// Copyright 2020 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" static int test_interp(const ncnn::Mat& a, int resize_type, float height_scale, float width_scale, int output_height, int output_width) { ncnn::ParamDict pd; pd.set(0, resize_type); pd.set(1, height_scale); pd.set(2, width_scale); pd.set(3, output_height); pd.set(4, output_width); std::vector weights(0); int ret = test_layer("Interp", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_interp failed a.dims=%d a=(%d %d %d) resize_type=%d height_scale=%f width_scale=%f output_height=%d output_width=%d\n", a.dims, a.w, a.h, a.c, resize_type, height_scale, width_scale, output_height, output_width); } return ret; } static int test_interp_ref(const ncnn::Mat& a, int resize_type, int output_height, int output_width) { ncnn::ParamDict pd; pd.set(0, resize_type); pd.set(5, 1); std::vector as(2); as[0] = a; as[1] = ncnn::Mat(output_width, output_height, 1); std::vector weights(0); int ret = test_layer("Interp", pd, weights, as); if (ret != 0) { fprintf(stderr, "test_interp_ref failed a.dims=%d a=(%d %d %d) resize_type=%d output_height=%d output_width=%d\n", a.dims, a.w, a.h, a.c, resize_type, output_height, output_width); } return ret; } static int test_interp_align_corner(const ncnn::Mat& a, int resize_type, float height_scale, float width_scale, int output_height, int output_width, int align_corner) { ncnn::ParamDict pd; pd.set(0, resize_type); pd.set(1, height_scale); pd.set(2, width_scale); pd.set(3, output_height); pd.set(4, output_width); pd.set(6, align_corner); std::vector weights(0); int ret = test_layer("Interp", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_interp failed a.dims=%d a=(%d %d %d) resize_type=%d height_scale=%f width_scale=%f output_height=%d output_width=%d align_corner=%d\n", a.dims, a.w, a.h, a.c, resize_type, height_scale, width_scale, output_height, output_width, align_corner); } return ret; } static int test_interp(const ncnn::Mat& a, int resize_type, float width_scale, int output_width) { ncnn::ParamDict pd; pd.set(0, resize_type); pd.set(1, 1.f); pd.set(2, width_scale); pd.set(3, 0); pd.set(4, output_width); std::vector weights(0); int ret = test_layer("Interp", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_interp failed a.dims=%d a=(%d %d %d) resize_type=%d width_scale=%f output_width=%d\n", a.dims, a.w, a.h, a.c, resize_type, width_scale, output_width); } return ret; } static int test_interp_ref(const ncnn::Mat& a, int resize_type, int output_width) { ncnn::ParamDict pd; pd.set(0, resize_type); pd.set(5, 1); std::vector as(2); as[0] = a; as[1] = ncnn::Mat(output_width, 1); std::vector weights(0); int ret = test_layer("Interp", pd, weights, as); if (ret != 0) { fprintf(stderr, "test_interp_ref