return pybind11::str("{}.???").format(name);
+ });
+ def_property_readonly_static("__members__", [m_entries_ptr](object /* self */) {
+ dict m;
+ for (const auto &kv : reinterpret_borrow<dict>(m_entries_ptr))
+ m[kv.first] = kv.second;
+ return m;
+ }, return_value_policy::copy);
+ def(init([](Scalar i) { return static_cast<Type>(i); }));
+ def("__int__", [](Type value) { return (Scalar) value; });
+ #if PY_MAJOR_VERSION < 3
+ def("__long__", [](Type value) { return (Scalar) value; });
+ #endif
+ def("__eq__", [](const Type &value, Type *value2) { return value2 && value == *value2; });
+ def("__ne__", [](const Type &value, Type *value2) { return !value2 || value != *value2; });
+ if (is_arithmetic) {
+ def("__lt__", [](const Type &value, Type *value2) { return value2 && value < *value2; });
+ def("__gt__", [](const Type &value, Type *value2) { return value2 && value > *value2; });
+ def("__le__", [](const Type &value, Type *value2) { return value2 && value <= *value2; });
+ def("__ge__", [](const Type &value, Type *value2) { return value2 && value >= *value2; });
+ }
+ if (std::is_convertible<Type, Scalar>::value) {
+ // Don't provide comparison with the underlying type if the enum isn't convertible,
+ // i.e. if Type is a scoped enum, mirroring the C++ behaviour. (NB: we explicitly
+ // convert Type to Scalar below anyway because this needs to compile).
+ def("__eq__", [](const Type &value, Scalar value2) { return (Scalar) value == value2; });
+ def("__ne__", [](const Type &value, Scalar value2) { return (Scalar) value != value2; });
+ if (is_arithmetic) {
+ def("__lt__", [](const Type &value, Scalar value2) { return (Scalar) value < value2; });
+ def("__gt__", [](const Type &value, Scalar value2) { return (Scalar) value > value2; });
+ def("__le__", [](const Type &value, Scalar value2) { return (Scalar) value <= value2; });
+ def("__ge__", [](const Type &value, Scalar value2) { return (Scalar) value >= value2; });
+ def("__invert__", [](const Type &value) { return ~((Scalar) value); });
+ def("__and__", [](const Type &value, Scalar value2) { return (Scalar) value & value2; });
+ def("__or__", [](const Type &value, Scalar value2) { return (Scalar) value | value2; });
+ def("__xor__", [](const Type &value, Scalar value2) { return (Scalar) value ^ value2; });
+ def("__rand__", [](const Type &value, Scalar value2) { return (Scalar) value & value2; });
+ def("__ror__", [](const Type &value, Scalar value2) { return (Scalar) value | value2; });
+ def("__rxor__", [](const Type &value, Scalar value2) { return (Scalar) value ^ value2; });
+ def("__and__", [](const Type &value, const Type &value2) { return (Scalar) value & (Scalar) value2; });
+ def("__or__", [](const Type &value, const Type &value2) { return (Scalar) value | (Scalar) value2; });
+ def("__xor__", [](const Type &value, const Type &value2) { return (Scalar) value ^ (Scalar) value2; });
+ }
+ }
+ def("__hash__", [](const Type &value) { return (Scalar) value; });
+ // Pickling and unpickling -- needed for use with the 'multiprocessing' module
+ def(pickle([](const Type &value) { return pybind11::make_tuple((Scalar) value); },
+ [](tuple t) { return static_cast<Type>(t[0].cast<Scalar>()); }));
+ }
+
+ /// Export enumeration entries into the parent scope
+ enum_& export_values() {
+ for (const auto &kv : m_entries)
+ m_parent.attr(kv.first) = kv.second;
+ return *this;
+ }
+
+ /// Add an enumeration entry
+ enum_& value(char const* name, Type value) {
+ auto v = pybind11::cast(value, return_value_policy::copy);
+ this->attr(name) = v;
+ m_entries[pybind11::str(name)] = v;
+ return *this;
+ }
+
+private:
+ dict m_entries;
+ handle m_parent;
+};
+
+NAMESPACE_BEGIN(detail)
+
+
+inline void keep_alive_impl(handle nurse, handle patient) {
+ if (!nurse || !patient)
+ pybind11_fail("Could not activate keep_alive!");
+
+ if (patient.is_none() || nurse.is_none())
+ return; /* Nothing to keep alive or nothing to be kept alive by */
+
+ auto tinfo = all_type_info(Py_TYPE(nurse.ptr()));
+ if (!tinfo.empty()) {
+ /* It's a pybind-registered type, so we can store the patient in the
+ * internal list. */
+ add_patient(nurse.ptr(), patient.ptr());
+ }
+ else {
+ /* Fall back to clever approach based on weak references taken from
+ * Boost.Python. This is not used for pybind-registered types because
+ * the objects can be destroyed out-of-order in a GC pass. */
+ cpp_function disable_lifesupport(
+ [patient](handle weakref) { patient.dec_ref(); weakref.dec_ref(); });
+
+ weakref wr(nurse, disable_lifesupport);
+
+ patient.inc_ref(); /* reference patient and leak the weak reference */
+ (void) wr.release();
+ }
+}
+
+PYBIND11_NOINLINE inline void keep_alive_impl(size_t Nurse, size_t Patient, function_call &call, handle ret) {
+ auto get_arg = [&](size_t n) {
+ if (n == 0)
+ return ret;
+ else if (n == 1 && call.init_self)
+ return call.init_self;
+ else if (n <= call.args.size())
+ return call.args[n - 1];
+ return handle();
+ };
+
+ keep_alive_impl(get_arg(Nurse), get_arg(Patient));
+}
+
+inline std::pair<decltype(internals::registered_types_py)::iterator, bool> all_type_info_get_cache(PyTypeObject *type) {
+ auto res = get_internals().registered_types_py
+#ifdef __cpp_lib_unordered_map_try_emplace
+ .try_emplace(type);
+#else
+ .emplace(type, std::vector<detail::type_info *>());
+#endif
+ if (res.second) {
+ // New cache entry created; set up a weak reference to automatically remove it if the type
+ // gets destroyed:
+ weakref((PyObject *) type, cpp_function([type](handle wr) {
+ get_internals().registered_types_py.erase(type);
+ wr.dec_ref();
+ })).release();
+ }
+
+ return res;
+}
+
+template <typename Iterator, typename Sentinel, bool KeyIterator, return_value_policy Policy>
+struct iterator_state {
+ Iterator it;
+ Sentinel end;
+ bool first_or_done;
+};
+
+NAMESPACE_END(detail)
+
+/// Makes a python iterator from a first and past-the-end C++ InputIterator.
+template <return_value_policy Policy = return_value_policy::reference_internal,
+ typename Iterator,
+ typename Sentinel,
+ typename ValueType = decltype(*std::declval<Iterator>()),
+ typename... Extra>
+iterator make_iterator(Iterator first, Sentinel last, Extra &&... extra) {
+ typedef detail::iterator_state<Iterator, Sentinel, false, Policy> state;
+
+ if (!detail::get_type_info(typeid(state), false)) {
+ class_<state>(handle(), "iterator", pybind11::module_local())
+ .def("__iter__", [](state &s) -> state& { return s; })
+ .def("__next__", [](state &s) -> ValueType {
+ if (!s.first_or_done)
+ ++s.it;
+ else
+ s.first_or_done = false;
+ if (s.it == s.end) {
+ s.first_or_done = true;
+ throw stop_iteration();
+ }
+ return *s.it;
+ }, std::forward<Extra>(extra)..., Policy);
+ }
+
+ return cast(state{first, last, true});
+}
+
+/// Makes an python iterator over the keys (`.first`) of a iterator over pairs from a
+/// first and past-the-end InputIterator.
+template <return_value_policy Policy = return_value_policy::reference_internal,
+ typename Iterator,
+ typename Sentinel,
+ typename KeyType = decltype((*std::declval<Iterator>()).first),
+ typename... Extra>
+iterator make_key_iterator(Iterator first, Sentinel last, Extra &&... extra) {
+ typedef detail::iterator_state<Iterator, Sentinel, true, Policy> state;
+
+ if (!detail::get_type_info(typeid(state), false)) {
+ class_<state>(handle(), "iterator", pybind11::module_local())
+ .def("__iter__", [](state &s) -> state& { return s; })
+ .def("__next__", [](state &s) -> KeyType {
+ if (!s.first_or_done)
+ ++s.it;
+ else
+ s.first_or_done = false;
+ if (s.it == s.end) {
+ s.first_or_done = true;
+ throw stop_iteration();
+ }
+ return (*s.it).first;
+ }, std::forward<Extra>(extra)..., Policy);
+ }
+
+ return cast(state{first, last, true});
+}
+
+/// Makes an iterator over values of an stl container or other container supporting
+/// `std::begin()`/`std::end()`
+template <return_value_policy Policy = return_value_policy::reference_internal,
+ typename Type, typename... Extra> iterator make_iterator(Type &value, Extra&&... extra) {
+ return make_iterator<Policy>(std::begin(value), std::end(value), extra...);
+}
+
+/// Makes an iterator over the keys (`.first`) of a stl map-like container supporting
+/// `std::begin()`/`std::end()`
+template <return_value_policy Policy = return_value_policy::reference_internal,
+ typename Type, typename... Extra> iterator make_key_iterator(Type &value, Extra&&... extra) {
+ return make_key_iterator<Policy>(std::begin(value), std::end(value), extra...);
+}
+
+template <typename InputType, typename OutputType> void implicitly_convertible() {
+ struct set_flag {
+ bool &flag;
+ set_flag(bool &flag) : flag(flag) { flag = true; }
+ ~set_flag() { flag = false; }
+ };
+ auto implicit_caster = [](PyObject *obj, PyTypeObject *type) -> PyObject * {
+ static bool currently_used = false;
+ if (currently_used) // implicit conversions are non-reentrant
+ return nullptr;
+ set_flag flag_helper(currently_used);
+ if (!detail::make_caster<InputType>().load(obj, false))
+ return nullptr;
+ tuple args(1);
+ args[0] = obj;
+ PyObject *result = PyObject_Call((PyObject *) type, args.ptr(), nullptr);
+ if (result == nullptr)
+ PyErr_Clear();
+ return result;
+ };
+
+ if (auto tinfo = detail::get_type_info(typeid(OutputType)))
+ tinfo->implicit_conversions.push_back(implicit_caster);
+ else
+ pybind11_fail("implicitly_convertible: Unable to find type " + type_id<OutputType>());
+}
+
+template <typename ExceptionTranslator>
+void register_exception_translator(ExceptionTranslator&& translator) {
+ detail::get_internals().registered_exception_translators.push_front(
+ std::forward<ExceptionTranslator>(translator));
+}
+
+/**
+ * Wrapper to generate a new Python exception type.
+ *
+ * This should only be used with PyErr_SetString for now.
+ * It is not (yet) possible to use as a py::base.
+ * Template type argument is reserved for future use.
+ */
+template <typename type>
+class exception : public object {
+public:
+ exception(handle scope, const char *name, PyObject *base = PyExc_Exception) {
+ std::string full_name = scope.attr("__name__").cast<std::string>() +
+ std::string(".") + name;
+ m_ptr = PyErr_NewException(const_cast<char *>(full_name.c_str()), base, NULL);
+ if (hasattr(scope, name))
+ pybind11_fail("Error during initialization: multiple incompatible "
+ "definitions with name \"" + std::string(name) + "\"");
+ scope.attr(name) = *this;
+ }
+
+ // Sets the current python exception to this exception object with the given message
+ void operator()(const char *message) {
+ PyErr_SetString(m_ptr, message);
+ }
+};
+
+/**
+ * Registers a Python exception in `m` of the given `name` and installs an exception translator to
+ * translate the C++ exception to the created Python exception using the exceptions what() method.
+ * This is intended for simple exception translations; for more complex translation, register the
+ * exception object and translator directly.
+ */
+template <typename CppException>
+exception<CppException> &register_exception(handle scope,
+ const char *name,
+ PyObject *base = PyExc_Exception) {
+ static exception<CppException> ex(scope, name, base);
+ register_exception_translator([](std::exception_ptr p) {
+ if (!p) return;
+ try {
+ std::rethrow_exception(p);
+ } catch (const CppException &e) {
+ ex(e.what());
+ }
+ });
+ return ex;
+}
+
+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] = str(args[i]);
+ }
+ auto sep = kwargs.contains("sep") ? kwargs["sep"] : cast(" ");
+ auto line = sep.attr("join")(strings);
+
+ object file;
+ if (kwargs.contains("file")) {
+ file = kwargs["file"].cast<object>();
+ } else {
+ try {
+ file = module::import("sys").attr("stdout");
+ } catch (const error_already_set &) {
+ /* If print() is called from code that is executed as
+ part of garbage collection during interpreter shutdown,
+ importing 'sys' can fail. Give up rather than crashing the
+ interpreter in this case. */
+ return;
+ }
+ }
+
+ auto write = file.attr("write");
+ write(line);
+ write(kwargs.contains("end") ? kwargs["end"] : cast("\n"));
+
+ if (kwargs.contains("flush") && kwargs["flush"].cast<bool>())
+ file.attr("flush")();
+}
+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) && !defined(PYPY_VERSION)
+
+/* The functions below essentially reproduce the PyGILState_* API using a RAII
+ * pattern, but there are a few important differences:
+ *
+ * 1. When acquiring the GIL from an non-main thread during the finalization
+ * phase, the GILState API blindly terminates the calling thread, which
+ * is often not what is wanted. This API does not do this.
+ *
+ * 2. The gil_scoped_release function can optionally cut the relationship
+ * of a PyThreadState and its associated thread, which allows moving it to
+ * another thread (this is a fairly rare/advanced use case).
+ *
+ * 3. The reference count of an acquired thread state can be controlled. This
+ * can be handy to prevent cases where callbacks issued from an external
+ * thread would otherwise constantly construct and destroy thread state data
+ * structures.
