// Copyright 2020 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" static int test_normalize(const ncnn::Mat& a, int across_spatial, int across_channel, int channel_shared, float eps, int eps_mode, int flag = 0) { int scale_data_size = channel_shared ? 1 : a.c; ncnn::ParamDict pd; pd.set(0, across_spatial); pd.set(4, across_channel); pd.set(1, channel_shared); pd.set(2, eps); pd.set(3, scale_data_size); pd.set(9, eps_mode); std::vector weights(1); weights[0] = RandomMat(scale_data_size); int ret = test_layer("Normalize", pd, weights, a, 0.001f, flag); if (ret != 0) { fprintf(stderr, "test_normalize failed a.dims=%d a=(%d %d %d %d) across_spatial=%d across_channel=%d channel_shared=%d eps=%f eps_mode=%d\n", a.dims, a.w, a.h, a.d, a.c, across_spatial, across_channel, channel_shared, eps, eps_mode); } return ret; } static int test_normalize_0() { ncnn::Mat a = RandomMat(6, 4, 2); ncnn::Mat b = RandomMat(5, 7, 8); return 0 || test_normalize(a, 1, 0, 0, 0.01f, 0) || test_normalize(a, 1, 0, 0, 0.001f, 1) || test_normalize(a, 1, 0, 0, 0.002f, 2) || test_normalize(a, 1, 0, 1, 0.01f, 0) || test_normalize(a, 1, 0, 1, 0.001f, 1) || test_normalize(a, 1, 0, 1, 0.002f, 2) || test_normalize(b, 1, 0, 0, 0.01f, 0) || test_normalize(b, 1, 0, 0, 0.001f, 1) || test_normalize(b, 1, 0, 0, 0.002f, 2) || test_normalize(b, 1, 0, 1, 0.01f, 0) || test_normalize(b, 1, 0, 1, 0.001f, 1) || test_normalize(b, 1, 0, 1, 0.002f, 2); } static int test_normalize_1() { ncnn::Mat a = RandomMat(5, 6, 3); ncnn::Mat b = RandomMat(3, 4, 8); return 0 || test_normalize(a, 0, 1, 0, 0.01f, 0) || test_normalize(a, 0, 1, 0, 0.001f, 1) || test_normalize(a, 0, 1, 0, 0.002f, 2) || test_normalize(a, 0, 1, 1, 0.01f, 0) || test_normalize(a, 0, 1, 1, 0.001f, 1) || test_normalize(a, 0, 1, 1, 0.002f, 2) || test_normalize(b, 0, 1, 0, 0.01f, 0) || test_normalize(b, 0, 1, 0, 0.001f, 1) || test_normalize(b, 0, 1, 0, 0.002f, 2) || test_normalize(b, 0, 1, 1, 0.01f, 0) || test_normalize(b, 0, 1, 1, 0.001f, 1) || test_normalize(b, 0, 1, 1, 0.002f, 2); } static int test_normalize_2() { ncnn::Mat a = RandomMat(2, 3, 5); ncnn::Mat b = RandomMat(4, 6, 8); return 0 || test_normalize(a, 1, 1, 0, 0.01f, 0) || test_normalize(a, 1, 1, 0, 0.001f, 1) || test_normalize(a, 1, 1, 0, 0.002f, 2) || test_normalize(a, 1, 1, 1, 0.01f, 0) || test_normalize(a, 1, 1, 1, 0.001f, 1) || test_normalize(a, 1, 1, 1, 0.002f, 2) || test_normalize(b, 1, 1, 0, 0.01f, 0) || test_normalize(b, 1, 1, 0, 0.001f, 1) || test_normalize(b, 1, 1, 0, 0.002f, 2) || test_normalize(b, 1, 1, 1, 0.01f, 0) || test_normalize(b, 1, 1, 1, 0.001f, 1) || test_normalize(b, 1, 1, 1, 0.002f, 2); } static int test_normalize_3() { ncnn::Mat a = RandomMat(5, 4, 3, 3); ncnn::Mat b = RandomMat(3, 3, 2, 8); return 0 || test_normalize(a, 1, 0, 0, 0.01f, 0) || test_normalize(a, 1, 0, 1, 0.001f, 1) || test_normalize(b, 0, 1, 0, 0.002f, 2) || test_normalize(b, 0, 1, 1, 0.01f, 0) || test_normalize(a, 1, 1, 0, 0.001f, 1) || test_normalize(b, 1, 1, 1, 0.002f, 2); } static int test_normalize_4() { ncnn::Mat a = RandomMat(17, 13, 24); ncnn::Mat b = RandomMat(9, 7, 3, 16); return 0 || test_normalize(a, 1, 0, 0, 0.01f, 0, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(a, 1, 0, 1, 0.001f, 1, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(a, 0, 1, 0, 0.002f, 2, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(a, 1, 1, 1, 0.01f, 0, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(b, 1, 0, 0, 0.001f, 1, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(b, 0, 1, 1, 0.002f, 2, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(b, 1, 1, 0, 0.01f, 0, TEST_LAYER_ENABLE_THREADING | TEST_LAYER_DISABLE_GPU_TESTING); } static int test_normalize_5() { ncnn::Mat a = RandomMat(7, 5, 16, -0.00001f, 0.00001f); ncnn::Mat b = RandomMat(9, 7, 24, -0.00001f, 0.00001f); return 0 || test_normalize(a, 1, 0, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(a, 0, 1, 1, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(a, 1, 1, 0, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(b, 1, 0, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(b, 0, 1, 1, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(b, 1, 1, 0, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING); } static int test_normalize_6() { return 0 // dims=1/2, packing is along spatial dimensions || test_normalize(RandomMat(7), 1, 0, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(12), 1, 0, 1, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(24), 1, 1, 0, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(32), 1, 1, 1, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 3), 1, 0, 0, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 12), 1, 1, 1, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 24), 1, 0, 1, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 32), 1, 1, 0, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) // dims=3, packing is along channels // pack1 / pack4 / pack8 / pack16 || test_normalize(RandomMat(7, 5, 3), 1, 0, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 5, 12), 1, 0, 1, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 5, 24), 1, 0, 0, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 5, 32), 1, 0, 1, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) // across-channel path, exercise short spatial tails || test_normalize(RandomMat(1, 1, 12), 0, 1, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(2, 1, 12), 0, 1, 1, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(3, 1, 12), 0, 1, 0, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(4, 1, 12), 0, 1, 1, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(3, 1, 24), 0, 1, 0, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(3, 1, 32), 0, 1, 1, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) // across-spatial + across-channel || test_normalize(RandomMat(7, 5, 3), 1, 1, 1, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 5, 12), 1, 1, 0, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 5, 24), 1, 1, 1, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(7, 5, 32), 1, 1, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) // dims=4 packed path || test_normalize(RandomMat(3, 5, 3, 12), 0, 1, 0, 0.0001f, 1, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(3, 5, 3, 24), 1, 0, 1, 0.0001f, 2, TEST_LAYER_DISABLE_GPU_TESTING) || test_normalize(RandomMat(3, 5, 3, 32), 1, 1, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING) // (0, 0) is a no-op, one case is sufficient || test_normalize(RandomMat(7, 5, 12), 0, 0, 0, 0.0001f, 0, TEST_LAYER_DISABLE_GPU_TESTING); } int main() { SRAND(7767517); return 0 || test_normalize_0() || test_normalize_1() || test_normalize_2() || test_normalize_3() || test_normalize_4() || test_normalize_5() || test_normalize_6(); }