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- #include <Eigen/Dense>
- #include "python.h"
- template <typename Type> void init_fixed_from_buffer_3(Type &v, py::buffer &b) {
- typedef typename Type::Scalar Scalar;
- py::buffer_info info = b.request();
- if (info.format != py::format_descriptor<Scalar>::value())
- throw std::runtime_error("Incompatible buffer format!");
- if (!((info.ndim == 1 && info.strides[0] == sizeof(Scalar)) ||
- (info.ndim == 2 &&
- ((info.shape[0] == 1 && info.strides[0] == sizeof(Scalar) &&
- info.shape[1] == 3) ||
- (info.shape[1] == 1 && info.strides[1] == sizeof(Scalar) &&
- info.shape[0] == 3)))))
- throw std::runtime_error("Incompatible buffer dimension!");
- memcpy(v.data(), info.ptr, sizeof(Scalar) * 3);
- }
- /// Creates Python bindings for an Eigen order-1 tensor of size 3 (i.e. a vector/normal/point)
- template <typename Type>
- py::class_<Type> bind_eigen_1_3(py::module &m, const char *name,
- py::object parent = py::object()) {
- typedef typename Type::Scalar Scalar;
- py::class_<Type> vector(m, name, parent);
- vector
- /* Constructors */
- .def(py::init<>())
- .def(py::init<Scalar>())
- .def(py::init<Scalar, Scalar, Scalar>())
- .def("__init__", [](Type &v, const std::vector<Scalar> &v2) {
- if (v2.size() != 3)
- throw std::runtime_error("Incompatible size!");
- memcpy(v.data(), &v2[0], sizeof(Scalar) * 3);
- })
- .def("__init__", [](Type &v, py::buffer b) {
- init_fixed_from_buffer_3(v, b);
- })
- /* Initialization */
- .def("setConstant", [](Type &m, Scalar value) { m.setConstant(value); })
- .def("setZero", [](Type &m) { m.setZero(); })
- /* Arithmetic operators (def_cast forcefully casts the result back to a
- Matrix to avoid type issues with Eigen's crazy expression templates) */
- .def_cast(-py::self)
- .def_cast(py::self + py::self)
- .def_cast(py::self - py::self)
- .def_cast(py::self * Scalar())
- .def_cast(py::self / Scalar())
- .def_cast(py::self += py::self)
- .def_cast(py::self -= py::self)
- .def_cast(py::self *= Scalar())
- .def_cast(py::self /= Scalar())
- /* Comparison operators */
- .def(py::self == py::self)
- .def(py::self != py::self)
- /* Python protocol implementations */
- .def("__len__", [](const Type &) { return (int) 3; })
- .def("__repr__", [](const Type &v) {
- std::ostringstream oss;
- oss << v;
- return oss.str();
- })
- .def("__getitem__", [](const Type &c, int i) {
- if (i < 0 || i >= 3)
- throw py::index_error();
- return c[i];
- })
- .def("__setitem__", [](Type &c, int i, Scalar v) {
- if (i < 0 || i >= 3)
- throw py::index_error();
- c[i] = v;
- })
- /* Buffer access for interacting with NumPy */
- .def_buffer([](Type &m) -> py::buffer_info {
- return py::buffer_info(
- m.data(), /* Pointer to buffer */
- sizeof(Scalar), /* Size of one scalar */
- /* Python struct-style format descriptor */
- py::format_descriptor<Scalar>::value(),
- 1, { (size_t) 3 },
- { sizeof(Scalar) }
- );
- });
- return vector;
- }
- /// Creates Python bindings for a dynamic Eigen order-1 tensor (i.e. a vector)
- template <typename Type>
- py::class_<Type> bind_eigen_1(py::module &m, const char *name,
- py::object parent = py::object()) {
- typedef typename Type::Scalar Scalar;
- /* Many Eigen functions are templated and can't easily be referenced using
- a function pointer, thus a big portion of the binding code below
- instantiates Eigen code using small anonymous wrapper functions */
- py::class_<Type> vector(m, name, parent);
- vector
- /* Constructors */
- .def(py::init<>())
- .def(py::init<size_t>())
- .def("__init__", [](Type &v, const std::vector<Scalar> &v2) {