+ *
+ * See the Python bindings of NanoGUI (http://github.com/wjakob/nanogui) for an
+ * example which uses features 2 and 3 to migrate the Python thread of
+ * execution to another thread (to run the event loop on the original thread,
+ * in this case).
+ */
+
+class gil_scoped_acquire {
+public:
+ PYBIND11_NOINLINE gil_scoped_acquire() {
+ auto const &internals = detail::get_internals();
+ tstate = (PyThreadState *) PyThread_get_key_value(internals.tstate);
+
+ if (!tstate) {
+ tstate = PyThreadState_New(internals.istate);
+ #if !defined(NDEBUG)
+ if (!tstate)
+ pybind11_fail("scoped_acquire: could not create thread state!");
+ #endif
+ tstate->gilstate_counter = 0;
+ #if PY_MAJOR_VERSION < 3
+ PyThread_delete_key_value(internals.tstate);
+ #endif
+ PyThread_set_key_value(internals.tstate, tstate);
+ } else {
+ release = detail::get_thread_state_unchecked() != tstate;
+ }
+
+ if (release) {
+ /* Work around an annoying assertion in PyThreadState_Swap */
+ #if defined(Py_DEBUG)
+ PyInterpreterState *interp = tstate->interp;
+ tstate->interp = nullptr;
+ #endif
+ PyEval_AcquireThread(tstate);
+ #if defined(Py_DEBUG)
+ tstate->interp = interp;
+ #endif
+ }
+
+ inc_ref();
+ }
+
+ void inc_ref() {
+ ++tstate->gilstate_counter;
+ }
+
+ PYBIND11_NOINLINE void dec_ref() {
+ --tstate->gilstate_counter;
+ #if !defined(NDEBUG)
+ if (detail::get_thread_state_unchecked() != tstate)
+ pybind11_fail("scoped_acquire::dec_ref(): thread state must be current!");
+ if (tstate->gilstate_counter < 0)
+ pybind11_fail("scoped_acquire::dec_ref(): reference count underflow!");
+ #endif
+ if (tstate->gilstate_counter == 0) {
+ #if !defined(NDEBUG)
+ if (!release)
+ pybind11_fail("scoped_acquire::dec_ref(): internal error!");
+ #endif
+ PyThreadState_Clear(tstate);
+ PyThreadState_DeleteCurrent();
+ PyThread_delete_key_value(detail::get_internals().tstate);
+ release = false;
+ }
+ }
+
+ PYBIND11_NOINLINE ~gil_scoped_acquire() {
+ dec_ref();
+ if (release)
+ PyEval_SaveThread();
+ }
+private:
+ PyThreadState *tstate = nullptr;
+ bool release = true;
+};
+
+class gil_scoped_release {
+public:
+ explicit gil_scoped_release(bool disassoc = false) : disassoc(disassoc) {
+ // `get_internals()` must be called here unconditionally in order to initialize
+ // `internals.tstate` for subsequent `gil_scoped_acquire` calls. Otherwise, an
+ // initialization race could occur as multiple threads try `gil_scoped_acquire`.
+ const auto &internals = detail::get_internals();
+ tstate = PyEval_SaveThread();
+ if (disassoc) {
+ auto key = internals.tstate;
+ #if PY_MAJOR_VERSION < 3
+ PyThread_delete_key_value(key);
+ #else
+ PyThread_set_key_value(key, nullptr);
+ #endif
+ }
+ }
+ ~gil_scoped_release() {
+ if (!tstate)
+ return;
+ PyEval_RestoreThread(tstate);
+ if (disassoc) {
+ auto key = detail::get_internals().tstate;
+ #if PY_MAJOR_VERSION < 3
+ PyThread_delete_key_value(key);
+ #endif
+ PyThread_set_key_value(key, tstate);
+ }
+ }
+private:
+ PyThreadState *tstate;
+ bool disassoc;
+};
+#elif defined(PYPY_VERSION)
+class gil_scoped_acquire {
+ PyGILState_STATE state;
+public:
+ gil_scoped_acquire() { state = PyGILState_Ensure(); }
+ ~gil_scoped_acquire() { PyGILState_Release(state); }
+};
+
+class gil_scoped_release {
+ PyThreadState *state;
+public:
+ gil_scoped_release() { state = PyEval_SaveThread(); }
+ ~gil_scoped_release() { PyEval_RestoreThread(state); }
+};
+#else
+class gil_scoped_acquire { };
+class gil_scoped_release { };
+#endif
+
+error_already_set::~error_already_set() {
+ if (type) {
+ gil_scoped_acquire gil;
+ type.release().dec_ref();
+ value.release().dec_ref();
+ trace.release().dec_ref();
+ }
+}
+
+inline function get_type_overload(const void *this_ptr, const detail::type_info *this_type, const char *name) {
+ handle self = detail::get_object_handle(this_ptr, this_type);
+ if (!self)
+ return function();
+ handle type = self.get_type();
+ auto key = std::make_pair(type.ptr(), name);
+
+ /* Cache functions that aren't overloaded in Python to avoid
+ many costly Python dictionary lookups below */
+ auto &cache = detail::get_internals().inactive_overload_cache;
+ if (cache.find(key) != cache.end())
+ return function();
+
+ function overload = getattr(self, name, function());
+ if (overload.is_cpp_function()) {
+ cache.insert(key);
+ return function();
+ }
+
+ /* Don't call dispatch code if invoked from overridden function.
+ Unfortunately this doesn't work on PyPy. */
+#if !defined(PYPY_VERSION)
+ PyFrameObject *frame = PyThreadState_Get()->frame;
+ if (frame && (std::string) str(frame->f_code->co_name) == name &&
+ frame->f_code->co_argcount > 0) {
+ PyFrame_FastToLocals(frame);
+ PyObject *self_caller = PyDict_GetItem(
+ frame->f_locals, PyTuple_GET_ITEM(frame->f_code->co_varnames, 0));
+ if (self_caller == self.ptr())
+ return function();
+ }
+#else
+ /* PyPy currently doesn't provide a detailed cpyext emulation of
+ frame objects, so we have to emulate this using Python. This
+ is going to be slow..*/
+ dict d; d["self"] = self; d["name"] = pybind11::str(name);
+ PyObject *result = PyRun_String(
+ "import inspect\n"
+ "frame = inspect.currentframe()\n"
+ "if frame is not None:\n"
+ " frame = frame.f_back\n"
+ " if frame is not None and str(frame.f_code.co_name) == name and "
+ "frame.f_code.co_argcount > 0:\n"
+ " self_caller = frame.f_locals[frame.f_code.co_varnames[0]]\n"
+ " if self_caller == self:\n"
+ " self = None\n",
+ Py_file_input, d.ptr(), d.ptr());
+ if (result == nullptr)
+ throw error_already_set();
+ if (d["self"].is_none())
+ return function();
+ Py_DECREF(result);
+#endif
+
+ return overload;
+}
+
+template <class T> function get_overload(const T *this_ptr, const char *name) {
+ auto tinfo = detail::get_type_info(typeid(T));
+ return tinfo ? get_type_overload(this_ptr, tinfo, name) : function();
+}
+
+#define PYBIND11_OVERLOAD_INT(ret_type, cname, name, ...) { \
+ pybind11::gil_scoped_acquire gil; \
+ pybind11::function overload = pybind11::get_overload(static_cast<const cname *>(this), name); \
+ if (overload) { \
+ auto o = overload(__VA_ARGS__); \
+ if (pybind11::detail::cast_is_temporary_value_reference<ret_type>::value) { \
+ static pybind11::detail::overload_caster_t<ret_type> caster; \
+ return pybind11::detail::cast_ref<ret_type>(std::move(o), caster); \
+ } \
+ else return pybind11::detail::cast_safe<ret_type>(std::move(o)); \
+ } \
+ }
+
+#define PYBIND11_OVERLOAD_NAME(ret_type, cname, name, fn, ...) \
+ PYBIND11_OVERLOAD_INT(ret_type, cname, name, __VA_ARGS__) \
+ return cname::fn(__VA_ARGS__)
+
+#define PYBIND11_OVERLOAD_PURE_NAME(ret_type, cname, name, fn, ...) \
+ PYBIND11_OVERLOAD_INT(ret_type, cname, name, __VA_ARGS__) \
+ pybind11::pybind11_fail("Tried to call pure virtual function \"" #cname "::" name "\"");
+
+#define PYBIND11_OVERLOAD(ret_type, cname, fn, ...) \
+ PYBIND11_OVERLOAD_NAME(ret_type, cname, #fn, fn, __VA_ARGS__)
+
+#define PYBIND11_OVERLOAD_PURE(ret_type, cname, fn, ...) \
+ PYBIND11_OVERLOAD_PURE_NAME(ret_type, cname, #fn, fn, __VA_ARGS__)
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
+
+#if defined(_MSC_VER)
+# pragma warning(pop)
+#elif defined(__INTEL_COMPILER)
+/* Leave ignored warnings on */
+#elif defined(__GNUG__) && !defined(__clang__)
+# pragma GCC diagnostic pop
+#endif
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/pytypes.h b/ml/dlib/dlib/external/pybind11/include/pybind11/pytypes.h
new file mode 100644
index 000000000..d7fa17775
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/pytypes.h
@@ -0,0 +1,1332 @@
+/*
+ pybind11/pytypes.h: Convenience wrapper classes for basic Python types
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "detail/common.h"
+#include "buffer_info.h"
+#include <utility>
+#include <type_traits>
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+
+/* A few forward declarations */
+class handle; class object;
+class str; class iterator;
+struct arg; struct arg_v;
+
+NAMESPACE_BEGIN(detail)
+class args_proxy;
+inline bool isinstance_generic(handle obj, const std::type_info &tp);
+
+// Accessor forward declarations
+template <typename Policy> class accessor;
+namespace accessor_policies {
+ struct obj_attr;
+ struct str_attr;
+ struct generic_item;
+ struct sequence_item;
+ struct list_item;
+ struct tuple_item;
+}
+using obj_attr_accessor = accessor<accessor_policies::obj_attr>;
+using str_attr_accessor = accessor<accessor_policies::str_attr>;
+using item_accessor = accessor<accessor_policies::generic_item>;
+using sequence_accessor = accessor<accessor_policies::sequence_item>;
+using list_accessor = accessor<accessor_policies::list_item>;
+using tuple_accessor = accessor<accessor_policies::tuple_item>;
+
+/// Tag and check to identify a class which implements the Python object API
+class pyobject_tag { };
+template <typename T> using is_pyobject = std::is_base_of<pyobject_tag, remove_reference_t<T>>;
+
+/** \rst
+ A mixin class which adds common functions to `handle`, `object` and various accessors.
+ The only requirement for `Derived` is to implement ``PyObject *Derived::ptr() const``.
+\endrst */
+template <typename Derived>
+class object_api : public pyobject_tag {
+ const Derived &derived() const { return static_cast<const Derived &>(*this); }
+
+public:
+ /** \rst
+ Return an iterator equivalent to calling ``iter()`` in Python. The object
+ must be a collection which supports the iteration protocol.
+ \endrst */
+ iterator begin() const;
+ /// Return a sentinel which ends iteration.
+ iterator end() const;
+
+ /** \rst
+ Return an internal functor to invoke the object's sequence protocol. Casting
+ the returned ``detail::item_accessor`` instance to a `handle` or `object`
+ subclass causes a corresponding call to ``__getitem__``. Assigning a `handle`
+ or `object` subclass causes a call to ``__setitem__``.
+ \endrst */
+ item_accessor operator[](handle key) const;
+ /// See above (the only difference is that they key is provided as a string literal)
+ item_accessor operator[](const char *key) const;
+
+ /** \rst
+ Return an internal functor to access the object's attributes. Casting the
+ returned ``detail::obj_attr_accessor`` instance to a `handle` or `object`
+ subclass causes a corresponding call to ``getattr``. Assigning a `handle`
+ or `object` subclass causes a call to ``setattr``.
+ \endrst */
+ obj_attr_accessor attr(handle key) const;
+ /// See above (the only difference is that they key is provided as a string literal)
+ str_attr_accessor attr(const char *key) const;
+
+ /** \rst
+ Matches * unpacking in Python, e.g. to unpack arguments out of a ``tuple``
+ or ``list`` for a function call. Applying another * to the result yields
+ ** unpacking, e.g. to unpack a dict as function keyword arguments.
+ See :ref:`calling_python_functions`.
+ \endrst */
+ args_proxy operator*() const;
+
+ /// Check if the given item is contained within this object, i.e. ``item in obj``.
+ template <typename T> bool contains(T &&item) const;
+
+ /** \rst
+ Assuming the Python object is a function or implements the ``__call__``
+ protocol, ``operator()`` invokes the underlying function, passing an
+ arbitrary set of parameters. The result is returned as a `object` and
+ may need to be converted back into a Python object using `handle::cast()`.
+
+ When some of the arguments cannot be converted to Python objects, the
+ function will throw a `cast_error` exception. When the Python function
+ call fails, a `error_already_set` exception is thrown.
+ \endrst */
+ template <return_value_policy policy = return_value_policy::automatic_reference, typename... Args>
+ object operator()(Args &&...args) const;
+ template <return_value_policy policy = return_value_policy::automatic_reference, typename... Args>
+ PYBIND11_DEPRECATED("call(...) was deprecated in favor of operator()(...)")
+ object call(Args&&... args) const;
+
+ /// Equivalent to ``obj is other`` in Python.
+ bool is(object_api const& other) const { return derived().ptr() == other.derived().ptr(); }
+ /// Equivalent to ``obj is None`` in Python.
+ bool is_none() const { return derived().ptr() == Py_None; }
+ PYBIND11_DEPRECATED("Use py::str(obj) instead")
+ pybind11::str str() const;
+
+ /// Get or set the object's docstring, i.e. ``obj.__doc__``.
