/* tests/test_numpy_array.cpp -- test core array functionality Copyright (c) 2016 Ivan Smirnov All rights reserved. Use of this source code is governed by a BSD-style license that can be found in the LICENSE file. */ #include "pybind11_tests.h" #include #include #include using arr = py::array; using arr_t = py::array_t; static_assert(std::is_same::value, ""); template arr data(const arr& a, Ix... index) { return arr(a.nbytes() - a.offset_at(index...), (const uint8_t *) a.data(index...)); } template arr data_t(const arr_t& a, Ix... index) { return arr(a.size() - a.index_at(index...), a.data(index...)); } arr& mutate_data(arr& a) { auto ptr = (uint8_t *) a.mutable_data(); for (size_t i = 0; i < a.nbytes(); i++) ptr[i] = (uint8_t) (ptr[i] * 2); return a; } arr_t& mutate_data_t(arr_t& a) { auto ptr = a.mutable_data(); for (size_t i = 0; i < a.size(); i++) ptr[i]++; return a; } template arr& mutate_data(arr& a, Ix... index) { auto ptr = (uint8_t *) a.mutable_data(index...); for (size_t i = 0; i < a.nbytes() - a.offset_at(index...); i++) ptr[i] = (uint8_t) (ptr[i] * 2); return a; } template arr_t& mutate_data_t(arr_t& a, Ix... index) { auto ptr = a.mutable_data(index...); for (size_t i = 0; i < a.size() - a.index_at(index...); i++) ptr[i]++; return a; } template size_t index_at(const arr& a, Ix... idx) { return a.index_at(idx...); } template size_t index_at_t(const arr_t& a, Ix... idx) { return a.index_at(idx...); } template size_t offset_at(const arr& a, Ix... idx) { return a.offset_at(idx...); } template size_t offset_at_t(const arr_t& a, Ix... idx) { return a.offset_at(idx...); } template size_t at_t(const arr_t& a, Ix... idx) { return a.at(idx...); } template arr_t& mutate_at_t(arr_t& a, Ix... idx) { a.mutable_at(idx...)++; return a; } #define def_index_fn(name, type) \ sm.def(#name, [](type a) { return name(a); }); \ sm.def(#name, [](type a, int i) { return name(a, i); }); \ sm.def(#name, [](type a, int i, int j) { return name(a, i, j); }); \ sm.def(#name, [](type a, int i, int j, int k) { return name(a, i, j, k); }); template py::handle auxiliaries(T &&r, T2 &&r2) { if (r.ndim() != 2) throw std::domain_error("error: ndim != 2"); py::list l; l.append(*r.data(0, 0)); l.append(*r2.mutable_data(0, 0)); l.append(r.data(0, 1) == r2.mutable_data(0, 1)); l.append(r.ndim()); l.append(r.itemsize()); l.append(r.shape(0)); l.append(r.shape(1)); l.append(r.size()); l.append(r.nbytes()); return l.release(); } test_initializer numpy_array([](py::module &m) { auto sm = m.def_submodule("array"); sm.def("ndim", [](const arr& a) { return a.ndim(); }); sm.def("shape", [](const arr& a) { return arr(a.ndim(), a.shape()); }); sm.def("shape", [](const arr& a, size_t dim) { return a.shape(dim); }); sm.def("strides", [](const arr& a) { return arr(a.ndim(), a.strides()); }); sm.def("strides", [](const arr& a, size_t dim) { return a.strides(dim); }); sm.def("writeable", [](const arr& a) { return a.writeable(); }); sm.def("size", [](const arr& a) { return a.size(); }); sm.def("itemsize", [](const arr& a) { return a.itemsize(); }); sm.def("nbytes", [](const arr& a) { return a.nbytes(); }); sm.def("owndata", [](const arr& a) { return a.owndata(); }); def_index_fn(data, const arr&); def_index_fn(data_t, const arr_t&); def_index_fn(index_at, const arr&); def_index_fn(index_at_t, const arr_t&); def_index_fn(offset_at, const arr&); def_index_fn(offset_at_t, const arr_t&); def_index_fn(mutate_data, arr&); def_index_fn(mutate_data_t, arr_t&); def_index_fn(at_t, const arr_t&); def_index_fn(mutate_at_t, arr_t&); sm.def("make_f_array", [] { return py::array_t({ 2, 2 }, { 4, 8 }); }); sm.def("make_c_array", [] { return py::array_t({ 2, 2 }, { 8, 4 }); }); sm.def("wrap", [](py::array a) { return py::array( a.dtype(), {a.shape(), a.shape() + a.ndim()}, {a.strides(), a.strides() + a.ndim()}, a.data(), a ); }); struct ArrayClass { int data[2] = { 1, 2 }; ArrayClass() { py::print("ArrayClass()"); } ~ArrayClass() { py::print("~ArrayClass()"); } }; py::class_(sm, "ArrayClass") .def(py::init<>()) .def("numpy_view", [](py::object &obj) { py::print("ArrayClass::numpy_view()"); ArrayClass &a = obj.cast(); return py::array_t({2}, {4}, a.data, obj); } ); sm.def("function_taking_uint64", [](uint64_t) { }); sm.def("isinstance_untyped", [](py::object yes, py::object no) { return