failed a.dims=%d a=(%d %d %d) resize_type=%d output_width=%d\n", a.dims, a.w, a.h, a.c, resize_type, output_width); } return ret; } static int test_interp_align_corner(const ncnn::Mat& a, int resize_type, float width_scale, int output_width, int align_corner) { ncnn::ParamDict pd; pd.set(0, resize_type); pd.set(1, 1.f); pd.set(2, width_scale); pd.set(3, 0); pd.set(4, output_width); pd.set(6, align_corner); std::vector weights(0); int ret = test_layer("Interp", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_interp failed a.dims=%d a=(%d %d %d) resize_type=%d width_scale=%f output_width=%d align_corner=%d\n", a.dims, a.w, a.h, a.c, resize_type, width_scale, output_width, align_corner); } return ret; } static int test_interp_0() { ncnn::Mat a = RandomMat(15, 16, 7); ncnn::Mat b = RandomMat(14, 17, 12); ncnn::Mat c = RandomMat(13, 14, 32); return 0 || test_interp(a, 1, 2.f, 2.f, 0, 0) || test_interp(a, 1, 4.f, 0.5f, 0, 0) || test_interp(a, 1, 1.2f, 1.2f, 0, 0) || test_interp(a, 1, 0.8f, 0.8f, 0, 0) || test_interp(a, 1, 1.f, 1.f, 10, 12) || test_interp(a, 1, 1.f, 1.f, 2, 2) || test_interp(a, 1, 1.f, 1.f, 15, 16) || test_interp_ref(a, 1, 10, 12) || test_interp_ref(a, 1, 2, 2) || test_interp_ref(a, 1, 15, 16) || test_interp(b, 1, 2.f, 2.f, 0, 0) || test_interp(b, 1, 4.f, 0.5f, 0, 0) || test_interp(b, 1, 1.2f, 1.2f, 0, 0) || test_interp(b, 1, 0.8f, 0.8f, 0, 0) || test_interp(b, 1, 1.f, 1.f, 10, 12) || test_interp(b, 1, 1.f, 1.f, 2, 2) || test_interp(b, 1, 1.f, 1.f, 14, 17) || test_interp_ref(b, 1, 10, 12) || test_interp_ref(b, 1, 2, 2) || test_interp_ref(b, 1, 14, 17) || test_interp(c, 1, 2.f, 2.f, 0, 0) || test_interp(c, 1, 4.f, 0.5f, 0, 0) || test_interp(c, 1, 1.2f, 1.2f, 0, 0) || test_interp(c, 1, 0.8f, 0.8f, 0, 0) || test_interp(c, 1, 1.f, 1.f, 10, 12) || test_interp(c, 1, 1.f, 1.f, 2, 2) || test_interp(c, 1, 1.f, 1.f, 14, 17) || test_interp_ref(c, 1, 10, 12) || test_interp_ref(c, 1, 2, 2) || test_interp_ref(c, 1, 14, 17); } static int test_interp_1() { ncnn::Mat a = RandomMat(15, 16, 7); ncnn::Mat b = RandomMat(14, 17, 12); ncnn::Mat c = RandomMat(13, 14, 32); return 0 || test_interp(a, 2, 2.f, 2.f, 0, 0) || test_interp(a, 2, 4.f, 0.5f, 0, 0) || test_interp(a, 2, 1.2f, 1.2f, 0, 0) || test_interp(a, 2, 0.8f, 0.8f, 0, 0) || test_interp(a, 2, 1.f, 1.f, 10, 12) || test_interp(a, 2, 1.f, 1.f, 2, 2) || test_interp(a, 2, 1.f, 1.f, 15, 16) || test_interp_align_corner(a, 2, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(a, 2, 4.f, 0.5f, 0, 0, 1) || test_interp_align_corner(a, 2, 1.2f, 1.2f, 0, 0, 1) || test_interp_align_corner(a, 2, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(a, 2, 1.f, 1.f, 10, 12, 1) || test_interp_align_corner(a, 2, 1.f, 1.f, 2, 2, 