+ str_attr_accessor doc() const;
+
+ /// Return the object's current reference count
+ int ref_count() const { return static_cast<int>(Py_REFCNT(derived().ptr())); }
+ /// Return a handle to the Python type object underlying the instance
+ handle get_type() const;
+};
+
+NAMESPACE_END(detail)
+
+/** \rst
+ Holds a reference to a Python object (no reference counting)
+
+ The `handle` class is a thin wrapper around an arbitrary Python object (i.e. a
+ ``PyObject *`` in Python's C API). It does not perform any automatic reference
+ counting and merely provides a basic C++ interface to various Python API functions.
+
+ .. seealso::
+ The `object` class inherits from `handle` and adds automatic reference
+ counting features.
+\endrst */
+class handle : public detail::object_api<handle> {
+public:
+ /// The default constructor creates a handle with a ``nullptr``-valued pointer
+ handle() = default;
+ /// Creates a ``handle`` from the given raw Python object pointer
+ handle(PyObject *ptr) : m_ptr(ptr) { } // Allow implicit conversion from PyObject*
+
+ /// Return the underlying ``PyObject *`` pointer
+ PyObject *ptr() const { return m_ptr; }
+ PyObject *&ptr() { return m_ptr; }
+
+ /** \rst
+ Manually increase the reference count of the Python object. Usually, it is
+ preferable to use the `object` class which derives from `handle` and calls
+ this function automatically. Returns a reference to itself.
+ \endrst */
+ const handle& inc_ref() const & { Py_XINCREF(m_ptr); return *this; }
+
+ /** \rst
+ Manually decrease the reference count of the Python object. Usually, it is
+ preferable to use the `object` class which derives from `handle` and calls
+ this function automatically. Returns a reference to itself.
+ \endrst */
+ const handle& dec_ref() const & { Py_XDECREF(m_ptr); return *this; }
+
+ /** \rst
+ Attempt to cast the Python object into the given C++ type. A `cast_error`
+ will be throw upon failure.
+ \endrst */
+ template <typename T> T cast() const;
+ /// Return ``true`` when the `handle` wraps a valid Python object
+ explicit operator bool() const { return m_ptr != nullptr; }
+ /** \rst
+ Deprecated: Check that the underlying pointers are the same.
+ Equivalent to ``obj1 is obj2`` in Python.
+ \endrst */
+ PYBIND11_DEPRECATED("Use obj1.is(obj2) instead")
+ bool operator==(const handle &h) const { return m_ptr == h.m_ptr; }
+ PYBIND11_DEPRECATED("Use !obj1.is(obj2) instead")
+ bool operator!=(const handle &h) const { return m_ptr != h.m_ptr; }
+ PYBIND11_DEPRECATED("Use handle::operator bool() instead")
+ bool check() const { return m_ptr != nullptr; }
+protected:
+ PyObject *m_ptr = nullptr;
+};
+
+/** \rst
+ Holds a reference to a Python object (with reference counting)
+
+ Like `handle`, the `object` class is a thin wrapper around an arbitrary Python
+ object (i.e. a ``PyObject *`` in Python's C API). In contrast to `handle`, it
+ optionally increases the object's reference count upon construction, and it
+ *always* decreases the reference count when the `object` instance goes out of
+ scope and is destructed. When using `object` instances consistently, it is much
+ easier to get reference counting right at the first attempt.
+\endrst */
+class object : public handle {
+public:
+ object() = default;
+ PYBIND11_DEPRECATED("Use reinterpret_borrow<object>() or reinterpret_steal<object>()")
+ object(handle h, bool is_borrowed) : handle(h) { if (is_borrowed) inc_ref(); }
+ /// Copy constructor; always increases the reference count
+ object(const object &o) : handle(o) { inc_ref(); }
+ /// Move constructor; steals the object from ``other`` and preserves its reference count
+ object(object &&other) noexcept { m_ptr = other.m_ptr; other.m_ptr = nullptr; }
+ /// Destructor; automatically calls `handle::dec_ref()`
+ ~object() { dec_ref(); }
+
+ /** \rst
+ Resets the internal pointer to ``nullptr`` without without decreasing the
+ object's reference count. The function returns a raw handle to the original
+ Python object.
+ \endrst */
+ handle release() {
+ PyObject *tmp = m_ptr;
+ m_ptr = nullptr;
+ return handle(tmp);
+ }
+
+ object& operator=(const object &other) {
+ other.inc_ref();
+ dec_ref();
+ m_ptr = other.m_ptr;
+ return *this;
+ }
+
+ object& operator=(object &&other) noexcept {
+ if (this != &other) {
+ handle temp(m_ptr);
+ m_ptr = other.m_ptr;
+ other.m_ptr = nullptr;
+ temp.dec_ref();
+ }
+ return *this;
+ }
+
+ // Calling cast() on an object lvalue just copies (via handle::cast)
+ template <typename T> T cast() const &;
+ // Calling on an object rvalue does a move, if needed and/or possible
+ template <typename T> T cast() &&;
+
+protected:
+ // Tags for choosing constructors from raw PyObject *
+ struct borrowed_t { };
+ struct stolen_t { };
+
+ template <typename T> friend T reinterpret_borrow(handle);
+ template <typename T> friend T reinterpret_steal(handle);
+
+public:
+ // Only accessible from derived classes and the reinterpret_* functions
+ object(handle h, borrowed_t) : handle(h) { inc_ref(); }
+ object(handle h, stolen_t) : handle(h) { }
+};
+
+/** \rst
+ Declare that a `handle` or ``PyObject *`` is a certain type and borrow the reference.
+ The target type ``T`` must be `object` or one of its derived classes. The function
+ doesn't do any conversions or checks. It's up to the user to make sure that the
+ target type is correct.
+
+ .. code-block:: cpp
+
+ PyObject *p = PyList_GetItem(obj, index);
+ py::object o = reinterpret_borrow<py::object>(p);
+ // or
+ py::tuple t = reinterpret_borrow<py::tuple>(p); // <-- `p` must be already be a `tuple`
+\endrst */
+template <typename T> T reinterpret_borrow(handle h) { return {h, object::borrowed_t{}}; }
+
+/** \rst
+ Like `reinterpret_borrow`, but steals the reference.
+
+ .. code-block:: cpp
+
+ PyObject *p = PyObject_Str(obj);
+ py::str s = reinterpret_steal<py::str>(p); // <-- `p` must be already be a `str`
+\endrst */
+template <typename T> T reinterpret_steal(handle h) { return {h, object::stolen_t{}}; }
+
+NAMESPACE_BEGIN(detail)
+inline std::string error_string();
+NAMESPACE_END(detail)
+
+/// Fetch and hold an error which was already set in Python. An instance of this is typically
+/// thrown to propagate python-side errors back through C++ which can either be caught manually or
+/// else falls back to the function dispatcher (which then raises the captured error back to
+/// python).
+class error_already_set : public std::runtime_error {
+public:
+ /// Constructs a new exception from the current Python error indicator, if any. The current
+ /// Python error indicator will be cleared.
+ error_already_set() : std::runtime_error(detail::error_string()) {
+ PyErr_Fetch(&type.ptr(), &value.ptr(), &trace.ptr());
+ }
+
+ inline ~error_already_set();
+
+ /// Give the currently-held error back to Python, if any. If there is currently a Python error
+ /// already set it is cleared first. After this call, the current object no longer stores the
+ /// error variables (but the `.what()` string is still available).
+ void restore() { PyErr_Restore(type.release().ptr(), value.release().ptr(), trace.release().ptr()); }
+
+ // Does nothing; provided for backwards compatibility.
+ PYBIND11_DEPRECATED("Use of error_already_set.clear() is deprecated")
+ void clear() {}
+
+ /// Check if the currently trapped error type matches the given Python exception class (or a
+ /// subclass thereof). May also be passed a tuple to search for any exception class matches in
+ /// the given tuple.
+ bool matches(handle ex) const { return PyErr_GivenExceptionMatches(ex.ptr(), type.ptr()); }
+
+private:
+ object type, value, trace;
+};
+
+/** \defgroup python_builtins _
+ Unless stated otherwise, the following C++ functions behave the same
+ as their Python counterparts.
+ */
+
+/** \ingroup python_builtins
+ \rst
+ Return true if ``obj`` is an instance of ``T``. Type ``T`` must be a subclass of
+ `object` or a class which was exposed to Python as ``py::class_<T>``.
+\endrst */
+template <typename T, detail::enable_if_t<std::is_base_of<object, T>::value, int> = 0>
+bool isinstance(handle obj) { return T::check_(obj); }
+
+template <typename T, detail::enable_if_t<!std::is_base_of<object, T>::value, int> = 0>
+bool isinstance(handle obj) { return detail::isinstance_generic(obj, typeid(T)); }
+
+template <> inline bool isinstance<handle>(handle obj) = delete;
+template <> inline bool isinstance<object>(handle obj) { return obj.ptr() != nullptr; }
+
+/// \ingroup python_builtins
+/// Return true if ``obj`` is an instance of the ``type``.
+inline bool isinstance(handle obj, handle type) {
+ const auto result = PyObject_IsInstance(obj.ptr(), type.ptr());
+ if (result == -1)
+ throw error_already_set();
+ return result != 0;
+}
+
+/// \addtogroup python_builtins
+/// @{
+inline bool hasattr(handle obj, handle name) {
+ return PyObject_HasAttr(obj.ptr(), name.ptr()) == 1;
+}
+
+inline bool hasattr(handle obj, const char *name) {
+ return PyObject_HasAttrString(obj.ptr(), name) == 1;
+}
+
+inline object getattr(handle obj, handle name) {
+ PyObject *result = PyObject_GetAttr(obj.ptr(), name.ptr());
+ if (!result) { throw error_already_set(); }
+ return reinterpret_steal<object>(result);
+}
+
+inline object getattr(handle obj, const char *name) {
+ PyObject *result = PyObject_GetAttrString(obj.ptr(), name);
+ if (!result) { throw error_already_set(); }
+ return reinterpret_steal<object>(result);
+}
+
+inline object getattr(handle obj, handle name, handle default_) {
+ if (PyObject *result = PyObject_GetAttr(obj.ptr(), name.ptr())) {
+ return reinterpret_steal<object>(result);
+ } else {
+ PyErr_Clear();
+ return reinterpret_borrow<object>(default_);
+ }
+}
+
+inline object getattr(handle obj, const char *name, handle default_) {
+ if (PyObject *result = PyObject_GetAttrString(obj.ptr(), name)) {
+ return reinterpret_steal<object>(result);
+ } else {
+ PyErr_Clear();
+ return reinterpret_borrow<object>(default_);
+ }
+}
+
+inline void setattr(handle obj, handle name, handle value) {
+ if (PyObject_SetAttr(obj.ptr(), name.ptr(), value.ptr()) != 0) { throw error_already_set(); }
+}
+
+inline void setattr(handle obj, const char *name, handle value) {
+ if (PyObject_SetAttrString(obj.ptr(), name, value.ptr()) != 0) { throw error_already_set(); }
+}
+
+inline ssize_t hash(handle obj) {
+ auto h = PyObject_Hash(obj.ptr());
+ if (h == -1) { throw error_already_set(); }
+ return h;
+}
+
+/// @} python_builtins
+
+NAMESPACE_BEGIN(detail)
+inline handle get_function(handle value) {
+ if (value) {
+#if PY_MAJOR_VERSION >= 3
+ if (PyInstanceMethod_Check(value.ptr()))
+ value = PyInstanceMethod_GET_FUNCTION(value.ptr());
+ else
+#endif
+ if (PyMethod_Check(value.ptr()))
+ value = PyMethod_GET_FUNCTION(value.ptr());
+ }
+ return value;
+}
+
+// Helper aliases/functions to support implicit casting of values given to python accessors/methods.
+// When given a pyobject, this simply returns the pyobject as-is; for other C++ type, the value goes
+// through pybind11::cast(obj) to convert it to an `object`.
+template <typename T, enable_if_t<is_pyobject<T>::value, int> = 0>
+auto object_or_cast(T &&o) -> decltype(std::forward<T>(o)) { return std::forward<T>(o); }
+// The following casting version is implemented in cast.h:
+template <typename T, enable_if_t<!is_pyobject<T>::value, int> = 0>
+object object_or_cast(T &&o);
+// Match a PyObject*, which we want to convert directly to handle via its converting constructor
+inline handle object_or_cast(PyObject *ptr) { return ptr; }
+
+
+template <typename Policy>
+class accessor : public object_api<accessor<Policy>> {
+ using key_type = typename Policy::key_type;
+
+public:
+ accessor(handle obj, key_type key) : obj(obj), key(std::move(key)) { }
+ accessor(const accessor &) = default;
+ accessor(accessor &&) = default;
+
+ // accessor overload required to override default assignment operator (templates are not allowed
+ // to replace default compiler-generated assignments).
+ void operator=(const accessor &a) && { std::move(*this).operator=(handle(a)); }
+ void operator=(const accessor &a) & { operator=(handle(a)); }
+
+ template <typename T> void operator=(T &&value) && {
+ Policy::set(obj, key, object_or_cast(std::forward<T>(value)));
+ }
+ template <typename T> void operator=(T &&value) & {
+ get_cache() = reinterpret_borrow<object>(object_or_cast(std::forward<T>(value)));
+ }
+
+ template <typename T = Policy>
+ PYBIND11_DEPRECATED("Use of obj.attr(...) as bool is deprecated in favor of pybind11::hasattr(obj, ...)")