- new (&v) Type(v2.size());
- memcpy(v.data(), &v2[0], sizeof(Scalar) * v2.size());
- })
- .def("__init__", [](Type &v, py::buffer b) {
- py::buffer_info info = b.request();
- if (info.format != py::format_descriptor<Scalar>::value()) {
- throw std::runtime_error("Incompatible buffer format!");
- } else if (info.ndim == 1 && info.strides[0] == sizeof(Scalar)) {
- new (&v) Type(info.shape[0]);
- memcpy(v.data(), info.ptr, sizeof(Scalar) * info.shape[0]);
- } else if (info.ndim == 2 && ((info.shape[0] == 1 && info.strides[0] == sizeof(Scalar))
- || (info.shape[1] == 1 && info.strides[1] == sizeof(Scalar)))) {
- new (&v) Type(info.shape[0] * info.shape[1]);
- memcpy(v.data(), info.ptr, sizeof(Scalar) * info.shape[0] * info.shape[1]);
- } else {
- throw std::runtime_error("Incompatible buffer dimension!");
- }
- })
- /* Size query functions */
- .def("size", [](const Type &m) { return m.size(); })
- .def("cols", &Type::cols)
- .def("rows", &Type::rows)
- /* Initialization */
- .def("setZero", [](Type &m) { m.setZero(); })
- .def("setConstant", [](Type &m, Scalar value) { m.setConstant(value); })
- /* Resizing */
- .def("resize", [](Type &m, size_t s0) { m.resize(s0); })
- .def("resizeLike", [](Type &m, const Type &m2) { m.resizeLike(m2); })
- .def("conservativeResize", [](Type &m, size_t s0) { m.conservativeResize(s0); })
- /* Component-wise operations */
- .def("cwiseAbs", &Type::cwiseAbs)
- .def("cwiseAbs2", &Type::cwiseAbs2)
- .def("cwiseSqrt", &Type::cwiseSqrt)
- .def("cwiseInverse", &Type::cwiseInverse)
- .def("cwiseMin", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseMin(m2); })
- .def("cwiseMax", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseMax(m2); })
- .def("cwiseMin", [](const Type &m1, Scalar s) -> Type { return m1.cwiseMin(s); })
- .def("cwiseMax", [](const Type &m1, Scalar s) -> Type { return m1.cwiseMax(s); })
- .def("cwiseProduct", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseProduct(m2); })
- .def("cwiseQuotient", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseQuotient(m2); })
- /* Arithmetic operators (def_cast forcefully casts the result back to a
- Type to avoid type issues with Eigen's crazy expression templates) */
- .def_cast(-py::self)
- .def_cast(py::self + py::self)
- .def_cast(py::self - py::self)
- .def_cast(py::self * Scalar())
- .def_cast(py::self / Scalar())
- /* Arithmetic in-place operators */
- .def_cast(py::self += py::self)
- .def_cast(py::self -= py::self)
- .def_cast(py::self *= py::self)
- .def_cast(py::self *= Scalar())
- .def_cast(py::self /= Scalar())
- /* Comparison operators */
- .def(py::self == py::self)
- .def(py::self != py::self)
- /* Python protocol implementations */
- .def("__repr__", [](const Type &v) {
- std::ostringstream oss;
- oss << v.transpose();
- return oss.str();
- })
- .def("__getitem__", [](const Type &m, size_t i) {
- if (i >= (size_t) m.size())
- throw py::index_error();
- return m[i];
- })
- .def("__setitem__", [](Type &m, size_t i, Scalar v) {
- if (i >= (size_t) m.size())
- throw py::index_error();
- m[i] = v;
- })
- /* Buffer access for interacting with NumPy */
- .def_buffer([](Type &m) -> py::buffer_info {
- return py::buffer_info(
- m.data(), /* Pointer to buffer */
- sizeof(Scalar), /* Size of one scalar */
- /* Python struct-style format descriptor */
- py::format_descriptor<Scalar>::value(),
- 1, /* Number of dimensions */
- { (size_t) m.size() }, /* Buffer dimensions */
- { sizeof(Scalar) } /* Strides (in bytes) for each index */
- );
- })
- /* Static initializers */
- .def_static("Zero", [](size_t n) { return Type(Type::Zero(n)); })