1) || test_interp_align_corner(a, 2, 1.f, 1.f, 15, 16, 1) || test_interp_ref(a, 2, 10, 12) || test_interp_ref(a, 2, 2, 2) || test_interp_ref(a, 2, 15, 16) || test_interp(b, 2, 2.f, 2.f, 0, 0) || test_interp(b, 2, 4.f, 0.5f, 0, 0) || test_interp(b, 2, 1.2f, 1.2f, 0, 0) || test_interp(b, 2, 0.8f, 0.8f, 0, 0) || test_interp(b, 2, 1.f, 1.f, 10, 12) || test_interp(b, 2, 1.f, 1.f, 2, 2) || test_interp(b, 2, 1.f, 1.f, 14, 17) || test_interp_align_corner(b, 2, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(b, 2, 4.f, 0.5f, 0, 0, 1) || test_interp_align_corner(b, 2, 1.2f, 1.2f, 0, 0, 1) || test_interp_align_corner(b, 2, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(b, 2, 1.f, 1.f, 10, 12, 1) || test_interp_align_corner(b, 2, 1.f, 1.f, 2, 2, 1) || test_interp_align_corner(b, 2, 1.f, 1.f, 14, 17, 1) || test_interp_ref(b, 2, 10, 12) || test_interp_ref(b, 2, 2, 2) || test_interp_ref(b, 2, 14, 17) || test_interp(c, 2, 2.f, 2.f, 0, 0) || test_interp(c, 2, 4.f, 0.5f, 0, 0) || test_interp(c, 2, 1.2f, 1.2f, 0, 0) || test_interp(c, 2, 0.8f, 0.8f, 0, 0) || test_interp(c, 2, 1.f, 1.f, 10, 12) || test_interp(c, 2, 1.f, 1.f, 2, 2) || test_interp(c, 2, 1.f, 1.f, 14, 17) || test_interp_align_corner(c, 2, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(c, 2, 4.f, 0.5f, 0, 0, 1) || test_interp_align_corner(c, 2, 1.2f, 1.2f, 0, 0, 1) || test_interp_align_corner(c, 2, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(c, 2, 1.f, 1.f, 10, 12, 1) || test_interp_align_corner(c, 2, 1.f, 1.f, 2, 2, 1) || test_interp_align_corner(c, 2, 1.f, 1.f, 14, 17, 1) || test_interp_ref(c, 2, 10, 12) || test_interp_ref(c, 2, 2, 2) || test_interp_ref(c, 2, 14, 17); } static int test_interp_2() { ncnn::Mat a = RandomMat(16, 17, 13); ncnn::Mat b = RandomMat(18, 19, 12); ncnn::Mat c = RandomMat(13, 14, 32); return 0 || test_interp(a, 3, 2.f, 2.f, 0, 0) || test_interp(a, 3, 4.f, 0.5f, 0, 0) || test_interp(a, 3, 1.2f, 1.2f, 0, 0) || test_interp(a, 3, 0.8f, 0.8f, 0, 0) || test_interp(a, 3, 1.f, 1.f, 10, 12) || test_interp(a, 3, 1.f, 1.f, 2, 2) || test_interp(a, 3, 1.f, 1.f, 6, 7) || test_interp(a, 3, 1.f, 1.f, 16, 17) || test_interp_align_corner(a, 3, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(a, 3, 4.f, 0.5f, 0, 0, 1) || test_interp_align_corner(a, 3, 1.2f, 1.2f, 0, 0, 1) || test_interp_align_corner(a, 3, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(a, 3, 1.f, 1.f, 10, 12, 1) || test_interp_align_corner(a, 3, 1.f, 1.f, 2, 2, 1) || test_interp_align_corner(a, 3, 1.f, 1.f, 6, 7, 1) || test_interp_align_corner(a, 3, 1.f, 1.f, 16, 17, 1) || test_interp_ref(a, 3, 2, 2) || test_interp_ref(a, 3, 6, 7) || test_interp_ref(a, 3, 16, 17) || test_interp(b, 3, 2.f, 2.f, 0, 0) || test_interp(b, 3, 4.f, 0.5f, 0, 0) || test_interp(b, 