+ explicit operator enable_if_t<std::is_same<T, accessor_policies::str_attr>::value ||
+ std::is_same<T, accessor_policies::obj_attr>::value, bool>() const {
+ return hasattr(obj, key);
+ }
+ template <typename T = Policy>
+ PYBIND11_DEPRECATED("Use of obj[key] as bool is deprecated in favor of obj.contains(key)")
+ explicit operator enable_if_t<std::is_same<T, accessor_policies::generic_item>::value, bool>() const {
+ return obj.contains(key);
+ }
+
+ operator object() const { return get_cache(); }
+ PyObject *ptr() const { return get_cache().ptr(); }
+ template <typename T> T cast() const { return get_cache().template cast<T>(); }
+
+private:
+ object &get_cache() const {
+ if (!cache) { cache = Policy::get(obj, key); }
+ return cache;
+ }
+
+private:
+ handle obj;
+ key_type key;
+ mutable object cache;
+};
+
+NAMESPACE_BEGIN(accessor_policies)
+struct obj_attr {
+ using key_type = object;
+ static object get(handle obj, handle key) { return getattr(obj, key); }
+ static void set(handle obj, handle key, handle val) { setattr(obj, key, val); }
+};
+
+struct str_attr {
+ using key_type = const char *;
+ static object get(handle obj, const char *key) { return getattr(obj, key); }
+ static void set(handle obj, const char *key, handle val) { setattr(obj, key, val); }
+};
+
+struct generic_item {
+ using key_type = object;
+
+ static object get(handle obj, handle key) {
+ PyObject *result = PyObject_GetItem(obj.ptr(), key.ptr());
+ if (!result) { throw error_already_set(); }
+ return reinterpret_steal<object>(result);
+ }
+
+ static void set(handle obj, handle key, handle val) {
+ if (PyObject_SetItem(obj.ptr(), key.ptr(), val.ptr()) != 0) { throw error_already_set(); }
+ }
+};
+
+struct sequence_item {
+ using key_type = size_t;
+
+ static object get(handle obj, size_t index) {
+ PyObject *result = PySequence_GetItem(obj.ptr(), static_cast<ssize_t>(index));
+ if (!result) { throw error_already_set(); }
+ return reinterpret_steal<object>(result);
+ }
+
+ static void set(handle obj, size_t index, handle val) {
+ // PySequence_SetItem does not steal a reference to 'val'
+ if (PySequence_SetItem(obj.ptr(), static_cast<ssize_t>(index), val.ptr()) != 0) {
+ throw error_already_set();
+ }
+ }
+};
+
+struct list_item {
+ using key_type = size_t;
+
+ static object get(handle obj, size_t index) {
+ PyObject *result = PyList_GetItem(obj.ptr(), static_cast<ssize_t>(index));
+ if (!result) { throw error_already_set(); }
+ return reinterpret_borrow<object>(result);
+ }
+
+ static void set(handle obj, size_t index, handle val) {
+ // PyList_SetItem steals a reference to 'val'
+ if (PyList_SetItem(obj.ptr(), static_cast<ssize_t>(index), val.inc_ref().ptr()) != 0) {
+ throw error_already_set();
+ }
+ }
+};
+
+struct tuple_item {
+ using key_type = size_t;
+
+ static object get(handle obj, size_t index) {
+ PyObject *result = PyTuple_GetItem(obj.ptr(), static_cast<ssize_t>(index));
+ if (!result) { throw error_already_set(); }
+ return reinterpret_borrow<object>(result);
+ }
+
+ static void set(handle obj, size_t index, handle val) {
+ // PyTuple_SetItem steals a reference to 'val'
+ if (PyTuple_SetItem(obj.ptr(), static_cast<ssize_t>(index), val.inc_ref().ptr()) != 0) {
+ throw error_already_set();
+ }
+ }
+};
+NAMESPACE_END(accessor_policies)
+
+/// STL iterator template used for tuple, list, sequence and dict
+template <typename Policy>
+class generic_iterator : public Policy {
+ using It = generic_iterator;
+
+public:
+ using difference_type = ssize_t;
+ using iterator_category = typename Policy::iterator_category;
+ using value_type = typename Policy::value_type;
+ using reference = typename Policy::reference;
+ using pointer = typename Policy::pointer;
+
+ generic_iterator() = default;
+ generic_iterator(handle seq, ssize_t index) : Policy(seq, index) { }
+
+ reference operator*() const { return Policy::dereference(); }
+ reference operator[](difference_type n) const { return *(*this + n); }
+ pointer operator->() const { return **this; }
+
+ It &operator++() { Policy::increment(); return *this; }
+ It operator++(int) { auto copy = *this; Policy::increment(); return copy; }
+ It &operator--() { Policy::decrement(); return *this; }
+ It operator--(int) { auto copy = *this; Policy::decrement(); return copy; }
+ It &operator+=(difference_type n) { Policy::advance(n); return *this; }
+ It &operator-=(difference_type n) { Policy::advance(-n); return *this; }
+
+ friend It operator+(const It &a, difference_type n) { auto copy = a; return copy += n; }
+ friend It operator+(difference_type n, const It &b) { return b + n; }
+ friend It operator-(const It &a, difference_type n) { auto copy = a; return copy -= n; }
+ friend difference_type operator-(const It &a, const It &b) { return a.distance_to(b); }
+
+ friend bool operator==(const It &a, const It &b) { return a.equal(b); }
+ friend bool operator!=(const It &a, const It &b) { return !(a == b); }
+ friend bool operator< (const It &a, const It &b) { return b - a > 0; }
+ friend bool operator> (const It &a, const It &b) { return b < a; }
+ friend bool operator>=(const It &a, const It &b) { return !(a < b); }
+ friend bool operator<=(const It &a, const It &b) { return !(a > b); }
+};
+
+NAMESPACE_BEGIN(iterator_policies)
+/// Quick proxy class needed to implement ``operator->`` for iterators which can't return pointers
+template <typename T>
+struct arrow_proxy {
+ T value;
+
+ arrow_proxy(T &&value) : value(std::move(value)) { }
+ T *operator->() const { return &value; }
+};
+
+/// Lightweight iterator policy using just a simple pointer: see ``PySequence_Fast_ITEMS``
+class sequence_fast_readonly {
+protected:
+ using iterator_category = std::random_access_iterator_tag;
+ using value_type = handle;
+ using reference = const handle;
+ using pointer = arrow_proxy<const handle>;
+
+ sequence_fast_readonly(handle obj, ssize_t n) : ptr(PySequence_Fast_ITEMS(obj.ptr()) + n) { }
+
+ reference dereference() const { return *ptr; }
+ void increment() { ++ptr; }
+ void decrement() { --ptr; }
+ void advance(ssize_t n) { ptr += n; }
+ bool equal(const sequence_fast_readonly &b) const { return ptr == b.ptr; }
+ ssize_t distance_to(const sequence_fast_readonly &b) const { return ptr - b.ptr; }
+
+private:
+ PyObject **ptr;
+};
+
+/// Full read and write access using the sequence protocol: see ``detail::sequence_accessor``
+class sequence_slow_readwrite {
+protected:
+ using iterator_category = std::random_access_iterator_tag;
+ using value_type = object;
+ using reference = sequence_accessor;
+ using pointer = arrow_proxy<const sequence_accessor>;
+
+ sequence_slow_readwrite(handle obj, ssize_t index) : obj(obj), index(index) { }
+
+ reference dereference() const { return {obj, static_cast<size_t>(index)}; }
+ void increment() { ++index; }
+ void decrement() { --index; }
+ void advance(ssize_t n) { index += n; }
+ bool equal(const sequence_slow_readwrite &b) const { return index == b.index; }
+ ssize_t distance_to(const sequence_slow_readwrite &b) const { return index - b.index; }
+
+private:
+ handle obj;
+ ssize_t index;
+};
+
+/// Python's dictionary protocol permits this to be a forward iterator
+class dict_readonly {
+protected:
+ using iterator_category = std::forward_iterator_tag;
+ using value_type = std::pair<handle, handle>;
+ using reference = const value_type;
+ using pointer = arrow_proxy<const value_type>;
+
+ dict_readonly() = default;
+ dict_readonly(handle obj, ssize_t pos) : obj(obj), pos(pos) { increment(); }
+
+ reference dereference() const { return {key, value}; }
+ void increment() { if (!PyDict_Next(obj.ptr(), &pos, &key, &value)) { pos = -1; } }
+ bool equal(const dict_readonly &b) const { return pos == b.pos; }
+
+private:
+ handle obj;
+ PyObject *key, *value;
+ ssize_t pos = -1;
+};
+NAMESPACE_END(iterator_policies)
+
+#if !defined(PYPY_VERSION)
+using tuple_iterator = generic_iterator<iterator_policies::sequence_fast_readonly>;
+using list_iterator = generic_iterator<iterator_policies::sequence_fast_readonly>;
+#else
+using tuple_iterator = generic_iterator<iterator_policies::sequence_slow_readwrite>;
+using list_iterator = generic_iterator<iterator_policies::sequence_slow_readwrite>;
+#endif
+
+using sequence_iterator = generic_iterator<iterator_policies::sequence_slow_readwrite>;
+using dict_iterator = generic_iterator<iterator_policies::dict_readonly>;
+
+inline bool PyIterable_Check(PyObject *obj) {
+ PyObject *iter = PyObject_GetIter(obj);
+ if (iter) {
+ Py_DECREF(iter);
+ return true;
+ } else {
+ PyErr_Clear();
+ return false;
+ }
+}
+
+inline bool PyNone_Check(PyObject *o) { return o == Py_None; }
+
+inline bool PyUnicode_Check_Permissive(PyObject *o) { return PyUnicode_Check(o) || PYBIND11_BYTES_CHECK(o); }
+
+class kwargs_proxy : public handle {
+public:
+ explicit kwargs_proxy(handle h) : handle(h) { }
+};
+
+class args_proxy : public handle {
+public:
+ explicit args_proxy(handle h) : handle(h) { }
+ 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 = satisfies_none_of<T,
+ is_keyword, is_s_unpacking, is_ds_unpacking
+>;
+template <typename T> using is_keyword_or_ds = satisfies_any_of<T, is_keyword, is_ds_unpacking>;
+
+// 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)
+
+// TODO: After the deprecated constructors are removed, this macro can be simplified by
+// inheriting ctors: `using Parent::Parent`. It's not an option right now because
+// the `using` statement triggers the parent deprecation warning even if the ctor
+// isn't even used.
+#define PYBIND11_OBJECT_COMMON(Name, Parent, CheckFun) \
+ public: \
+ PYBIND11_DEPRECATED("Use reinterpret_borrow<"#Name">() or reinterpret_steal<"#Name">()") \
+ Name(handle h, bool is_borrowed) : Parent(is_borrowed ? Parent(h, borrowed_t{}) : Parent(h, stolen_t{})) { } \
+ Name(handle h, borrowed_t) : Parent(h, borrowed_t{}) { } \
+ Name(handle h, stolen_t) : Parent(h, stolen_t{}) { } \
+ PYBIND11_DEPRECATED("Use py::isinstance<py::python_type>(obj) instead") \
+ bool check() const { return m_ptr != nullptr && (bool) CheckFun(m_ptr); } \
+ static bool check_(handle h) { return h.ptr() != nullptr && CheckFun(h.ptr()); }
+
+#define PYBIND11_OBJECT_CVT(Name, Parent, CheckFun, ConvertFun) \
+ PYBIND11_OBJECT_COMMON(Name, Parent, CheckFun) \
+ /* This is deliberately not 'explicit' to allow implicit conversion from object: */ \
+ Name(const object &o) \
+ : Parent(check_(o) ? o.inc_ref().ptr() : ConvertFun(o.ptr()), stolen_t{}) \
+ { if (!m_ptr) throw error_already_set(); } \
+ Name(object &&o) \
+ : Parent(check_(o) ? o.release().ptr() : ConvertFun(o.ptr()), stolen_t{}) \
+ { if (!m_ptr) throw error_already_set(); } \
+ template <typename Policy_> \
+ Name(const ::pybind11::detail::accessor<Policy_> &a) : Name(object(a)) { }
+
+#define PYBIND11_OBJECT(Name, Parent, CheckFun) \
+ PYBIND11_OBJECT_COMMON(Name, Parent, CheckFun) \
+ /* This is deliberately not 'explicit' to allow implicit conversion from object: */ \
+ Name(const object &o) : Parent(o) { } \
+ Name(object &&o) : Parent(std::move(o)) { }
+
+#define PYBIND11_OBJECT_DEFAULT(Name, Parent, CheckFun) \
+ PYBIND11_OBJECT(Name, Parent, CheckFun) \
+ Name() : Parent() { }
+
+/// \addtogroup pytypes
+/// @{
+
+/** \rst
+ Wraps a Python iterator so that it can also be used as a C++ input iterator
+
+ Caveat: copying an iterator does not (and cannot) clone the internal
+ state of the Python iterable. This also applies to the post-increment
+ operator. This iterator should only be used to retrieve the current
+ value using ``operator*()``.
+\endrst */
+class iterator : public object {
+public:
+ using iterator_category = std::input_iterator_tag;
+ using difference_type = ssize_t;
+ using value_type = handle;
+ using reference = const handle;
+ using pointer = const handle *;
+
+ PYBIND11_OBJECT_DEFAULT(iterator, object, PyIter_Check)
+
+ iterator& operator++() {
+ advance();
+ return *this;
+ }
+
+ iterator operator++(int) {
+ auto rv = *this;
+ advance();
+ return rv;
+ }
+
+ reference operator*() const {
+ if (m_ptr && !value.ptr()) {
+ auto& self = const_cast<iterator &>(*this);
+ self.advance();
+ }
+ return value;
+ }
+
+ pointer operator->() const { operator*(); return &value; }
+
+ /** \rst
+ The value which marks the end of the iteration. ``it == iterator::sentinel()``
+ is equivalent to catching ``StopIteration`` in Python.
+
+ .. code-block:: cpp
+
+ void foo(py::iterator it) {
+ while (it != py::iterator::sentinel()) {
+ // use `*it`
+ ++it;
+ }
+ }
+ \endrst */
+ static iterator sentinel() { return {}; }
+
+ friend bool operator==(const iterator &a, const iterator &b) { return a->ptr() == b->ptr(); }
+ friend bool operator!=(const iterator &a, const iterator &b) { return a->ptr() != b->ptr(); }
+
+private:
+ void advance() {
+ value = reinterpret_steal<object>(PyIter_Next(m_ptr));
+ if (PyErr_Occurred()) { throw error_already_set(); }
+ }
+
+private:
+ object value = {};
+};
+
+class iterable : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(iterable, object, detail::PyIterable_Check)
+};
+
+class bytes;
+
+class str : public object {
+public:
+ PYBIND11_OBJECT_CVT(str, object, detail::PyUnicode_Check_Permissive, raw_str)
+
+ str(const char *c, size_t n)
+ : object(PyUnicode_FromStringAndSize(c, (ssize_t) n), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate string object!");
+ }
+
+ // 'explicit' is explicitly omitted from the following constructors to allow implicit conversion to py::str from C++ string-like objects
+ str(const char *c = "")
+ : object(PyUnicode_FromString(c), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate string object!");
+ }
+
+ str(const std::string &s) : str(s.data(), s.size()) { }
+
+ explicit str(const bytes &b);
+
+ /** \rst
+ Return a string representation of the object. This is analogous to
+ the ``str()`` function in Python.
