// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // Copyright (C) 2014 Jianwei Cui // // This Source Code Form is subject to the terms of the Mozilla // Public License v. 2.0. If a copy of the MPL was not distributed // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. #include "main.h" #include #include #include using Eigen::Tensor; template static void test_1D_fft_ifft_invariant(int sequence_length) { Tensor tensor(sequence_length); tensor.setRandom(); array fft; fft[0] = 0; Tensor, 1, DataLayout> tensor_after_fft; Tensor, 1, DataLayout> tensor_after_fft_ifft; tensor_after_fft = tensor.template fft(fft); tensor_after_fft_ifft = tensor_after_fft.template fft(fft); VERIFY_IS_EQUAL(tensor_after_fft.dimension(0), sequence_length); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(0), sequence_length); for (int i = 0; i < sequence_length; ++i) { VERIFY_IS_APPROX(static_cast(tensor(i)), static_cast(std::real(tensor_after_fft_ifft(i)))); } } template static void test_2D_fft_ifft_invariant(int dim0, int dim1) { Tensor tensor(dim0, dim1); tensor.setRandom(); array fft; fft[0] = 0; fft[1] = 1; Tensor, 2, DataLayout> tensor_after_fft; Tensor, 2, DataLayout> tensor_after_fft_ifft; tensor_after_fft = tensor.template fft(fft); tensor_after_fft_ifft = tensor_after_fft.template fft(fft); VERIFY_IS_EQUAL(tensor_after_fft.dimension(0), dim0); VERIFY_IS_EQUAL(tensor_after_fft.dimension(1), dim1); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(0), dim0); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(1), dim1); for (int i = 0; i < dim0; ++i) { for (int j = 0; j < dim1; ++j) { //std::cout << "[" << i << "][" << j << "]" << " Original data: " << tensor(i,j) << " Transformed data:" << tensor_after_fft_ifft(i,j) << std::endl; VERIFY_IS_APPROX(static_cast(tensor(i,j)), static_cast(std::real(tensor_after_fft_ifft(i,j)))); } } } template static void test_3D_fft_ifft_invariant(int dim0, int dim1, int dim2) { Tensor tensor(dim0, dim1, dim2); tensor.setRandom(); array fft; fft[0] = 0; fft[1] = 1; fft[2] = 2; Tensor, 3, DataLayout> tensor_after_fft; Tensor, 3, DataLayout> tensor_after_fft_ifft; tensor_after_fft = tensor.template fft(fft); tensor_after_fft_ifft = tensor_after_fft.template fft(fft); VERIFY_IS_EQUAL(tensor_after_fft.dimension(0), dim0); VERIFY_IS_EQUAL(tensor_after_fft.dimension(1), dim1); VERIFY_IS_EQUAL(tensor_after_fft.dimension(2), dim2); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(0), dim0); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(1), dim1); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(2), dim2); for (int i = 0; i < dim0; ++i) { for (int j = 0; j < dim1; ++j) { for (int k = 0; k < dim2; ++k) { VERIFY_IS_APPROX(static_cast(tensor(i,j,k)), static_cast(std::real(tensor_after_fft_ifft(i,j,k)))); } } } } template static void test_sub_fft_ifft_invariant(int dim0, int dim1, int dim2, int dim3) { Tensor tensor(dim0, dim1, dim2, dim3); tensor.setRandom(); array fft; fft[0] = 2; fft[1] = 0; Tensor, 4, DataLayout> tensor_after_fft; Tensor tensor_after_fft_ifft; tensor_after_fft = tensor.template fft(fft); tensor_after_fft_ifft = tensor_after_fft.template fft(fft); VERIFY_IS_EQUAL(tensor_after_fft.dimension(0), dim0); VERIFY_IS_EQUAL(tensor_after_fft.dimension(1), dim1); VERIFY_IS_EQUAL(tensor_after_fft.dimension(2), dim2); VERIFY_IS_EQUAL(tensor_after_fft.dimension(3), dim3); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(0), dim0); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(1), dim1); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(2), dim2); VERIFY_IS_EQUAL(tensor_after_fft_ifft.dimension(3), dim3); for (int i = 0; i < dim0; ++i) { for (int j = 0; j < dim1; ++j) { for (int k = 0; k < dim2; ++k) { for (int l = 0; l < dim3; ++l) { VERIFY_IS_APPROX(static_cast(tensor(i,j,k,l)), static_cast(tensor_after_fft_ifft(i,j,k,l))); } } } } } EIGEN_DECLARE_TEST(cxx11_tensor_ifft) { CALL_SUBTEST(test_1D_fft_ifft_invariant(4)); CALL_SUBTEST(test_1D_fft_ifft_invariant(16)); CALL_SUBTEST(test_1D_fft_ifft_invariant(32)); CALL_SUBTEST(test_1D_fft_ifft_invariant(1024*1024)); CALL_SUBTEST(test_2D_fft_ifft_invariant(4,4)); CALL_SUBTEST(test_2D_fft_ifft_invariant(8,16)); CALL_SUBTEST(test_2D_fft_ifft_invariant(16,32)); CALL_SUBTEST(test_2D_fft_ifft_invariant(1024,1024)); CALL_SUBTEST(test_3D_fft_ifft_invariant(4,4,4)); CALL_SUBTEST(test_3D_fft_ifft_invariant(8,16,32)); CALL_SUBTEST(test_3D_fft_ifft_invariant(16,4,8)); CALL_SUBTEST(test_3D_fft_ifft_invariant(256,256,256)); CALL_SUBTEST(test_sub_fft_ifft_invariant(4,4,4,4)); CALL_SUBTEST(test_sub_fft_ifft_invariant(8,16,32,64)); CALL_SUBTEST(test_sub_fft_ifft_invariant(16,4,8,12)); CALL_SUBTEST(test_sub_fft_ifft_invariant(64,64,64,64)); }