3, 1.2f, 1.2f, 0, 0) || test_interp(b, 3, 0.8f, 0.8f, 0, 0) || test_interp(b, 3, 1.f, 1.f, 10, 12) || test_interp(b, 3, 1.f, 1.f, 2, 2) || test_interp(b, 3, 1.f, 1.f, 6, 7) || test_interp(b, 3, 1.f, 1.f, 18, 19) || test_interp_align_corner(b, 3, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(b, 3, 4.f, 0.5f, 0, 0, 1) || test_interp_align_corner(b, 3, 1.2f, 1.2f, 0, 0, 1) || test_interp_align_corner(b, 3, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(b, 3, 1.f, 1.f, 10, 12, 1) || test_interp_align_corner(b, 3, 1.f, 1.f, 2, 2, 1) || test_interp_align_corner(b, 3, 1.f, 1.f, 6, 7, 1) || test_interp_align_corner(b, 3, 1.f, 1.f, 18, 19, 1) || test_interp_ref(b, 3, 2, 2) || test_interp_ref(b, 3, 6, 7) || test_interp_ref(b, 3, 18, 19) || test_interp(c, 3, 2.f, 2.f, 0, 0) || test_interp(c, 3, 4.f, 0.5f, 0, 0) || test_interp(c, 3, 1.2f, 1.2f, 0, 0) || test_interp(c, 3, 0.8f, 0.8f, 0, 0) || test_interp(c, 3, 1.f, 1.f, 10, 12) || test_interp(c, 3, 1.f, 1.f, 2, 2) || test_interp(c, 3, 1.f, 1.f, 6, 7) || test_interp(c, 3, 1.f, 1.f, 18, 19) || test_interp_align_corner(c, 3, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(c, 3, 4.f, 0.5f, 0, 0, 1) || test_interp_align_corner(c, 3, 1.2f, 1.2f, 0, 0, 1) || test_interp_align_corner(c, 3, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(c, 3, 1.f, 1.f, 10, 12, 1) || test_interp_align_corner(c, 3, 1.f, 1.f, 2, 2, 1) || test_interp_align_corner(c, 3, 1.f, 1.f, 6, 7, 1) || test_interp_align_corner(c, 3, 1.f, 1.f, 18, 19, 1) || test_interp_ref(c, 3, 2, 2) || test_interp_ref(c, 3, 6, 7) || test_interp_ref(c, 3, 18, 19); } static int test_interp_3() { ncnn::Mat a = RandomMat(15, 7); ncnn::Mat b = RandomMat(14, 12); ncnn::Mat c = RandomMat(13, 32); return 0 || test_interp(a, 1, 2.f, 0) || test_interp(a, 1, 0.5f, 0) || test_interp(a, 1, 1.2f, 0) || test_interp(a, 1, 0.8f, 0) || test_interp(a, 1, 1.f, 12) || test_interp(a, 1, 1.f, 2) || test_interp(a, 1, 1.f, 16) || test_interp_ref(a, 1, 12) || test_interp_ref(a, 1, 2) || test_interp_ref(a, 1, 16) || test_interp(b, 1, 2.f, 0) || test_interp(b, 1, 0.5f, 0) || test_interp(b, 1, 1.2f, 0) || test_interp(b, 1, 0.8f, 0) || test_interp(b, 1, 1.f, 12) || test_interp(b, 1, 1.f, 2) || test_interp(b, 1, 1.f, 17) || test_interp_ref(b, 1, 12) || test_interp_ref(b, 1, 2) || test_interp_ref(b, 1, 17) || test_interp(c, 1, 2.f, 0) || test_interp(c, 1, 0.5f, 0) || test_interp(c, 1, 1.2f, 0) || test_interp(c, 1, 0.8f, 0) || test_interp(c, 1, 1.f, 12) || test_interp(c, 1, 1.f, 2) || test_interp(c, 1, 1.f, 17) || test_interp_ref(c, 1, 12) || test_interp_ref(c, 1, 2) || test_interp_ref(c, 1, 17); } static int test_interp_4() { ncnn::Mat a = RandomMat(15, 7); ncnn::Mat b = RandomMat(14, 12); ncnn::Mat c = RandomMat(13, 