py::isinstance(yes) && !py::isinstance(no); }); sm.def("isinstance_typed", [](py::object o) { return py::isinstance>(o) && !py::isinstance>(o); }); sm.def("default_constructors", []() { return py::dict( "array"_a=py::array(), "array_t"_a=py::array_t(), "array_t"_a=py::array_t() ); }); sm.def("converting_constructors", [](py::object o) { return py::dict( "array"_a=py::array(o), "array_t"_a=py::array_t(o), "array_t"_a=py::array_t(o) ); }); // Overload resolution tests: sm.def("overloaded", [](py::array_t) { return "double"; }); sm.def("overloaded", [](py::array_t) { return "float"; }); sm.def("overloaded", [](py::array_t) { return "int"; }); sm.def("overloaded", [](py::array_t) { return "unsigned short"; }); sm.def("overloaded", [](py::array_t) { return "long long"; }); sm.def("overloaded", [](py::array_t>) { return "double complex"; }); sm.def("overloaded", [](py::array_t>) { return "float complex"; }); sm.def("overloaded2", [](py::array_t>) { return "double complex"; }); sm.def("overloaded2", [](py::array_t) { return "double"; }); sm.def("overloaded2", [](py::array_t>) { return "float complex"; }); sm.def("overloaded2", [](py::array_t) { return "float"; }); // Only accept the exact types: sm.def("overloaded3", [](py::array_t) { return "int"; }, py::arg().noconvert()); sm.def("overloaded3", [](py::array_t) { return "double"; }, py::arg().noconvert()); // Make sure we don't do unsafe coercion (e.g. float to int) when not using forcecast, but // rather that float gets converted via the safe (conversion to double) overload: sm.def("overloaded4", [](py::array_t) { return "long long"; }); sm.def("overloaded4", [](py::array_t) { return "double"; }); // But we do allow conversion to int if forcecast is enabled (but only if no overload matches // without conversion) sm.def("overloaded5", [](py::array_t) { return "unsigned int"; }); sm.def("overloaded5", [](py::array_t) { return "double"; }); // Issue 685: ndarray shouldn't go to std::string overload sm.def("issue685", [](std::string) { return "string"; }); sm.def("issue685", [](py::array) { return "array"; }); sm.def("issue685", [](py::object) { return "other"; }); sm.def("proxy_add2", [](py::array_t a, double v) { auto r = a.mutable_unchecked<2>(); for (size_t i = 0; i < r.shape(0); i++) for (size_t j = 0; j < r.shape(1); j++) r(i, j) += v; }, py::arg().noconvert(), py::arg()); sm.def("proxy_init3", [](double start) { py::array_t a({ 3, 3, 3 }); auto r = a.mutable_unchecked<3>(); for (size_t i = 0; i < r.shape(0); i++) for (size_t j = 0; j < r.shape(1); j++) for (size_t k = 0; k < r.shape(2); k++) r(i, j, k) = start++; return a; }); sm.def("proxy_init3F", [](double start) { py::array_t a({ 3, 3, 3 }); auto r = a.mutable_unchecked<3>(); for (size_t k = 0; k < r.shape(2); k++) for (size_t j = 0; j < r.shape(1); j++) for (size_t i = 0; i < r.shape(0); i++) r(i, j, k) = start++; return a; }); sm.def("proxy_squared_L2_norm", [](py::array_t a) { auto r = a.unchecked<1>(); double sumsq = 0; for (size_t i = 0; i < r.shape(0); i++) sumsq += r[i] * r(i); // Either notation works for a 1D array return sumsq; }); sm.def("proxy_auxiliaries2", [](py::array_t a) { auto r = a.unchecked<2>(); auto r2 = a.mutable_unchecked<2>(); return auxiliaries(r, r2); }); // Same as the above, but without a compile-time dimensions specification: sm.def("proxy_add2_dyn", [](py::array_t a, double v) { auto r = a.mutable_unchecked(); if (r.ndim() != 2) throw std::domain_error("error: ndim != 2"); for (size_t i = 0; i < r.shape(0); i++) for (size_t j = 0; j < r.shape(1); j++) r(i, j) += v; }, py::arg().noconvert(), py::arg()); sm.def("proxy_init3_dyn", [](double start) { py::array_t a({ 3, 3, 3 }); auto r = a.mutable_unchecked(); if (r.ndim() != 3) throw std::domain_error("error: ndim != 3"); for (size_t i = 0; i < r.shape(0); i++) for (size_t j = 0; j < r.shape(1); j++) for (size_t k = 0; k < r.shape(2); k++) r(i, j, k) = start++; return a; }); sm.def("proxy_auxiliaries2_dyn", [](py::array_t a) { return auxiliaries(a.unchecked(), a.mutable_unchecked()); }); sm.def("array_auxiliaries2", [](py::array_t a) { return auxiliaries(a, a); }); // Issue #785: Uninformative "Unknown internal error" exception when constructing array from empty object: sm.def("array_fail_test", []() { return py::array(py::object()); }); sm.def("array_t_fail_test", []() { return py::array_t(py::object()); }); });