+ \endrst */
+ explicit str(handle h) : object(raw_str(h.ptr()), stolen_t{}) { }
+
+ operator std::string() const {
+ object temp = *this;
+ if (PyUnicode_Check(m_ptr)) {
+ temp = reinterpret_steal<object>(PyUnicode_AsUTF8String(m_ptr));
+ if (!temp)
+ pybind11_fail("Unable to extract string contents! (encoding issue)");
+ }
+ char *buffer;
+ ssize_t length;
+ if (PYBIND11_BYTES_AS_STRING_AND_SIZE(temp.ptr(), &buffer, &length))
+ pybind11_fail("Unable to extract string contents! (invalid type)");
+ return std::string(buffer, (size_t) length);
+ }
+
+ template <typename... Args>
+ str format(Args &&...args) const {
+ return attr("format")(std::forward<Args>(args)...);
+ }
+
+private:
+ /// Return string representation -- always returns a new reference, even if already a str
+ static PyObject *raw_str(PyObject *op) {
+ PyObject *str_value = PyObject_Str(op);
+#if PY_MAJOR_VERSION < 3
+ if (!str_value) throw error_already_set();
+ PyObject *unicode = PyUnicode_FromEncodedObject(str_value, "utf-8", nullptr);
+ Py_XDECREF(str_value); str_value = unicode;
+#endif
+ return str_value;
+ }
+};
+/// @} pytypes
+
+inline namespace literals {
+/** \rst
+ String literal version of `str`
+ \endrst */
+inline str operator"" _s(const char *s, size_t size) { return {s, size}; }
+}
+
+/// \addtogroup pytypes
+/// @{
+class bytes : public object {
+public:
+ PYBIND11_OBJECT(bytes, object, PYBIND11_BYTES_CHECK)
+
+ // Allow implicit conversion:
+ bytes(const char *c = "")
+ : object(PYBIND11_BYTES_FROM_STRING(c), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate bytes object!");
+ }
+
+ bytes(const char *c, size_t n)
+ : object(PYBIND11_BYTES_FROM_STRING_AND_SIZE(c, (ssize_t) n), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate bytes object!");
+ }
+
+ // Allow implicit conversion:
+ bytes(const std::string &s) : bytes(s.data(), s.size()) { }
+
+ explicit bytes(const pybind11::str &s);
+
+ operator std::string() const {
+ char *buffer;
+ ssize_t length;
+ if (PYBIND11_BYTES_AS_STRING_AND_SIZE(m_ptr, &buffer, &length))
+ pybind11_fail("Unable to extract bytes contents!");
+ return std::string(buffer, (size_t) length);
+ }
+};
+
+inline bytes::bytes(const pybind11::str &s) {
+ object temp = s;
+ if (PyUnicode_Check(s.ptr())) {
+ temp = reinterpret_steal<object>(PyUnicode_AsUTF8String(s.ptr()));
+ if (!temp)
+ pybind11_fail("Unable to extract string contents! (encoding issue)");
+ }
+ char *buffer;
+ ssize_t length;
+ if (PYBIND11_BYTES_AS_STRING_AND_SIZE(temp.ptr(), &buffer, &length))
+ pybind11_fail("Unable to extract string contents! (invalid type)");
+ auto obj = reinterpret_steal<object>(PYBIND11_BYTES_FROM_STRING_AND_SIZE(buffer, length));
+ if (!obj)
+ pybind11_fail("Could not allocate bytes object!");
+ m_ptr = obj.release().ptr();
+}
+
+inline str::str(const bytes& b) {
+ char *buffer;
+ ssize_t length;
+ if (PYBIND11_BYTES_AS_STRING_AND_SIZE(b.ptr(), &buffer, &length))
+ pybind11_fail("Unable to extract bytes contents!");
+ auto obj = reinterpret_steal<object>(PyUnicode_FromStringAndSize(buffer, (ssize_t) length));
+ if (!obj)
+ pybind11_fail("Could not allocate string object!");
+ m_ptr = obj.release().ptr();
+}
+
+class none : public object {
+public:
+ PYBIND11_OBJECT(none, object, detail::PyNone_Check)
+ none() : object(Py_None, borrowed_t{}) { }
+};
+
+class bool_ : public object {
+public:
+ PYBIND11_OBJECT_CVT(bool_, object, PyBool_Check, raw_bool)
+ bool_() : object(Py_False, borrowed_t{}) { }
+ // Allow implicit conversion from and to `bool`:
+ bool_(bool value) : object(value ? Py_True : Py_False, borrowed_t{}) { }
+ operator bool() const { return m_ptr && PyLong_AsLong(m_ptr) != 0; }
+
+private:
+ /// Return the truth value of an object -- always returns a new reference
+ static PyObject *raw_bool(PyObject *op) {
+ const auto value = PyObject_IsTrue(op);
+ if (value == -1) return nullptr;
+ return handle(value ? Py_True : Py_False).inc_ref().ptr();
+ }
+};
+
+NAMESPACE_BEGIN(detail)
+// Converts a value to the given unsigned type. If an error occurs, you get back (Unsigned) -1;
+// otherwise you get back the unsigned long or unsigned long long value cast to (Unsigned).
+// (The distinction is critically important when casting a returned -1 error value to some other
+// unsigned type: (A)-1 != (B)-1 when A and B are unsigned types of different sizes).
+template <typename Unsigned>
+Unsigned as_unsigned(PyObject *o) {
+ if (sizeof(Unsigned) <= sizeof(unsigned long)
+#if PY_VERSION_HEX < 0x03000000
+ || PyInt_Check(o)
+#endif
+ ) {
+ unsigned long v = PyLong_AsUnsignedLong(o);
+ return v == (unsigned long) -1 && PyErr_Occurred() ? (Unsigned) -1 : (Unsigned) v;
+ }
+ else {
+ unsigned long long v = PyLong_AsUnsignedLongLong(o);
+ return v == (unsigned long long) -1 && PyErr_Occurred() ? (Unsigned) -1 : (Unsigned) v;
+ }
+}
+NAMESPACE_END(detail)
+
+class int_ : public object {
+public:
+ PYBIND11_OBJECT_CVT(int_, object, PYBIND11_LONG_CHECK, PyNumber_Long)
+ int_() : object(PyLong_FromLong(0), stolen_t{}) { }
+ // Allow implicit conversion from C++ integral types:
+ template <typename T,
+ detail::enable_if_t<std::is_integral<T>::value, int> = 0>
+ int_(T value) {
+ if (sizeof(T) <= sizeof(long)) {
+ if (std::is_signed<T>::value)
+ m_ptr = PyLong_FromLong((long) value);
+ else
+ m_ptr = PyLong_FromUnsignedLong((unsigned long) value);
+ } else {
+ if (std::is_signed<T>::value)
+ m_ptr = PyLong_FromLongLong((long long) value);
+ else
+ m_ptr = PyLong_FromUnsignedLongLong((unsigned long long) value);
+ }
+ if (!m_ptr) pybind11_fail("Could not allocate int object!");
+ }
+
+ template <typename T,
+ detail::enable_if_t<std::is_integral<T>::value, int> = 0>
+ operator T() const {
+ return std::is_unsigned<T>::value
+ ? detail::as_unsigned<T>(m_ptr)
+ : sizeof(T) <= sizeof(long)
+ ? (T) PyLong_AsLong(m_ptr)
+ : (T) PYBIND11_LONG_AS_LONGLONG(m_ptr);
+ }
+};
+
+class float_ : public object {
+public:
+ PYBIND11_OBJECT_CVT(float_, object, PyFloat_Check, PyNumber_Float)
+ // Allow implicit conversion from float/double:
+ float_(float value) : object(PyFloat_FromDouble((double) value), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate float object!");
+ }
+ float_(double value = .0) : object(PyFloat_FromDouble((double) value), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate float object!");
+ }
+ operator float() const { return (float) PyFloat_AsDouble(m_ptr); }
+ operator double() const { return (double) PyFloat_AsDouble(m_ptr); }
+};
+
+class weakref : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(weakref, object, PyWeakref_Check)
+ explicit weakref(handle obj, handle callback = {})
+ : object(PyWeakref_NewRef(obj.ptr(), callback.ptr()), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate weak reference!");
+ }
+};
+
+class slice : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(slice, object, PySlice_Check)
+ slice(ssize_t start_, ssize_t stop_, ssize_t step_) {
+ int_ start(start_), stop(stop_), step(step_);
+ m_ptr = PySlice_New(start.ptr(), stop.ptr(), step.ptr());
+ if (!m_ptr) pybind11_fail("Could not allocate slice object!");
+ }
+ bool compute(size_t length, size_t *start, size_t *stop, size_t *step,
+ size_t *slicelength) const {
+ return PySlice_GetIndicesEx((PYBIND11_SLICE_OBJECT *) m_ptr,
+ (ssize_t) length, (ssize_t *) start,
+ (ssize_t *) stop, (ssize_t *) step,
+ (ssize_t *) slicelength) == 0;
+ }
+};
+
+class capsule : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(capsule, object, PyCapsule_CheckExact)
+ PYBIND11_DEPRECATED("Use reinterpret_borrow<capsule>() or reinterpret_steal<capsule>()")
+ capsule(PyObject *ptr, bool is_borrowed) : object(is_borrowed ? object(ptr, borrowed_t{}) : object(ptr, stolen_t{})) { }
+
+ explicit capsule(const void *value, const char *name = nullptr, void (*destructor)(PyObject *) = nullptr)
+ : object(PyCapsule_New(const_cast<void *>(value), name, destructor), stolen_t{}) {
+ if (!m_ptr)
+ pybind11_fail("Could not allocate capsule object!");
+ }
+
+ PYBIND11_DEPRECATED("Please pass a destructor that takes a void pointer as input")
+ capsule(const void *value, void (*destruct)(PyObject *))
+ : object(PyCapsule_New(const_cast<void*>(value), nullptr, destruct), stolen_t{}) {
+ if (!m_ptr)
+ pybind11_fail("Could not allocate capsule object!");
+ }
+
+ capsule(const void *value, void (*destructor)(void *)) {
+ m_ptr = PyCapsule_New(const_cast<void *>(value), nullptr, [](PyObject *o) {
+ auto destructor = reinterpret_cast<void (*)(void *)>(PyCapsule_GetContext(o));
+ void *ptr = PyCapsule_GetPointer(o, nullptr);
+ destructor(ptr);
+ });
+
+ if (!m_ptr)
+ pybind11_fail("Could not allocate capsule object!");
+
+ if (PyCapsule_SetContext(m_ptr, (void *) destructor) != 0)
+ pybind11_fail("Could not set capsule context!");
+ }
+
+ capsule(void (*destructor)()) {
+ m_ptr = PyCapsule_New(reinterpret_cast<void *>(destructor), nullptr, [](PyObject *o) {
+ auto destructor = reinterpret_cast<void (*)()>(PyCapsule_GetPointer(o, nullptr));
+ destructor();
+ });
+
+ if (!m_ptr)
+ pybind11_fail("Could not allocate capsule object!");
+ }
+
+ template <typename T> operator T *() const {
+ auto name = this->name();
+ T * result = static_cast<T *>(PyCapsule_GetPointer(m_ptr, name));
+ if (!result) pybind11_fail("Unable to extract capsule contents!");
+ return result;
+ }
+
+ const char *name() const { return PyCapsule_GetName(m_ptr); }
+};
+
+class tuple : public object {
+public:
+ PYBIND11_OBJECT_CVT(tuple, object, PyTuple_Check, PySequence_Tuple)
+ explicit tuple(size_t size = 0) : object(PyTuple_New((ssize_t) size), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate tuple object!");
+ }
+ size_t size() const { return (size_t) PyTuple_Size(m_ptr); }
+ detail::tuple_accessor operator[](size_t index) const { return {*this, index}; }
+ detail::tuple_iterator begin() const { return {*this, 0}; }
+ detail::tuple_iterator end() const { return {*this, PyTuple_GET_SIZE(m_ptr)}; }
+};
+
+class dict : public object {
+public:
+ PYBIND11_OBJECT_CVT(dict, object, PyDict_Check, raw_dict)
+ dict() : object(PyDict_New(), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate dict object!");
+ }
+ template <typename... Args,
+ typename = detail::enable_if_t<detail::all_of<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...>>
+ explicit dict(Args &&...args) : dict(collector(std::forward<Args>(args)...).kwargs()) { }
+
+ size_t size() const { return (size_t) PyDict_Size(m_ptr); }
+ detail::dict_iterator begin() const { return {*this, 0}; }
+ detail::dict_iterator end() const { return {}; }
+ void clear() const { PyDict_Clear(ptr()); }
+ bool contains(handle key) const { return PyDict_Contains(ptr(), key.ptr()) == 1; }
+ bool contains(const char *key) const { return PyDict_Contains(ptr(), pybind11::str(key).ptr()) == 1; }
+
+private:
+ /// Call the `dict` Python type -- always returns a new reference
+ static PyObject *raw_dict(PyObject *op) {
+ if (PyDict_Check(op))
+ return handle(op).inc_ref().ptr();
+ return PyObject_CallFunctionObjArgs((PyObject *) &PyDict_Type, op, nullptr);
+ }
+};
+
+class sequence : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(sequence, object, PySequence_Check)
+ size_t size() const { return (size_t) PySequence_Size(m_ptr); }
+ detail::sequence_accessor operator[](size_t index) const { return {*this, index}; }
+ detail::sequence_iterator begin() const { return {*this, 0}; }
+ detail::sequence_iterator end() const { return {*this, PySequence_Size(m_ptr)}; }
+};
+
+class list : public object {
+public:
+ PYBIND11_OBJECT_CVT(list, object, PyList_Check, PySequence_List)
+ explicit list(size_t size = 0) : object(PyList_New((ssize_t) size), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate list object!");
+ }
+ size_t size() const { return (size_t) PyList_Size(m_ptr); }
+ detail::list_accessor operator[](size_t index) const { return {*this, index}; }
+ detail::list_iterator begin() const { return {*this, 0}; }
+ detail::list_iterator end() const { return {*this, PyList_GET_SIZE(m_ptr)}; }
+ template <typename T> void append(T &&val) const {
+ PyList_Append(m_ptr, detail::object_or_cast(std::forward<T>(val)).ptr());
+ }
+};
+
+class args : public tuple { PYBIND11_OBJECT_DEFAULT(args, tuple, PyTuple_Check) };
+class kwargs : public dict { PYBIND11_OBJECT_DEFAULT(kwargs, dict, PyDict_Check) };
+
+class set : public object {
+public:
+ PYBIND11_OBJECT_CVT(set, object, PySet_Check, PySet_New)
+ set() : object(PySet_New(nullptr), stolen_t{}) {
+ if (!m_ptr) pybind11_fail("Could not allocate set object!");
+ }
+ size_t size() const { return (size_t) PySet_Size(m_ptr); }
+ template <typename T> bool add(T &&val) const {
+ return PySet_Add(m_ptr, detail::object_or_cast(std::forward<T>(val)).ptr()) == 0;
+ }
+ void clear() const { PySet_Clear(m_ptr); }
+};
+
+class function : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(function, object, PyCallable_Check)
+ handle cpp_function() const {
+ handle fun = detail::get_function(m_ptr);
+ if (fun && PyCFunction_Check(fun.ptr()))
+ return fun;
+ return handle();
+ }
+ bool is_cpp_function() const { return (bool) cpp_function(); }
+};
+
+class buffer : public object {
+public:
+ PYBIND11_OBJECT_DEFAULT(buffer, object, PyObject_CheckBuffer)
+
+ buffer_info request(bool writable = false) {
+ int flags = PyBUF_STRIDES | PyBUF_FORMAT;
+ if (writable) flags |= PyBUF_WRITABLE;
+ Py_buffer *view = new Py_buffer();
+ if (PyObject_GetBuffer(m_ptr, view, flags) != 0) {
+ delete view;
+ throw error_already_set();
+ }
+ return buffer_info(view);
+ }
+};
+
+class memoryview : public object {
+public:
+ explicit memoryview(const buffer_info& info) {
+ static Py_buffer buf { };
+ // Py_buffer uses signed sizes, strides and shape!..