32); return 0 || test_interp(a, 2, 2.f, 0) || test_interp(a, 2, 0.5f, 0) || test_interp(a, 2, 1.2f, 0) || test_interp(a, 2, 0.8f, 0) || test_interp(a, 2, 1.f, 12) || test_interp(a, 2, 1.f, 2) || test_interp(a, 2, 1.f, 16) || test_interp_align_corner(a, 2, 2.f, 0, 1) || test_interp_align_corner(a, 2, 0.5f, 0, 1) || test_interp_align_corner(a, 2, 1.2f, 0, 1) || test_interp_align_corner(a, 2, 0.8f, 0, 1) || test_interp_align_corner(a, 2, 1.f, 12, 1) || test_interp_align_corner(a, 2, 1.f, 2, 1) || test_interp_align_corner(a, 2, 1.f, 16, 1) || test_interp_ref(a, 2, 12) || test_interp_ref(a, 2, 2) || test_interp_ref(a, 2, 16) || test_interp(b, 2, 2.f, 0) || test_interp(b, 2, 0.5f, 0) || test_interp(b, 2, 1.2f, 0) || test_interp(b, 2, 0.8f, 0) || test_interp(b, 2, 1.f, 12) || test_interp(b, 2, 1.f, 2) || test_interp(b, 2, 1.f, 17) || test_interp_align_corner(b, 2, 2.f, 0, 1) || test_interp_align_corner(b, 2, 0.5f, 0, 1) || test_interp_align_corner(b, 2, 1.2f, 0, 1) || test_interp_align_corner(b, 2, 0.8f, 0, 1) || test_interp_align_corner(b, 2, 1.f, 12, 1) || test_interp_align_corner(b, 2, 1.f, 2, 1) || test_interp_align_corner(b, 2, 1.f, 17, 1) || test_interp_ref(b, 2, 12) || test_interp_ref(b, 2, 2) || test_interp_ref(b, 2, 17) || test_interp(c, 2, 2.f, 0) || test_interp(c, 2, 0.5f, 0) || test_interp(c, 2, 1.2f, 0) || test_interp(c, 2, 0.8f, 0) || test_interp(c, 2, 1.f, 12) || test_interp(c, 2, 1.f, 2) || test_interp(c, 2, 1.f, 17) || test_interp_align_corner(c, 2, 2.f, 0, 1) || test_interp_align_corner(c, 2, 0.5f, 0, 1) || test_interp_align_corner(c, 2, 1.2f, 0, 1) || test_interp_align_corner(c, 2, 0.8f, 0, 1) || test_interp_align_corner(c, 2, 1.f, 12, 1) || test_interp_align_corner(c, 2, 1.f, 2, 1) || test_interp_align_corner(c, 2, 1.f, 17, 1) || test_interp_ref(c, 2, 12) || test_interp_ref(c, 2, 2) || test_interp_ref(c, 2, 17); } static int test_interp_5() { ncnn::Mat a = RandomMat(16, 13); ncnn::Mat b = RandomMat(18, 12); ncnn::Mat c = RandomMat(13, 32); return 0 || test_interp(a, 3, 2.f, 0) || test_interp(a, 3, 0.5f, 0) || test_interp(a, 3, 1.2f, 0) || test_interp(a, 3, 0.8f, 0) || test_interp(a, 3, 1.f, 12) || test_interp(a, 3, 1.f, 2) || test_interp(a, 3, 1.f, 7) || test_interp(a, 3, 1.f, 17) || test_interp_align_corner(a, 3, 2.f, 0, 1) || test_interp_align_corner(a, 3, 0.5f, 0, 1) || test_interp_align_corner(a, 3, 1.2f, 0, 1) || test_interp_align_corner(a, 3, 0.8f, 0, 1) || test_interp_align_corner(a, 3, 1.f, 12, 1) || test_interp_align_corner(a, 3, 1.f, 2, 1) || test_interp_align_corner(a, 3, 1.f, 7, 1) || test_interp_align_corner(a, 3, 1.f, 17, 1) || test_interp_ref(a, 3, 2) || test_interp_ref(a, 3, 7) || test_interp_ref(a, 3, 17) || test_interp(b, 3, 2.f, 0) || test_interp(b, 3, 