- .def_static("Ones", [](size_t n) { return Type(Type::Ones(n)); })
- .def_static("Constant", [](size_t n, Scalar value) { return Type(Type::Constant(n, value)); });
- return vector;
- }
- /// Creates Python bindings for a dynamic Eigen order-2 tensor (i.e. a matrix)
- template <typename Type>
- py::class_<Type> bind_eigen_2(py::module &m, const char *name,
- py::object parent = py::object()) {
- typedef typename Type::Scalar Scalar;
- /* Many Eigen functions are templated and can't easily be referenced using
- a function pointer, thus a big portion of the binding code below
- instantiates Eigen code using small anonymous wrapper functions */
- py::class_<Type> matrix(m, name, parent);
- matrix
- /* Constructors */
- .def(py::init<>())
- .def(py::init<size_t, size_t>())
- .def("__init__", [](Type &m, Scalar f) {
- new (&m) Type(1, 1);
- m(0, 0) = f;
- })
- .def("__init__", [](Type &m, py::buffer b) {
- py::buffer_info info = b.request();
- if (info.format != py::format_descriptor<Scalar>::value())
- throw std::runtime_error("Incompatible buffer format!");
- if (info.ndim == 1) {
- new (&m) Type(info.shape[0], 1);
- memcpy(m.data(), info.ptr, sizeof(Scalar) * m.size());
- } else if (info.ndim == 2) {
- if (info.strides[0] == sizeof(Scalar)) {
- new (&m) Type(info.shape[0], info.shape[1]);
- memcpy(m.data(), info.ptr, sizeof(Scalar) * m.size());
- } else {
- new (&m) Type(info.shape[1], info.shape[0]);
- memcpy(m.data(), info.ptr, sizeof(Scalar) * m.size());
- m.transposeInPlace();
- }
- } else {
- throw std::runtime_error("Incompatible buffer dimension!");
- }
- })
- /* Size query functions */
- .def("size", [](const Type &m) { return m.size(); })
- .def("cols", &Type::cols)
- .def("rows", &Type::rows)
- /* Initialization */
- .def("setZero", [](Type &m) { m.setZero(); })
- .def("setIdentity", [](Type &m) { m.setIdentity(); })
- .def("setConstant", [](Type &m, Scalar value) { m.setConstant(value); })
- /* Resizing */
- .def("resize", [](Type &m, size_t s0, size_t s1) { m.resize(s0, s1); })
- .def("resizeLike", [](Type &m, const Type &m2) { m.resizeLike(m2); })
- .def("conservativeResize", [](Type &m, size_t s0, size_t s1) { m.conservativeResize(s0, s1); })
- /* Component-wise operations */
- .def("cwiseAbs", &Type::cwiseAbs)
- .def("cwiseAbs2", &Type::cwiseAbs2)
- .def("cwiseSqrt", &Type::cwiseSqrt)
- .def("cwiseInverse", &Type::cwiseInverse)
- .def("cwiseMin", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseMin(m2); })
- .def("cwiseMax", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseMax(m2); })
- .def("cwiseMin", [](const Type &m1, Scalar s) -> Type { return m1.cwiseMin(s); })
- .def("cwiseMax", [](const Type &m1, Scalar s) -> Type { return m1.cwiseMax(s); })
- .def("cwiseProduct", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseProduct(m2); })
- .def("cwiseQuotient", [](const Type &m1, const Type &m2) -> Type { return m1.cwiseQuotient(m2); })
- /* Arithmetic operators (def_cast forcefully casts the result back to a
- Type to avoid type issues with Eigen's crazy expression templates) */
- .def_cast(-py::self)
- .def_cast(py::self + py::self)
- .def_cast(py::self - py::self)
- .def_cast(py::self * py::self)
- .def_cast(py::self * Scalar())
- .def_cast(py::self / Scalar())
- /* Arithmetic in-place operators */
- .def_cast(py::self += py::self)
- .def_cast(py::self -= py::self)
- .def_cast(py::self *= py::self)
- .def_cast(py::self *= Scalar())
- .def_cast(py::self /= Scalar())
- /* Comparison operators */
- .def(py::self == py::self)
- .def(py::self != py::self)
- .def("transposeInPlace", [](Type &m) { m.transposeInPlace(); })