+ static std::vector<Py_ssize_t> py_strides { };
+ static std::vector<Py_ssize_t> py_shape { };
+ buf.buf = info.ptr;
+ buf.itemsize = info.itemsize;
+ buf.format = const_cast<char *>(info.format.c_str());
+ buf.ndim = (int) info.ndim;
+ buf.len = info.size;
+ py_strides.clear();
+ py_shape.clear();
+ for (size_t i = 0; i < (size_t) info.ndim; ++i) {
+ py_strides.push_back(info.strides[i]);
+ py_shape.push_back(info.shape[i]);
+ }
+ buf.strides = py_strides.data();
+ buf.shape = py_shape.data();
+ buf.suboffsets = nullptr;
+ buf.readonly = false;
+ buf.internal = nullptr;
+
+ m_ptr = PyMemoryView_FromBuffer(&buf);
+ if (!m_ptr)
+ pybind11_fail("Unable to create memoryview from buffer descriptor");
+ }
+
+ PYBIND11_OBJECT_CVT(memoryview, object, PyMemoryView_Check, PyMemoryView_FromObject)
+};
+/// @} pytypes
+
+/// \addtogroup python_builtins
+/// @{
+inline size_t len(handle h) {
+ ssize_t result = PyObject_Length(h.ptr());
+ if (result < 0)
+ pybind11_fail("Unable to compute length of object");
+ return (size_t) result;
+}
+
+inline str repr(handle h) {
+ PyObject *str_value = PyObject_Repr(h.ptr());
+ if (!str_value) throw error_already_set();
+#if PY_MAJOR_VERSION < 3
+ PyObject *unicode = PyUnicode_FromEncodedObject(str_value, "utf-8", nullptr);
+ Py_XDECREF(str_value); str_value = unicode;
+ if (!str_value) throw error_already_set();
+#endif
+ return reinterpret_steal<str>(str_value);
+}
+
+inline iterator iter(handle obj) {
+ PyObject *result = PyObject_GetIter(obj.ptr());
+ if (!result) { throw error_already_set(); }
+ return reinterpret_steal<iterator>(result);
+}
+/// @} python_builtins
+
+NAMESPACE_BEGIN(detail)
+template <typename D> iterator object_api<D>::begin() const { return iter(derived()); }
+template <typename D> iterator object_api<D>::end() const { return iterator::sentinel(); }
+template <typename D> item_accessor object_api<D>::operator[](handle key) const {
+ return {derived(), reinterpret_borrow<object>(key)};
+}
+template <typename D> item_accessor object_api<D>::operator[](const char *key) const {
+ return {derived(), pybind11::str(key)};
+}
+template <typename D> obj_attr_accessor object_api<D>::attr(handle key) const {
+ return {derived(), reinterpret_borrow<object>(key)};
+}
+template <typename D> str_attr_accessor object_api<D>::attr(const char *key) const {
+ return {derived(), key};
+}
+template <typename D> args_proxy object_api<D>::operator*() const {
+ return args_proxy(derived().ptr());
+}
+template <typename D> template <typename T> bool object_api<D>::contains(T &&item) const {
+ return attr("__contains__")(std::forward<T>(item)).template cast<bool>();
+}
+
+template <typename D>
+pybind11::str object_api<D>::str() const { return pybind11::str(derived()); }
+
+template <typename D>
+str_attr_accessor object_api<D>::doc() const { return attr("__doc__"); }
+
+template <typename D>
+handle object_api<D>::get_type() const { return (PyObject *) Py_TYPE(derived().ptr()); }
+
+NAMESPACE_END(detail)
+NAMESPACE_END(PYBIND11_NAMESPACE)
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/stl.h b/ml/dlib/dlib/external/pybind11/include/pybind11/stl.h
new file mode 100644
index 000000000..90eb7ea2e
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/stl.h
@@ -0,0 +1,370 @@
+/*
+ pybind11/stl.h: Transparent conversion for STL data types
+
+ Copyright (c) 2016 Wenzel Jakob <wenzel.jakob@epfl.ch>
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "pybind11.h"
+#include <set>
+#include <unordered_set>
+#include <map>
+#include <unordered_map>
+#include <iostream>
+#include <list>
+#include <valarray>
+
+#if defined(_MSC_VER)
+#pragma warning(push)
+#pragma warning(disable: 4127) // warning C4127: Conditional expression is constant
+#endif
+
+#ifdef __has_include
+// std::optional (but including it in c++14 mode isn't allowed)
+# if defined(PYBIND11_CPP17) && __has_include(<optional>)
+# include <optional>
+# define PYBIND11_HAS_OPTIONAL 1
+# endif
+// std::experimental::optional (but not allowed in c++11 mode)
+# if defined(PYBIND11_CPP14) && (__has_include(<experimental/optional>) && \
+ !__has_include(<optional>))
+# include <experimental/optional>
+# define PYBIND11_HAS_EXP_OPTIONAL 1
+# endif
+// std::variant
+# if defined(PYBIND11_CPP17) && __has_include(<variant>)
+# include <variant>
+# define PYBIND11_HAS_VARIANT 1
+# endif
+#elif defined(_MSC_VER) && defined(PYBIND11_CPP17)
+# include <optional>
+# include <variant>
+# define PYBIND11_HAS_OPTIONAL 1
+# define PYBIND11_HAS_VARIANT 1
+#endif
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+/// Extracts an const lvalue reference or rvalue reference for U based on the type of T (e.g. for
+/// forwarding a container element). Typically used indirect via forwarded_type(), below.
+template <typename T, typename U>
+using forwarded_type = conditional_t<
+ std::is_lvalue_reference<T>::value, remove_reference_t<U> &, remove_reference_t<U> &&>;
+
+/// Forwards a value U as rvalue or lvalue according to whether T is rvalue or lvalue; typically
+/// used for forwarding a container's elements.
+template <typename T, typename U>
+forwarded_type<T, U> forward_like(U &&u) {
+ return std::forward<detail::forwarded_type<T, U>>(std::forward<U>(u));
+}
+
+template <typename Type, typename Key> struct set_caster {
+ using type = Type;
+ using key_conv = make_caster<Key>;
+
+ bool load(handle src, bool convert) {
+ if (!isinstance<pybind11::set>(src))
+ return false;
+ auto s = reinterpret_borrow<pybind11::set>(src);
+ value.clear();
+ for (auto entry : s) {
+ key_conv conv;
+ if (!conv.load(entry, convert))
+ return false;
+ value.insert(cast_op<Key &&>(std::move(conv)));
+ }
+ return true;
+ }
+
+ template <typename T>
+ static handle cast(T &&src, return_value_policy policy, handle parent) {
+ pybind11::set s;
+ for (auto &&value : src) {
+ auto value_ = reinterpret_steal<object>(key_conv::cast(forward_like<T>(value), policy, parent));
+ if (!value_ || !s.add(value_))
+ return handle();
+ }
+ return s.release();
+ }
+
+ PYBIND11_TYPE_CASTER(type, _("Set[") + key_conv::name() + _("]"));
+};
+
+template <typename Type, typename Key, typename Value> struct map_caster {
+ using key_conv = make_caster<Key>;
+ using value_conv = make_caster<Value>;
+
+ bool load(handle src, bool convert) {
+ if (!isinstance<dict>(src))
+ return false;
+ auto d = reinterpret_borrow<dict>(src);
+ value.clear();
+ for (auto it : d) {
+ key_conv kconv;
+ value_conv vconv;
+ if (!kconv.load(it.first.ptr(), convert) ||
+ !vconv.load(it.second.ptr(), convert))
+ return false;
+ value.emplace(cast_op<Key &&>(std::move(kconv)), cast_op<Value &&>(std::move(vconv)));
+ }
+ return true;
+ }
+
+ template <typename T>
+ static handle cast(T &&src, return_value_policy policy, handle parent) {
+ dict d;
+ for (auto &&kv : src) {
+ auto key = reinterpret_steal<object>(key_conv::cast(forward_like<T>(kv.first), policy, parent));
+ auto value = reinterpret_steal<object>(value_conv::cast(forward_like<T>(kv.second), policy, parent));
+ if (!key || !value)
+ return handle();
+ d[key] = value;
+ }
+ return d.release();
+ }
+
+ PYBIND11_TYPE_CASTER(Type, _("Dict[") + key_conv::name() + _(", ") + value_conv::name() + _("]"));
+};
+
+template <typename Type, typename Value> struct list_caster {
+ using value_conv = make_caster<Value>;
+
+ bool load(handle src, bool convert) {
+ if (!isinstance<sequence>(src))
+ return false;
+ auto s = reinterpret_borrow<sequence>(src);
+ value.clear();
+ reserve_maybe(s, &value);
+ for (auto it : s) {
+ value_conv conv;
+ if (!conv.load(it, convert))
+ return false;
+ value.push_back(cast_op<Value &&>(std::move(conv)));
+ }
+ return true;
+ }
+
+private:
+ template <typename T = Type,
+ enable_if_t<std::is_same<decltype(std::declval<T>().reserve(0)), void>::value, int> = 0>
+ void reserve_maybe(sequence s, Type *) { value.reserve(s.size()); }
+ void reserve_maybe(sequence, void *) { }
+
+public:
+ template <typename T>
+ static handle cast(T &&src, return_value_policy policy, handle parent) {
+ list l(src.size());
+ size_t index = 0;
+ for (auto &&value : src) {
+ auto value_ = reinterpret_steal<object>(value_conv::cast(forward_like<T>(value), policy, parent));
+ if (!value_)
+ return handle();
+ PyList_SET_ITEM(l.ptr(), (ssize_t) index++, value_.release().ptr()); // steals a reference
+ }
+ return l.release();
+ }
+
+ PYBIND11_TYPE_CASTER(Type, _("List[") + value_conv::name() + _("]"));
+};
+
+template <typename Type, typename Alloc> struct type_caster<std::vector<Type, Alloc>>
+ : list_caster<std::vector<Type, Alloc>, Type> { };
+
+template <typename Type, typename Alloc> struct type_caster<std::list<Type, Alloc>>
+ : list_caster<std::list<Type, Alloc>, Type> { };
+
+template <typename ArrayType, typename Value, bool Resizable, size_t Size = 0> struct array_caster {
+ using value_conv = make_caster<Value>;
+
+private:
+ template <bool R = Resizable>
+ bool require_size(enable_if_t<R, size_t> size) {
+ if (value.size() != size)
+ value.resize(size);
+ return true;
+ }
+ template <bool R = Resizable>
+ bool require_size(enable_if_t<!R, size_t> size) {
+ return size == Size;
+ }
+
+public:
+ bool load(handle src, bool convert) {
+ if (!isinstance<list>(src))
+ return false;
+ auto l = reinterpret_borrow<list>(src);
+ if (!require_size(l.size()))
+ return false;
+ size_t ctr = 0;
+ for (auto it : l) {
+ value_conv conv;
+ if (!conv.load(it, convert))
+ return false;
+ value[ctr++] = cast_op<Value &&>(std::move(conv));
+ }
+ return true;
+ }
+
+ template <typename T>
+ static handle cast(T &&src, return_value_policy policy, handle parent) {
+ list l(src.size());
+ size_t index = 0;
+ for (auto &&value : src) {
+ auto value_ = reinterpret_steal<object>(value_conv::cast(forward_like<T>(value), policy, parent));
+ if (!value_)
+ return handle();
+ PyList_SET_ITEM(l.ptr(), (ssize_t) index++, value_.release().ptr()); // steals a reference
+ }
+ return l.release();
+ }
+
+ PYBIND11_TYPE_CASTER(ArrayType, _("List[") + value_conv::name() + _<Resizable>(_(""), _("[") + _<Size>() + _("]")) + _("]"));
+};
+
+template <typename Type, size_t Size> struct type_caster<std::array<Type, Size>>
+ : array_caster<std::array<Type, Size>, Type, false, Size> { };
+
+template <typename Type> struct type_caster<std::valarray<Type>>
+ : array_caster<std::valarray<Type>, Type, true> { };
+
+template <typename Key, typename Compare, typename Alloc> struct type_caster<std::set<Key, Compare, Alloc>>
+ : set_caster<std::set<Key, Compare, Alloc>, Key> { };
+
+template <typename Key, typename Hash, typename Equal, typename Alloc> struct type_caster<std::unordered_set<Key, Hash, Equal, Alloc>>
+ : set_caster<std::unordered_set<Key, Hash, Equal, Alloc>, Key> { };
+
+template <typename Key, typename Value, typename Compare, typename Alloc> struct type_caster<std::map<Key, Value, Compare, Alloc>>
+ : map_caster<std::map<Key, Value, Compare, Alloc>, Key, Value> { };
+
+template <typename Key, typename Value, typename Hash, typename Equal, typename Alloc> struct type_caster<std::unordered_map<Key, Value, Hash, Equal, Alloc>>
+ : map_caster<std::unordered_map<Key, Value, Hash, Equal, Alloc>, Key, Value> { };
+
+// This type caster is intended to be used for std::optional and std::experimental::optional
+template<typename T> struct optional_caster {
+ using value_conv = make_caster<typename T::value_type>;
+
+ template <typename T_>
+ static handle cast(T_ &&src, return_value_policy policy, handle parent) {
+ if (!src)
+ return none().inc_ref();
+ return value_conv::cast(*std::forward<T_>(src), policy, parent);
+ }
+
+ bool load(handle src, bool convert) {
+ if (!src) {
+ return false;
+ } else if (src.is_none()) {
+ return true; // default-constructed value is already empty
+ }
+ value_conv inner_caster;
+ if (!inner_caster.load(src, convert))
+ return false;
+
+ value.emplace(cast_op<typename T::value_type &&>(std::move(inner_caster)));
+ return true;
+ }
+
+ PYBIND11_TYPE_CASTER(T, _("Optional[") + value_conv::name() + _("]"));
+};
+
+#if PYBIND11_HAS_OPTIONAL
+template<typename T> struct type_caster<std::optional<T>>
+ : public optional_caster<std::optional<T>> {};
+
+template<> struct type_caster<std::nullopt_t>
+ : public void_caster<std::nullopt_t> {};
+#endif
+
+#if PYBIND11_HAS_EXP_OPTIONAL
+template<typename T> struct type_caster<std::experimental::optional<T>>
+ : public optional_caster<std::experimental::optional<T>> {};
+
+template<> struct type_caster<std::experimental::nullopt_t>
+ : public void_caster<std::experimental::nullopt_t> {};
+#endif
+
+/// Visit a variant and cast any found type to Python
+struct variant_caster_visitor {
+ return_value_policy policy;
+ handle parent;
+
+ using result_type = handle; // required by boost::variant in C++11
+
+ template <typename T>
+ result_type operator()(T &&src) const {
+ return make_caster<T>::cast(std::forward<T>(src), policy, parent);
+ }
+};
+
+/// Helper class which abstracts away variant's `visit` function. `std::variant` and similar
+/// `namespace::variant` types which provide a `namespace::visit()` function are handled here
+/// automatically using argument-dependent lookup. Users can provide specializations for other
+/// variant-like classes, e.g. `boost::variant` and `boost::apply_visitor`.