0.5f, 0) || test_interp(b, 3, 1.2f, 0) || test_interp(b, 3, 0.8f, 0) || test_interp(b, 3, 1.f, 12) || test_interp(b, 3, 1.f, 2) || test_interp(b, 3, 1.f, 7) || test_interp(b, 3, 1.f, 19) || test_interp_align_corner(b, 3, 2.f, 0, 1) || test_interp_align_corner(b, 3, 0.5f, 0, 1) || test_interp_align_corner(b, 3, 1.2f, 0, 1) || test_interp_align_corner(b, 3, 0.8f, 0, 1) || test_interp_align_corner(b, 3, 1.f, 12, 1) || test_interp_align_corner(b, 3, 1.f, 2, 1) || test_interp_align_corner(b, 3, 1.f, 7, 1) || test_interp_align_corner(b, 3, 1.f, 19, 1) || test_interp_ref(b, 3, 2) || test_interp_ref(b, 3, 7) || test_interp_ref(b, 3, 19) || test_interp(c, 3, 2.f, 0) || test_interp(c, 3, 0.5f, 0) || test_interp(c, 3, 1.2f, 0) || test_interp(c, 3, 0.8f, 0) || test_interp(c, 3, 1.f, 12) || test_interp(c, 3, 1.f, 2) || test_interp(c, 3, 1.f, 7) || test_interp(c, 3, 1.f, 19) || test_interp_align_corner(c, 3, 2.f, 0, 1) || test_interp_align_corner(c, 3, 0.5f, 0, 1) || test_interp_align_corner(c, 3, 1.2f, 0, 1) || test_interp_align_corner(c, 3, 0.8f, 0, 1) || test_interp_align_corner(c, 3, 1.f, 12, 1) || test_interp_align_corner(c, 3, 1.f, 2, 1) || test_interp_align_corner(c, 3, 1.f, 7, 1) || test_interp_align_corner(c, 3, 1.f, 19, 1) || test_interp_ref(c, 3, 2) || test_interp_ref(c, 3, 7) || test_interp_ref(c, 3, 19); } static int test_interp_6() { ncnn::Mat a = RandomMat(17); ncnn::Mat b = RandomMat(20); ncnn::Mat c = RandomMat(48); return 0 || test_interp(a, 1, 2.f, 3.f, 0, 0) || test_interp(a, 1, 1.f, 1.f, 10, 12) || test_interp(a, 1, 1.f, 1.f, 15, 16) || test_interp_ref(a, 1, 10, 12) || test_interp_ref(a, 1, 4, 4) || test_interp_ref(a, 1, 15, 16) || test_interp(b, 1, 4.f, 5.f, 0, 0) || test_interp(b, 1, 1.f, 1.f, 10, 12) || test_interp(b, 1, 1.f, 1.f, 14, 17) || test_interp_ref(b, 1, 5, 5) || test_interp_ref(b, 1, 14, 17) || test_interp(c, 1, 6.f, 7.f, 0, 0) || test_interp(c, 1, 1.f, 1.f, 10, 12) || test_interp(c, 1, 1.f, 1.f, 14, 17) || test_interp_ref(c, 1, 6, 6) || test_interp_ref(c, 1, 14, 17); } // dims=3, nearest, pack8 channels (c%8==0 && c%16!=0) and pack1 channels (c%4!=0) static int test_interp_7() { ncnn::Mat a = RandomMat(15, 16, 8); ncnn::Mat b = RandomMat(14, 17, 24); ncnn::Mat c = RandomMat(13, 14, 3); return 0 || test_interp(a, 1, 2.f, 2.f, 0, 0) || test_interp(a, 1, 4.f, 0.5f, 0, 0) || test_interp(a, 1, 1.2f, 1.2f, 0, 0) || test_interp(a, 1, 0.8f, 0.8f, 0, 0) || test_interp(a, 1, 1.f, 1.f, 10, 12) || test_interp(a, 1, 1.f, 1.f, 15, 16) || test_interp_ref(a, 1, 10, 12) || test_interp_ref(a, 1, 15, 16) || test_interp(b, 1, 2.f, 2.f, 0, 0) || test_interp(b, 1, 0.5f, 0.5f, 0, 0) || test_interp(b, 1, 1.f, 1.f, 10, 12) || test_interp(b, 1, 1.f, 1.f, 14, 17) || test_interp_ref(b, 1, 10, 