- /* Other transformations */
- .def("transpose", [](Type &m) -> Type { return m.transpose(); })
- /* Python protocol implementations */
- .def("__repr__", [](const Type &v) {
- std::ostringstream oss;
- oss << v;
- return oss.str();
- })
- .def("__getitem__", [](const Type &m, std::pair<size_t, size_t> i) {
- if (i.first >= (size_t) m.rows() || i.second >= (size_t) m.cols())
- throw py::index_error();
- return m(i.first, i.second);
- })
- .def("__setitem__", [](Type &m, std::pair<size_t, size_t> i, Scalar v) {
- if (i.first >= (size_t) m.rows() || i.second >= (size_t) m.cols())
- throw py::index_error();
- m(i.first, i.second) = v;
- })
- /* Buffer access for interacting with NumPy */
- .def_buffer([](Type &m) -> py::buffer_info {
- return py::buffer_info(
- m.data(), /* Pointer to buffer */
- sizeof(Scalar), /* Size of one scalar */
- /* Python struct-style format descriptor */
- py::format_descriptor<Scalar>::value(),
- 2, /* Number of dimensions */
- { (size_t) m.rows(), /* Buffer dimensions */
- (size_t) m.cols() },
- { sizeof(Scalar), /* Strides (in bytes) for each index */
- sizeof(Scalar) * m.rows() }
- );
- })
- /* Static initializers */
- .def_static("Zero", [](size_t n, size_t m) { return Type(Type::Zero(n, m)); })
- .def_static("Ones", [](size_t n, size_t m) { return Type(Type::Ones(n, m)); })
- .def_static("Constant", [](size_t n, size_t m, Scalar value) { return Type(Type::Constant(n, m, value)); })
- .def_static("Identity", [](size_t n, size_t m) { return Type(Type::Identity(n, m)); });
- return matrix;
- }
- void python_export_vector(py::module &m) {
- py::module me = m.def_submodule(
- "eigen", "Wrappers for Eigen types");
- bind_eigen_1<Eigen::VectorXd> (me, "VectorXd");
- bind_eigen_1<Eigen::VectorXi> (me, "VectorXi");
- bind_eigen_2<Eigen::MatrixXd> (me, "MatrixXd");
- bind_eigen_2<Eigen::MatrixXi> (me, "MatrixXi");
- /* Bindings for <vector.h> */
- auto vector3 = bind_eigen_1_3<Eigen::Vector3d>(me, "Vector3d");
- vector3
- .def("norm", [](const Eigen::Vector3d &v) { return v.norm(); })
- .def("squaredNorm", [](const Eigen::Vector3d &v) { return v.squaredNorm(); })
- .def("normalize", [](Eigen::Vector3d &v) { v.normalize(); })
- .def("normalized", [](const Eigen::Vector3d &v) -> Eigen::Vector3d { return v.normalized(); })
- .def("dot", [](const Eigen::Vector3d &v1, const Eigen::Vector3d &v2) { return v1.dot(v2); })
- .def("cross", [](const Eigen::Vector3d &v1, const Eigen::Vector3d &v2) -> Eigen::Vector3d { return v1.cross(v2); })
- .def_property("x", [](const Eigen::Vector3d &v) -> double { return v.x(); },
- [](Eigen::Vector3d &v, double x) { v.x() = x; }, "X coordinate")
- .def_property("y", [](const Eigen::Vector3d &v) -> double { return v.y(); },
- [](Eigen::Vector3d &v, double y) { v.y() = y; }, "Y coordinate")
- .def_property("z", [](const Eigen::Vector3d &v) -> double { return v.z(); },
- [](Eigen::Vector3d &v, double z) { v.z() = z; }, "Z coordinate");
- py::implicitly_convertible<py::buffer, Eigen::VectorXd>();
- py::implicitly_convertible<py::buffer, Eigen::MatrixXd>();
- py::implicitly_convertible<py::buffer, Eigen::VectorXi>();
- py::implicitly_convertible<py::buffer, Eigen::MatrixXi>();
- py::implicitly_convertible<py::buffer, Eigen::Vector3d>();
- py::implicitly_convertible<double, Eigen::VectorXd>();
- py::implicitly_convertible<double, Eigen::MatrixXd>();
- py::implicitly_convertible<double, Eigen::VectorXi>();
- py::implicitly_convertible<double, Eigen::MatrixXi>();
- py::implicitly_convertible<double, Eigen::Vector3d>();
- }
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