// Copyright 2022 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" #include "layer_type.h" #include static int test_tile(const ncnn::Mat& a, int axis, int tiles) { ncnn::ParamDict pd; pd.set(0, axis); pd.set(1, tiles); std::vector weights(0); int ret = test_layer("Tile", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_tile failed a.dims=%d a=(%d %d %d %d) axis=%d tiles=%d\n", a.dims, a.w, a.h, a.d, a.c, axis, tiles); } return ret; } static std::vector IntArray(int a0) { std::vector m(1); m[0] = a0; return m; } static std::vector IntArray(int a0, int a1) { std::vector m(2); m[0] = a0; m[1] = a1; return m; } static std::vector IntArray(int a0, int a1, int a2) { std::vector m(3); m[0] = a0; m[1] = a1; m[2] = a2; return m; } static std::vector IntArray(int a0, int a1, int a2, int a3) { std::vector m(4); m[0] = a0; m[1] = a1; m[2] = a2; m[3] = a3; return m; } static void print_int_array(const std::vector& a) { fprintf(stderr, "["); for (size_t i = 0; i < a.size(); i++) { fprintf(stderr, " %d", a[i]); } fprintf(stderr, " ]"); } static int test_tile(const ncnn::Mat& a, const std::vector& repeats_array) { ncnn::Mat repeats(repeats_array.size()); { int* p = repeats; for (size_t i = 0; i < repeats_array.size(); i++) { p[i] = repeats_array[i]; } } ncnn::ParamDict pd; pd.set(2, repeats); std::vector weights(0); int ret = test_layer("Tile", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_tile failed a.dims=%d a=(%d %d %d %d) repeats=", a.dims, a.w, a.h, a.d, a.c); print_int_array(repeats_array); fprintf(stderr, "\n"); } return ret; } static int test_tile_0() { ncnn::Mat a = RandomMat(5, 6, 7, 24); ncnn::Mat b = RandomMat(7, 8, 9, 12); ncnn::Mat c = RandomMat(3, 4, 5, 13); return 0 || test_tile(a, 0, 3) || test_tile(a, 1, 4) || test_tile(a, 2, 5) || test_tile(a, 3, 2) || test_tile(b, 0, 3) || test_tile(b, 1, 4) || test_tile(b, 2, 1) || test_tile(b, 3, 2) || test_tile(c, 0, 3) || test_tile(c, 0, 4) || test_tile(c, 1, 4) || test_tile(c, 2, 5) || test_tile(c, 3, 2) || test_tile(a, IntArray(3)) || test_tile(a, IntArray(2, 4)) || test_tile(a, IntArray(2, 2, 5)) || test_tile(a, IntArray(3, 1, 3, 2)) || test_tile(b, IntArray(3, 1)) || test_tile(b, IntArray(4, 1, 4)) || test_tile(b, IntArray(2, 2, 2, 1)) || test_tile(b, IntArray(3, 2, 1)) || test_tile(c, IntArray(3)) || test_tile(c, IntArray(1, 1, 4)) || test_tile(c, IntArray(2, 2, 5)) || test_tile(c, IntArray(3, 2, 1, 9)); } static int test_tile_1() { ncnn::Mat a = RandomMat(5, 7, 24); ncnn::Mat b = RandomMat(7, 9, 12); ncnn::Mat c = RandomMat(3, 5, 13); return 0 || test_tile(a, 0, 5) || test_tile(a, 1, 4) || test_tile(a, 2, 4) || test_tile(b, 0, 3) || test_tile(b, 1, 3) || test_tile(b, 2, 3) || test_tile(c, 0, 1) || test_tile(c, 0, 4) || test_tile(c, 1, 2) || test_tile(c, 2, 2) || test_tile(a, IntArray(5)) || test_tile(a, IntArray(1, 4)) || test_tile(a, IntArray(2, 1, 4)) || test_tile(a, IntArray(1, 2, 1, 4)) || test_tile(b, IntArray(3)) || test_tile(b, IntArray(1, 3, 3)) || test_tile(b, IntArray(2, 3)) || test_tile(b, IntArray(2, 3, 3, 3)) || test_tile(c, IntArray(1)) || test_tile(c, IntArray(2, 1)) || test_tile(c, IntArray(2, 2, 2)) || test_tile(c, IntArray(2, 1, 2, 1)); } static int