12) || test_interp_ref(b, 1, 14, 17) || test_interp(c, 1, 2.f, 2.f, 0, 0) || test_interp(c, 1, 0.5f, 0.5f, 0, 0) || test_interp(c, 1, 1.f, 1.f, 10, 12) || test_interp_ref(c, 1, 10, 12); } // dims=3, bilinear, pack8 channels and pack1 channels static int test_interp_8() { ncnn::Mat a = RandomMat(15, 16, 8); ncnn::Mat b = RandomMat(14, 17, 24); ncnn::Mat c = RandomMat(13, 14, 3); return 0 || test_interp(a, 2, 2.f, 2.f, 0, 0) || test_interp(a, 2, 4.f, 0.5f, 0, 0) || test_interp(a, 2, 1.2f, 1.2f, 0, 0) || test_interp(a, 2, 0.8f, 0.8f, 0, 0) || test_interp(a, 2, 1.f, 1.f, 10, 12) || test_interp(a, 2, 1.f, 1.f, 15, 16) || test_interp_align_corner(a, 2, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(a, 2, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(a, 2, 1.f, 1.f, 10, 12, 1) || test_interp_ref(a, 2, 10, 12) || test_interp_ref(a, 2, 15, 16) || test_interp(b, 2, 2.f, 2.f, 0, 0) || test_interp(b, 2, 0.5f, 0.5f, 0, 0) || test_interp(b, 2, 1.f, 1.f, 10, 12) || test_interp_align_corner(b, 2, 2.f, 2.f, 0, 0, 1) || test_interp_ref(b, 2, 10, 12) || test_interp(c, 2, 2.f, 2.f, 0, 0) || test_interp(c, 2, 0.5f, 0.5f, 0, 0) || test_interp(c, 2, 1.f, 1.f, 10, 12) || test_interp_align_corner(c, 2, 2.f, 2.f, 0, 0, 1) || test_interp_ref(c, 2, 10, 12); } // dims=3, bicubic, pack8 channels and pack1 channels // Uses large output sizes (>= 16) to exercise AVX512 gather-based hresize loops in pack1 path // Uses various downscale ratios to trigger sy row-reuse cases (+1/+2/+3/full) static int test_interp_9() { ncnn::Mat a = RandomMat(16, 17, 8); ncnn::Mat b = RandomMat(18, 19, 24); ncnn::Mat c = RandomMat(13, 14, 3); ncnn::Mat d = RandomMat(32, 32, 5); return 0 || test_interp(a, 3, 2.f, 2.f, 0, 0) || test_interp(a, 3, 4.f, 0.5f, 0, 0) || test_interp(a, 3, 1.2f, 1.2f, 0, 0) || test_interp(a, 3, 0.8f, 0.8f, 0, 0) || test_interp(a, 3, 1.f, 1.f, 10, 12) || test_interp(a, 3, 1.f, 1.f, 6, 7) || test_interp(a, 3, 1.f, 1.f, 16, 17) || test_interp_align_corner(a, 3, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(a, 3, 0.8f, 0.8f, 0, 0, 1) || test_interp_align_corner(a, 3, 1.f, 1.f, 10, 12, 1) || test_interp_ref(a, 3, 6, 7) || test_interp_ref(a, 3, 16, 17) || test_interp(b, 3, 2.f, 2.f, 0, 0) || test_interp(b, 3, 0.5f, 0.5f, 0, 0) || test_interp(b, 3, 1.f, 1.f, 10, 12) || test_interp_align_corner(b, 3, 2.f, 2.f, 0, 0, 1) || test_interp_ref(b, 3, 10, 12) // pack1, large output width to hit AVX512 gather loops || test_interp(c, 3, 2.f, 2.f, 0, 0) || test_interp(c, 3, 0.5f, 0.5f, 0, 0) || test_interp(c, 3, 1.f, 1.f, 10, 12) || test_interp(c, 3, 1.f, 1.f, 20, 20) || test_interp_align_corner(c, 3, 2.f, 2.f, 0, 0, 1) || test_interp_align_corner(c, 3, 1.f, 1.f, 20, 20, 1) || test_interp_ref(c, 3, 10, 12) || test_interp_ref(c, 