pybind11/example/example10.cpp

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/*
example/example10.cpp -- auto-vectorize functions over NumPy array
arguments
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Copyright (c) 2015 Wenzel Jakob <wenzel@inf.ethz.ch>
All rights reserved. Use of this source code is governed by a
BSD-style license that can be found in the LICENSE file.
*/
#include "example.h"
#include <pybind/numpy.h>
double my_func(int x, float y, double z) {
std::cout << "my_func(x:int=" << x << ", y:float=" << y << ", z:float=" << z << ")" << std::endl;
return x*y*z;
}
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std::complex<double> my_func3(std::complex<double> c) {
return c * std::complex<double>(2.f);
}
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void init_ex10(py::module &m) {
// Vectorize all arguments of a function (though non-vector arguments are also allowed)
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m.def("vectorized_func", py::vectorize(my_func));
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// Vectorize a lambda function with a capture object (e.g. to exclude some arguments from the vectorization)
m.def("vectorized_func2",
[](py::array_dtype<int> x, py::array_dtype<float> y, float z) {
return py::vectorize([z](int x, float y) { return my_func(x, y, z); })(x, y);
}
);
// Vectorize a complex-valued function
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m.def("vectorized_func3", py::vectorize(my_func3));
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}