+template <template<typename...> class Variant>
+struct visit_helper {
+ template <typename... Args>
+ static auto call(Args &&...args) -> decltype(visit(std::forward<Args>(args)...)) {
+ return visit(std::forward<Args>(args)...);
+ }
+};
+
+/// Generic variant caster
+template <typename Variant> struct variant_caster;
+
+template <template<typename...> class V, typename... Ts>
+struct variant_caster<V<Ts...>> {
+ static_assert(sizeof...(Ts) > 0, "Variant must consist of at least one alternative.");
+
+ template <typename U, typename... Us>
+ bool load_alternative(handle src, bool convert, type_list<U, Us...>) {
+ auto caster = make_caster<U>();
+ if (caster.load(src, convert)) {
+ value = cast_op<U>(caster);
+ return true;
+ }
+ return load_alternative(src, convert, type_list<Us...>{});
+ }
+
+ bool load_alternative(handle, bool, type_list<>) { return false; }
+
+ bool load(handle src, bool convert) {
+ // Do a first pass without conversions to improve constructor resolution.
+ // E.g. `py::int_(1).cast<variant<double, int>>()` needs to fill the `int`
+ // slot of the variant. Without two-pass loading `double` would be filled
+ // because it appears first and a conversion is possible.
+ if (convert && load_alternative(src, false, type_list<Ts...>{}))
+ return true;
+ return load_alternative(src, convert, type_list<Ts...>{});
+ }
+
+ template <typename Variant>
+ static handle cast(Variant &&src, return_value_policy policy, handle parent) {
+ return visit_helper<V>::call(variant_caster_visitor{policy, parent},
+ std::forward<Variant>(src));
+ }
+
+ using Type = V<Ts...>;
+ PYBIND11_TYPE_CASTER(Type, _("Union[") + detail::concat(make_caster<Ts>::name()...) + _("]"));
+};
+
+#if PYBIND11_HAS_VARIANT
+template <typename... Ts>
+struct type_caster<std::variant<Ts...>> : variant_caster<std::variant<Ts...>> { };
+#endif
+NAMESPACE_END(detail)
+
+inline std::ostream &operator<<(std::ostream &os, const handle &obj) {
+ os << (std::string) str(obj);
+ return os;
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)
+
+#if defined(_MSC_VER)
+#pragma warning(pop)
+#endif
diff --git a/ml/dlib/dlib/external/pybind11/include/pybind11/stl_bind.h b/ml/dlib/dlib/external/pybind11/include/pybind11/stl_bind.h
new file mode 100644
index 000000000..38dd68f69
--- /dev/null
+++ b/ml/dlib/dlib/external/pybind11/include/pybind11/stl_bind.h
@@ -0,0 +1,599 @@
+/*
+ pybind11/std_bind.h: Binding generators for STL data types
+
+ Copyright (c) 2016 Sergey Lyskov and Wenzel Jakob
+
+ All rights reserved. Use of this source code is governed by a
+ BSD-style license that can be found in the LICENSE file.
+*/
+
+#pragma once
+
+#include "detail/common.h"
+#include "operators.h"
+
+#include <algorithm>
+#include <sstream>
+
+NAMESPACE_BEGIN(PYBIND11_NAMESPACE)
+NAMESPACE_BEGIN(detail)
+
+/* SFINAE helper class used by 'is_comparable */
+template <typename T> struct container_traits {
+ template <typename T2> static std::true_type test_comparable(decltype(std::declval<const T2 &>() == std::declval<const T2 &>())*);
+ template <typename T2> static std::false_type test_comparable(...);
+ template <typename T2> static std::true_type test_value(typename T2::value_type *);
+ template <typename T2> static std::false_type test_value(...);
+ template <typename T2> static std::true_type test_pair(typename T2::first_type *, typename T2::second_type *);
+ template <typename T2> static std::false_type test_pair(...);
+
+ static constexpr const bool is_comparable = std::is_same<std::true_type, decltype(test_comparable<T>(nullptr))>::value;
+ static constexpr const bool is_pair = std::is_same<std::true_type, decltype(test_pair<T>(nullptr, nullptr))>::value;
+ static constexpr const bool is_vector = std::is_same<std::true_type, decltype(test_value<T>(nullptr))>::value;
+ static constexpr const bool is_element = !is_pair && !is_vector;
+};
+
+/* Default: is_comparable -> std::false_type */
+template <typename T, typename SFINAE = void>
+struct is_comparable : std::false_type { };
+
+/* For non-map data structures, check whether operator== can be instantiated */
+template <typename T>
+struct is_comparable<
+ T, enable_if_t<container_traits<T>::is_element &&
+ container_traits<T>::is_comparable>>
+ : std::true_type { };
+
+/* For a vector/map data structure, recursively check the value type (which is std::pair for maps) */
+template <typename T>
+struct is_comparable<T, enable_if_t<container_traits<T>::is_vector>> {
+ static constexpr const bool value =
+ is_comparable<typename T::value_type>::value;
+};
+
+/* For pairs, recursively check the two data types */
+template <typename T>
+struct is_comparable<T, enable_if_t<container_traits<T>::is_pair>> {
+ static constexpr const bool value =
+ is_comparable<typename T::first_type>::value &&
+ is_comparable<typename T::second_type>::value;
+};
+
+/* Fallback functions */
+template <typename, typename, typename... Args> void vector_if_copy_constructible(const Args &...) { }
+template <typename, typename, typename... Args> void vector_if_equal_operator(const Args &...) { }
+template <typename, typename, typename... Args> void vector_if_insertion_operator(const Args &...) { }
+template <typename, typename, typename... Args> void vector_modifiers(const Args &...) { }
+
+template<typename Vector, typename Class_>
+void vector_if_copy_constructible(enable_if_t<is_copy_constructible<Vector>::value, Class_> &cl) {
+ cl.def(init<const Vector &>(), "Copy constructor");
+}
+
+template<typename Vector, typename Class_>
+void vector_if_equal_operator(enable_if_t<is_comparable<Vector>::value, Class_> &cl) {
+ using T = typename Vector::value_type;
+
+ cl.def(self == self);
+ cl.def(self != self);
+
+ cl.def("count",
+ [](const Vector &v, const T &x) {
+ return std::count(v.begin(), v.end(), x);
+ },
+ arg("x"),
+ "Return the number of times ``x`` appears in the list"
+ );
+
+ cl.def("remove", [](Vector &v, const T &x) {
+ auto p = std::find(v.begin(), v.end(), x);
+ if (p != v.end())
+ v.erase(p);
+ else
+ throw value_error();
+ },
+ arg("x"),
+ "Remove the first item from the list whose value is x. "
+ "It is an error if there is no such item."
+ );
+
+ cl.def("__contains__",
+ [](const Vector &v, const T &x) {
+ return std::find(v.begin(), v.end(), x) != v.end();
+ },
+ arg("x"),
+ "Return true the container contains ``x``"
+ );
+}
+
+// Vector modifiers -- requires a copyable vector_type:
+// (Technically, some of these (pop and __delitem__) don't actually require copyability, but it seems
+// silly to allow deletion but not insertion, so include them here too.)
+template <typename Vector, typename Class_>
+void vector_modifiers(enable_if_t<is_copy_constructible<typename Vector::value_type>::value, Class_> &cl) {
+ using T = typename Vector::value_type;
+ using SizeType = typename Vector::size_type;
+ using DiffType = typename Vector::difference_type;
+
+ cl.def("append",
+ [](Vector &v, const T &value) { v.push_back(value); },
+ arg("x"),
+ "Add an item to the end of the list");
+
+ cl.def(init([](iterable it) {
+ auto v = std::unique_ptr<Vector>(new Vector());
+ v->reserve(len(it));
+ for (handle h : it)
+ v->push_back(h.cast<T>());
+ return v.release();
+ }));
+
+ cl.def("extend",
+ [](Vector &v, const Vector &src) {
+ v.insert(v.end(), src.begin(), src.end());
+ },
+ arg("L"),
+ "Extend the list by appending all the items in the given list"
+ );
+
+ cl.def("insert",
+ [](Vector &v, SizeType i, const T &x) {
+ if (i > v.size())
+ throw index_error();
+ v.insert(v.begin() + (DiffType) i, x);
+ },
+ arg("i") , arg("x"),
+ "Insert an item at a given position."
+ );
+
+ cl.def("pop",
+ [](Vector &v) {
+ if (v.empty())
+ throw index_error();
+ T t = v.back();
+ v.pop_back();
+ return t;
+ },
+ "Remove and return the last item"
+ );
+
+ cl.def("pop",
+ [](Vector &v, SizeType i) {
+ if (i >= v.size())
+ throw index_error();
+ T t = v[i];
+ v.erase(v.begin() + (DiffType) i);
+ return t;
+ },
+ arg("i"),
+ "Remove and return the item at index ``i``"
+ );
+
+ cl.def("__setitem__",
+ [](Vector &v, SizeType i, const T &t) {
+ if (i >= v.size())
+ throw index_error();
+ v[i] = t;
+ }
+ );
+
+ /// Slicing protocol
+ cl.def("__getitem__",
+ [](const Vector &v, slice slice) -> Vector * {
+ size_t start, stop, step, slicelength;
+
+ if (!slice.compute(v.size(), &start, &stop, &step, &slicelength))
+ throw error_already_set();
+
+ Vector *seq = new Vector();
+ seq->reserve((size_t) slicelength);
+
+ for (size_t i=0; i<slicelength; ++i) {
+ seq->push_back(v[start]);
+ start += step;
+ }
+ return seq;
+ },
+ arg("s"),
+ "Retrieve list elements using a slice object"
+ );
+
+ cl.def("__setitem__",
+ [](Vector &v, slice slice, const Vector &value) {
+ size_t start, stop, step, slicelength;
+ if (!slice.compute(v.size(), &start, &stop, &step, &slicelength))
+ throw error_already_set();
+
+ if (slicelength != value.size())
+ throw std::runtime_error("Left and right hand size of slice assignment have different sizes!");
+
+ for (size_t i=0; i<slicelength; ++i) {
+ v[start] = value[i];
+ start += step;
+ }
+ },
+ "Assign list elements using a slice object"
+ );
+
+ cl.def("__delitem__",
+ [](Vector &v, SizeType i) {
+ if (i >= v.size())
+ throw index_error();
+ v.erase(v.begin() + DiffType(i));
+ },
+ "Delete the list elements at index ``i``"
+ );
+
+ cl.def("__delitem__",
+ [](Vector &v, slice slice) {
+ size_t start, stop, step, slicelength;
+
+ if (!slice.compute(v.size(), &start, &stop, &step, &slicelength))
+ throw error_already_set();
+
+ if (step == 1 && false) {
+ v.erase(v.begin() + (DiffType) start, v.begin() + DiffType(start + slicelength));
+ } else {
+ for (size_t i = 0; i < slicelength; ++i) {
+ v.erase(v.begin() + DiffType(start));
+ start += step - 1;
+ }
+ }
+ },
+ "Delete list elements using a slice object"
+ );
+
+}
+
+// If the type has an operator[] that doesn't return a reference (most notably std::vector<bool>),
+// we have to access by copying; otherwise we return by reference.