3, 20, 20) // pack1, large input downscaled to trigger sy jumps of +2 and +3 || test_interp(d, 3, 0.25f, 0.25f, 0, 0) || test_interp(d, 3, 0.3f, 0.3f, 0, 0) || test_interp(d, 3, 1.f, 1.f, 8, 20) || test_interp(d, 3, 1.f, 1.f, 10, 24) || test_interp(d, 3, 1.f, 1.f, 16, 20) || test_interp_align_corner(d, 3, 0.25f, 0.25f, 0, 0, 1) || test_interp_align_corner(d, 3, 1.f, 1.f, 8, 20, 1) || test_interp_align_corner(d, 3, 1.f, 1.f, 16, 20, 1) || test_interp_ref(d, 3, 8, 20) || test_interp_ref(d, 3, 16, 20); } // dims=2, all resize types, pack8 (h=8) and pack1 (h=3) static int test_interp_10() { ncnn::Mat a = RandomMat(15, 8); ncnn::Mat b = RandomMat(14, 24); ncnn::Mat c = RandomMat(13, 3); return 0 // nearest || test_interp(a, 1, 2.f, 0) || test_interp(a, 1, 0.5f, 0) || test_interp(a, 1, 1.f, 12) || test_interp_ref(a, 1, 12) || test_interp(b, 1, 2.f, 0) || test_interp(b, 1, 1.f, 12) || test_interp_ref(b, 1, 12) || test_interp(c, 1, 2.f, 0) || test_interp(c, 1, 1.f, 12) || test_interp_ref(c, 1, 12) // bilinear || test_interp(a, 2, 2.f, 0) || test_interp(a, 2, 0.5f, 0) || test_interp(a, 2, 1.f, 12) || test_interp_align_corner(a, 2, 2.f, 0, 1) || test_interp_align_corner(a, 2, 1.f, 12, 1) || test_interp_ref(a, 2, 12) || test_interp(b, 2, 2.f, 0) || test_interp(b, 2, 1.f, 12) || test_interp_align_corner(b, 2, 2.f, 0, 1) || test_interp_ref(b, 2, 12) || test_interp(c, 2, 2.f, 0) || test_interp(c, 2, 1.f, 12) || test_interp_align_corner(c, 2, 2.f, 0, 1) || test_interp_ref(c, 2, 12) // bicubic || test_interp(a, 3, 2.f, 0) || test_interp(a, 3, 0.5f, 0) || test_interp(a, 3, 1.f, 12) || test_interp(a, 3, 1.f, 7) || test_interp_align_corner(a, 3, 2.f, 0, 1) || test_interp_align_corner(a, 3, 1.f, 12, 1) || test_interp_ref(a, 3, 12) || test_interp(b, 3, 2.f, 0) || test_interp(b, 3, 1.f, 12) || test_interp_align_corner(b, 3, 2.f, 0, 1) || test_interp_ref(b, 3, 12) || test_interp(c, 3, 2.f, 0) || test_interp(c, 3, 1.f, 12) || test_interp_align_corner(c, 3, 2.f, 0, 1) || test_interp_ref(c, 3, 12); } // dims=1, pack8 (w=8, w=24) static int test_interp_11() { ncnn::Mat a = RandomMat(8); ncnn::Mat b = RandomMat(24); return 0 || test_interp(a, 1, 2.f, 3.f, 0, 0) || test_interp(a, 1, 1.f, 1.f, 10, 12) || test_interp(a, 1, 1.f, 1.f, 4, 4) || test_interp_ref(a, 1, 10, 12) || test_interp_ref(a, 1, 4, 4) || test_interp(b, 1, 4.f, 5.f, 0, 0) || test_interp(b, 1, 1.f, 1.f, 10, 12) || test_interp_ref(b, 1, 10, 12) || test_interp_ref(b, 1, 5, 5); } int main() { SRAND(7767517); return 0 || test_interp_0() || test_interp_1() || test_interp_2() || test_interp_3() || test_interp_4() || test_interp_5() || test_interp_6() || test_interp_7() || test_interp_8() || test_interp_9() || test_interp_10() || test_interp_11(); }