// Copyright 2023 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" static int test_gridsample(const ncnn::Mat& a, const ncnn::Mat& grid, int sample_type, int padding_mode, int align_corner, int permute_fusion) { ncnn::ParamDict pd; pd.set(0, sample_type); pd.set(1, padding_mode); pd.set(2, align_corner); pd.set(3, permute_fusion); std::vector weights(0); std::vector as(2); as[0] = a; as[1] = grid; int ret = test_layer("GridSample", pd, weights, as); if (ret != 0) { fprintf(stderr, "test_gridsample failed a.dims=%d a=(%d %d %d %d) grid.dims=%d grid=(%d %d %d %d) sample_type=%d padding_mode=%d align_corner=%d permute_fusion=%d", a.dims, a.w, a.h, a.d, a.c, grid.dims, grid.w, grid.h, grid.d, grid.c, sample_type, padding_mode, align_corner, permute_fusion); } return ret; } static int test_gridsample_0() { return 0 || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 1, 1, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 1, 1, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 1, 2, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 1, 2, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 1, 3, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 1, 3, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 2, 1, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 2, 1, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 2, 2, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 2, 2, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 2, 3, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 2, 3, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 3, 1, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 3, 1, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 3, 2, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 3, 2, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 3, 3, 0, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(2, 11, 13), 3, 3, 1, 0) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 1, 1, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 1, 1, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 1, 2, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 1, 2, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 1, 3, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 1, 3, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 2, 1, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 2, 1, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 2, 2, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 2, 2, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 2, 3, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 2, 3, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 3, 1, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 3, 1, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 3, 2, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 3, 2, 1, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 3, 3, 0, 1) || test_gridsample(RandomMat(3, 7, 1), RandomMat(11, 13, 2), 3, 3, 1, 1); } static int test_gridsample_1() { return 0 || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 1, 1, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 1, 1, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 1, 2, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 1, 2, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 1, 3, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 1, 3, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 2, 1, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 2, 1, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 2, 2, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 2, 2, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 2, 3, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 2, 3, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 3, 1, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 3, 1, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 3, 2, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 3, 2, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 3, 3, 0, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(2, 24, 16), 3, 3, 1, 0) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 1, 1, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 1, 1, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 1, 2, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 1, 2, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 1, 3, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 1, 3, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 2, 1, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 2, 1, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 2, 2, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 2, 2, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 2, 3, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 2, 3, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 3, 1, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 3, 1, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 3, 2, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 3, 2, 1, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 3, 3, 0, 1) || test_gridsample(RandomMat(8, 12, 16), RandomMat(24, 16, 2), 3, 3, 1, 1); } static int test_gridsample_2() { return 0 || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 1, 1, 0, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 1, 1, 1, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 1, 2, 0, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 1, 2, 1, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 1, 3, 0, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 1, 3, 1, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 2, 1, 0, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 2, 1, 1, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 2, 2, 0, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 2, 2, 1, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 2, 3, 0, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(3, 17, 11, 13), 2, 3, 1, 0) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 1, 1, 0, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 1, 1, 1, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 1, 2, 0, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 1, 2, 1, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 1, 3, 0, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 1, 3, 1, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 2, 1, 0, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 2, 1, 1, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 2, 2, 0, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 2, 2, 1, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 2, 3, 0, 1) || test_gridsample(RandomMat(5, 7, 11, 13), RandomMat(17, 11, 13, 3), 2, 3, 1, 1); } static int test_gridsample_3() { return 0 || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 1, 1, 0, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 1, 1, 1, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 1, 2, 0, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 1, 2, 1, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 1, 3, 0, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 1, 3, 1, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 2, 1, 0, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 2, 1, 1, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 2, 2, 0, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 2, 2, 1, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 2, 3, 0, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(3, 11, 12, 16), 2, 3, 1, 0) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 1, 1, 0, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 1, 1, 1, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 1, 2, 0, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 1, 2, 1, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 1, 3, 0, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 1, 3, 1, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 2, 1, 0, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 2, 1, 1, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 2, 2, 0, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 2, 2, 1, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 2, 3, 0, 1) || test_gridsample(RandomMat(16, 12, 11, 16), RandomMat(11, 12, 16, 3), 2, 3, 1, 1); } int main() { SRAND(7767517); return 0 || test_gridsample_0() || test_gridsample_1() || test_gridsample_2() || test_gridsample_3(); }