test_tile_2() { ncnn::Mat a = RandomMat(15, 24); ncnn::Mat b = RandomMat(17, 12); ncnn::Mat c = RandomMat(19, 13); return 0 || test_tile(a, 0, 2) || test_tile(a, 1, 1) || test_tile(b, 0, 3) || test_tile(b, 1, 4) || test_tile(c, 0, 4) || test_tile(c, 0, 5) || test_tile(c, 1, 6) || test_tile(a, IntArray(2)) || test_tile(a, IntArray(1, 1)) || test_tile(a, IntArray(4, 1, 1)) || test_tile(a, IntArray(2, 4, 4, 1)) || test_tile(b, IntArray(3)) || test_tile(b, IntArray(2, 4)) || test_tile(b, IntArray(2, 4, 3, 1)) || test_tile(b, IntArray(1, 2, 1, 4)) || test_tile(c, IntArray(5)) || test_tile(c, IntArray(6, 1)) || test_tile(c, IntArray(4, 1)) || test_tile(c, IntArray(6, 1, 6)) || test_tile(c, IntArray(3, 2, 1, 1)); } static int test_tile_3() { ncnn::Mat a = RandomMat(128); ncnn::Mat b = RandomMat(124); ncnn::Mat c = RandomMat(127); return 0 || test_tile(a, 0, 1) || test_tile(a, 0, 2) || test_tile(b, 0, 3) || test_tile(c, 0, 4) || test_tile(a, IntArray(10)) || test_tile(a, IntArray(10, 1)) || test_tile(a, IntArray(5, 2, 1)) || test_tile(a, IntArray(2, 2, 2, 3)) || test_tile(b, IntArray(2)) || test_tile(b, IntArray(2, 2)) || test_tile(b, IntArray(2, 2, 1)) || test_tile(b, IntArray(4, 1, 2, 2)) || test_tile(c, IntArray(3)) || test_tile(c, IntArray(4, 3)) || test_tile(c, IntArray(1)) || test_tile(c, IntArray(1, 1)) || test_tile(c, IntArray(1, 1, 1)) || test_tile(c, IntArray(1, 3, 2, 2)); } static ncnn::Mat param_int_array(int size, int value) { ncnn::Mat m(size); int* p = m; for (int i = 0; i < size; i++) p[i] = value; return m; } #if NCNN_VALIDATION static int test_tile_load_param() { ncnn::ParamDict base; base.set(2, param_int_array(1, 1)); if (test_layer_param(ncnn::LayerType::Tile, base, 0) || test_layer_param(ncnn::LayerType::Tile, base, 2, ncnn::Mat(0), 0)) return -1; ncnn::Mat missing_data(0); missing_data.w = 1; return 0 || test_layer_param(ncnn::LayerType::Tile, base, 2, missing_data, -1) || test_layer_param(ncnn::LayerType::Tile, base, 2, ncnn::Mat(1, (size_t)1u), -1) || test_layer_param(ncnn::LayerType::Tile, base, 2, ncnn::Mat(1, 2), -1) || test_layer_param(ncnn::LayerType::Tile, base, 2, 1.f, -1) || test_layer_param(ncnn::LayerType::Tile, base, 2, param_int_array(5, 1), -1) || test_layer_param(ncnn::LayerType::Tile, base, 2, param_int_array(1, INT_MIN), -1); } static int test_tile_load_param_axis() { ncnn::ParamDict base; for (int i = 0; i <= 3; i++) { if (test_layer_param(ncnn::LayerType::Tile, base, 0, i, 0) != 0) return -1; } ncnn::ParamDict empty = base; empty.set(2, ncnn::Mat(0)); // repeats overrides axis ncnn::ParamDict repeats = base; repeats.set(2, param_int_array(1, 1)); const int invalid[] = {-1, 4, INT_MIN, INT_MAX}; for (int i = 0; i < 4; i++) { int ret = 0 || test_layer_param(ncnn::LayerType::Tile, base, 0, invalid[i], -1) || test_layer_param(ncnn::LayerType::Tile, empty, 0, invalid[i], -1) || test_layer_param(ncnn::LayerType::Tile, repeats, 0, invalid[i], 0); if (ret != 0) return ret; } return 0; } #endif // NCNN_VALIDATION int main() { SRAND(7767517); return 0 || test_tile_0() || test_tile_1() || test_tile_2() || test_tile_3() #if NCNN_VALIDATION || test_tile_load_param() || test_tile_load_param_axis() #endif // NCNN_VALIDATION ; }