+template <typename Vector> using vector_needs_copy = negation<
+ std::is_same<decltype(std::declval<Vector>()[typename Vector::size_type()]), typename Vector::value_type &>>;
+
+// The usual case: access and iterate by reference
+template <typename Vector, typename Class_>
+void vector_accessor(enable_if_t<!vector_needs_copy<Vector>::value, Class_> &cl) {
+ using T = typename Vector::value_type;
+ using SizeType = typename Vector::size_type;
+ using ItType = typename Vector::iterator;
+
+ cl.def("__getitem__",
+ [](Vector &v, SizeType i) -> T & {
+ if (i >= v.size())
+ throw index_error();
+ return v[i];
+ },
+ return_value_policy::reference_internal // ref + keepalive
+ );
+
+ cl.def("__iter__",
+ [](Vector &v) {
+ return make_iterator<
+ return_value_policy::reference_internal, ItType, ItType, T&>(
+ v.begin(), v.end());
+ },
+ keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
+ );
+}
+
+// The case for special objects, like std::vector<bool>, that have to be returned-by-copy:
+template <typename Vector, typename Class_>
+void vector_accessor(enable_if_t<vector_needs_copy<Vector>::value, Class_> &cl) {
+ using T = typename Vector::value_type;
+ using SizeType = typename Vector::size_type;
+ using ItType = typename Vector::iterator;
+ cl.def("__getitem__",
+ [](const Vector &v, SizeType i) -> T {
+ if (i >= v.size())
+ throw index_error();
+ return v[i];
+ }
+ );
+
+ cl.def("__iter__",
+ [](Vector &v) {
+ return make_iterator<
+ return_value_policy::copy, ItType, ItType, T>(
+ v.begin(), v.end());
+ },
+ keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
+ );
+}
+
+template <typename Vector, typename Class_> auto vector_if_insertion_operator(Class_ &cl, std::string const &name)
+ -> decltype(std::declval<std::ostream&>() << std::declval<typename Vector::value_type>(), void()) {
+ using size_type = typename Vector::size_type;
+
+ cl.def("__repr__",
+ [name](Vector &v) {
+ std::ostringstream s;
+ s << name << '[';
+ for (size_type i=0; i < v.size(); ++i) {
+ s << v[i];
+ if (i != v.size() - 1)
+ s << ", ";
+ }
+ s << ']';
+ return s.str();
+ },
+ "Return the canonical string representation of this list."
+ );
+}
+
+// Provide the buffer interface for vectors if we have data() and we have a format for it
+// GCC seems to have "void std::vector<bool>::data()" - doing SFINAE on the existence of data() is insufficient, we need to check it returns an appropriate pointer
+template <typename Vector, typename = void>
+struct vector_has_data_and_format : std::false_type {};
+template <typename Vector>
+struct vector_has_data_and_format<Vector, enable_if_t<std::is_same<decltype(format_descriptor<typename Vector::value_type>::format(), std::declval<Vector>().data()), typename Vector::value_type*>::value>> : std::true_type {};
+
+// Add the buffer interface to a vector
+template <typename Vector, typename Class_, typename... Args>
+enable_if_t<detail::any_of<std::is_same<Args, buffer_protocol>...>::value>
+vector_buffer(Class_& cl) {
+ using T = typename Vector::value_type;
+
+ static_assert(vector_has_data_and_format<Vector>::value, "There is not an appropriate format descriptor for this vector");
+
+ // numpy.h declares this for arbitrary types, but it may raise an exception and crash hard at runtime if PYBIND11_NUMPY_DTYPE hasn't been called, so check here
+ format_descriptor<T>::format();
+
+ cl.def_buffer([](Vector& v) -> buffer_info {
+ return buffer_info(v.data(), static_cast<ssize_t>(sizeof(T)), format_descriptor<T>::format(), 1, {v.size()}, {sizeof(T)});
+ });
+
+ cl.def(init([](buffer buf) {
+ auto info = buf.request();
+ if (info.ndim != 1 || info.strides[0] % static_cast<ssize_t>(sizeof(T)))
+ throw type_error("Only valid 1D buffers can be copied to a vector");
+ if (!detail::compare_buffer_info<T>::compare(info) || (ssize_t) sizeof(T) != info.itemsize)
+ throw type_error("Format mismatch (Python: " + info.format + " C++: " + format_descriptor<T>::format() + ")");
+
+ auto vec = std::unique_ptr<Vector>(new Vector());
+ vec->reserve((size_t) info.shape[0]);
+ T *p = static_cast<T*>(info.ptr);
+ ssize_t step = info.strides[0] / static_cast<ssize_t>(sizeof(T));
+ T *end = p + info.shape[0] * step;
+ for (; p != end; p += step)
+ vec->push_back(*p);
+ return vec.release();
+ }));
+
+ return;
+}
+
+template <typename Vector, typename Class_, typename... Args>
+enable_if_t<!detail::any_of<std::is_same<Args, buffer_protocol>...>::value> vector_buffer(Class_&) {}
+
+NAMESPACE_END(detail)
+
+//
+// std::vector
+//
+template <typename Vector, typename holder_type = std::unique_ptr<Vector>, typename... Args>
+class_<Vector, holder_type> bind_vector(handle scope, std::string const &name, Args&&... args) {
+ using Class_ = class_<Vector, holder_type>;
+
+ // If the value_type is unregistered (e.g. a converting type) or is itself registered
+ // module-local then make the vector binding module-local as well:
+ using vtype = typename Vector::value_type;
+ auto vtype_info = detail::get_type_info(typeid(vtype));
+ bool local = !vtype_info || vtype_info->module_local;
+
+ Class_ cl(scope, name.c_str(), pybind11::module_local(local), std::forward<Args>(args)...);
+
+ // Declare the buffer interface if a buffer_protocol() is passed in
+ detail::vector_buffer<Vector, Class_, Args...>(cl);
+
+ cl.def(init<>());
+
+ // Register copy constructor (if possible)
+ detail::vector_if_copy_constructible<Vector, Class_>(cl);
+
+ // Register comparison-related operators and functions (if possible)
+ detail::vector_if_equal_operator<Vector, Class_>(cl);
+
+ // Register stream insertion operator (if possible)
+ detail::vector_if_insertion_operator<Vector, Class_>(cl, name);
+
+ // Modifiers require copyable vector value type
+ detail::vector_modifiers<Vector, Class_>(cl);
+
+ // Accessor and iterator; return by value if copyable, otherwise we return by ref + keep-alive
+ detail::vector_accessor<Vector, Class_>(cl);
+
+ cl.def("__bool__",
+ [](const Vector &v) -> bool {
+ return !v.empty();
+ },
+ "Check whether the list is nonempty"
+ );
+
+ cl.def("__len__", &Vector::size);
+
+
+
+
+#if 0
+ // C++ style functions deprecated, leaving it here as an example
+ cl.def(init<size_type>());
+
+ cl.def("resize",
+ (void (Vector::*) (size_type count)) & Vector::resize,
+ "changes the number of elements stored");
+
+ cl.def("erase",
+ [](Vector &v, SizeType i) {
+ if (i >= v.size())
+ throw index_error();
+ v.erase(v.begin() + i);
+ }, "erases element at index ``i``");
+
+ cl.def("empty", &Vector::empty, "checks whether the container is empty");
+ cl.def("size", &Vector::size, "returns the number of elements");
+ cl.def("push_back", (void (Vector::*)(const T&)) &Vector::push_back, "adds an element to the end");
+ cl.def("pop_back", &Vector::pop_back, "removes the last element");
+
+ cl.def("max_size", &Vector::max_size, "returns the maximum possible number of elements");
+ cl.def("reserve", &Vector::reserve, "reserves storage");
+ cl.def("capacity", &Vector::capacity, "returns the number of elements that can be held in currently allocated storage");
+ cl.def("shrink_to_fit", &Vector::shrink_to_fit, "reduces memory usage by freeing unused memory");
+
+ cl.def("clear", &Vector::clear, "clears the contents");
+ cl.def("swap", &Vector::swap, "swaps the contents");
+
+ cl.def("front", [](Vector &v) {
+ if (v.size()) return v.front();
+ else throw index_error();
+ }, "access the first element");
+
+ cl.def("back", [](Vector &v) {
+ if (v.size()) return v.back();
+ else throw index_error();
+ }, "access the last element ");
+
+#endif
+
+ return cl;
+}
+
+
+
+//
+// std::map, std::unordered_map
+//
+
+NAMESPACE_BEGIN(detail)
+
+/* Fallback functions */
+template <typename, typename, typename... Args> void map_if_insertion_operator(const Args &...) { }
+template <typename, typename, typename... Args> void map_assignment(const Args &...) { }
+
+// Map assignment when copy-assignable: just copy the value
+template <typename Map, typename Class_>
+void map_assignment(enable_if_t<std::is_copy_assignable<typename Map::mapped_type>::value, Class_> &cl) {
+ using KeyType = typename Map::key_type;
+ using MappedType = typename Map::mapped_type;
+
+ cl.def("__setitem__",
+ [](Map &m, const KeyType &k, const MappedType &v) {
+ auto it = m.find(k);
+ if (it != m.end()) it->second = v;
+ else m.emplace(k, v);
+ }
+ );
+}
+
+// Not copy-assignable, but still copy-constructible: we can update the value by erasing and reinserting
+template<typename Map, typename Class_>
+void map_assignment(enable_if_t<
+ !std::is_copy_assignable<typename Map::mapped_type>::value &&
+ is_copy_constructible<typename Map::mapped_type>::value,
+ Class_> &cl) {
+ using KeyType = typename Map::key_type;
+ using MappedType = typename Map::mapped_type;
+
+ cl.def("__setitem__",
+ [](Map &m, const KeyType &k, const MappedType &v) {
+ // We can't use m[k] = v; because value type might not be default constructable
+ auto r = m.emplace(k, v);
+ if (!r.second) {
+ // value type is not copy assignable so the only way to insert it is to erase it first...
+ m.erase(r.first);
+ m.emplace(k, v);
+ }
+ }
+ );
+}
+
+
+template <typename Map, typename Class_> auto map_if_insertion_operator(Class_ &cl, std::string const &name)
+-> decltype(std::declval<std::ostream&>() << std::declval<typename Map::key_type>() << std::declval<typename Map::mapped_type>(), void()) {
+
+ cl.def("__repr__",
+ [name](Map &m) {
+ std::ostringstream s;
+ s << name << '{';
+ bool f = false;
+ for (auto const &kv : m) {
+ if (f)
+ s << ", ";
+ s << kv.first << ": " << kv.second;
+ f = true;
+ }
+ s << '}';
+ return s.str();
+ },
+ "Return the canonical string representation of this map."
+ );
+}
+
+
+NAMESPACE_END(detail)
+
+template <typename Map, typename holder_type = std::unique_ptr<Map>, typename... Args>
+class_<Map, holder_type> bind_map(handle scope, const std::string &name, Args&&... args) {
+ using KeyType = typename Map::key_type;
+ using MappedType = typename Map::mapped_type;
+ using Class_ = class_<Map, holder_type>;
+
+ // If either type is a non-module-local bound type then make the map binding non-local as well;
+ // otherwise (e.g. both types are either module-local or converting) the map will be
+ // module-local.
+ auto tinfo = detail::get_type_info(typeid(MappedType));
+ bool local = !tinfo || tinfo->module_local;
+ if (local) {
+ tinfo = detail::get_type_info(typeid(KeyType));
+ local = !tinfo || tinfo->module_local;
+ }
+
+ Class_ cl(scope, name.c_str(), pybind11::module_local(local), std::forward<Args>(args)...);
+
+ cl.def(init<>());
+
+ // Register stream insertion operator (if possible)
+ detail::map_if_insertion_operator<Map, Class_>(cl, name);
+
+ cl.def("__bool__",
+ [](const Map &m) -> bool { return !m.empty(); },
+ "Check whether the map is nonempty"
+ );
+
+ cl.def("__iter__",
+ [](Map &m) { return make_key_iterator(m.begin(), m.end()); },
+ keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
+ );
+
+ cl.def("items",
+ [](Map &m) { return make_iterator(m.begin(), m.end()); },
+ keep_alive<0, 1>() /* Essential: keep list alive while iterator exists */
+ );
+
+ cl.def("__getitem__",
+ [](Map &m, const KeyType &k) -> MappedType & {
+ auto it = m.find(k);
+ if (it == m.end())
+ throw key_error();
+ return it->second;
+ },
+ return_value_policy::reference_internal // ref + keepalive
+ );
+
+ // Assignment provided only if the type is copyable
+ detail::map_assignment<Map, Class_>(cl);
+
+ cl.def("__delitem__",
+ [](Map &m, const KeyType &k) {
+ auto it = m.find(k);
+ if (it == m.end())
+ throw key_error();
+ m.erase(it);
+ }
+ );
+
+ cl.def("__len__", &Map::size);
+
+ return cl;
+}
+
+NAMESPACE_END(PYBIND11_NAMESPACE)