// Copyright 2020 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" static int test_layernorm(const ncnn::Mat& a, int affine_size, float eps, int affine) { ncnn::ParamDict pd; pd.set(0, affine_size); pd.set(1, eps); pd.set(2, affine); std::vector weights(2); weights[0] = RandomMat(affine_size); weights[1] = RandomMat(affine_size); int ret = test_layer("LayerNorm", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_layernorm failed a.dims=%d a=(%d %d %d) affine_size=%d eps=%f affine=%d\n", a.dims, a.w, a.h, a.c, affine_size, eps, affine); } return ret; } static int test_layernorm_0() { return 0 || test_layernorm(RandomMat(6, 4, 2), 6, 0.01f, 0) || test_layernorm(RandomMat(4, 5, 6), 4, 0.01f, 0) || test_layernorm(RandomMat(3, 3, 8), 3, 0.002f, 0) || test_layernorm(RandomMat(5, 6, 12), 5, 0.02f, 0) || test_layernorm(RandomMat(4, 7, 16), 4, 0.02f, 0) || test_layernorm(RandomMat(6, 7, 24), 6, 0.001f, 0) || test_layernorm(RandomMat(5, 8, 32), 5, 0.001f, 0) || test_layernorm(RandomMat(6, 4, 2), 6, 0.01f, 1) || test_layernorm(RandomMat(4, 5, 6), 4, 0.01f, 1) || test_layernorm(RandomMat(3, 3, 8), 3, 0.002f, 1) || test_layernorm(RandomMat(5, 6, 12), 5, 0.02f, 1) || test_layernorm(RandomMat(4, 7, 16), 4, 0.02f, 1) || test_layernorm(RandomMat(6, 7, 24), 6, 0.001f, 1) || test_layernorm(RandomMat(5, 8, 32), 5, 0.001f, 1); } static int test_layernorm_1() { return 0 || test_layernorm(RandomMat(6, 4, 2), 24, 0.01f, 0) || test_layernorm(RandomMat(4, 5, 6), 20, 0.01f, 0) || test_layernorm(RandomMat(3, 3, 8), 9, 0.002f, 0) || test_layernorm(RandomMat(5, 6, 12), 30, 0.02f, 0) || test_layernorm(RandomMat(4, 7, 16), 28, 0.02f, 0) || test_layernorm(RandomMat(6, 7, 24), 42, 0.001f, 0) || test_layernorm(RandomMat(5, 8, 32), 40, 0.001f, 0) || test_layernorm(RandomMat(6, 4, 2), 24, 0.01f, 1) || test_layernorm(RandomMat(4, 5, 6), 20, 0.01f, 1) || test_layernorm(RandomMat(3, 3, 8), 9, 0.002f, 1) || test_layernorm(RandomMat(5, 6, 12), 30, 0.02f, 1) || test_layernorm(RandomMat(4, 7, 16), 28, 0.02f, 1) || test_layernorm(RandomMat(6, 7, 24), 42, 0.001f, 1) || test_layernorm(RandomMat(5, 8, 32), 40, 0.001f, 1); } static int test_layernorm_2() { return 0 || test_layernorm(RandomMat(4, 2), 4, 0.01f, 0) || test_layernorm(RandomMat(5, 6), 5, 0.01f, 0) || test_layernorm(RandomMat(3, 8), 3, 0.002f, 0) || test_layernorm(RandomMat(6, 12), 6, 0.02f, 0) || test_layernorm(RandomMat(4, 16), 4, 0.02f, 0) || test_layernorm(RandomMat(7, 24), 7, 0.001f, 0) || test_layernorm(RandomMat(8, 32), 8, 0.001f, 0) || test_layernorm(RandomMat(4, 2), 4, 0.01f, 1) || test_layernorm(RandomMat(5, 6), 5, 0.01f, 1) || test_layernorm(RandomMat(3, 8), 3, 0.002f, 1) || test_layernorm(RandomMat(6, 12), 6, 0.02f, 1) || test_layernorm(RandomMat(4, 16), 4, 0.02f, 1) || test_layernorm(RandomMat(7, 24), 7, 0.001f, 1) || test_layernorm(RandomMat(8, 32), 8, 0.001f, 1); } static int test_layernorm_3() { return 0 || test_layernorm(RandomMat(2), 2, 0.01f, 0) || test_layernorm(RandomMat(6), 6, 0.01f, 0) || test_layernorm(RandomMat(8), 8, 0.002f, 0) || test_layernorm(RandomMat(12), 12, 0.02f, 0) || test_layernorm(RandomMat(16), 16, 0.02f, 0) || test_layernorm(RandomMat(24), 24, 0.001f, 0) || test_layernorm(RandomMat(32), 32, 0.001f, 0) || test_layernorm(RandomMat(2), 2, 0.01f, 1) || test_layernorm(RandomMat(6), 6, 0.01f, 1) || test_layernorm(RandomMat(8), 8, 0.002f, 1) || test_layernorm(RandomMat(12), 12, 0.02f, 1) || test_layernorm(RandomMat(16), 16, 0.02f, 1) || test_layernorm(RandomMat(24), 24, 0.001f, 1) || test_layernorm(RandomMat(32), 32, 0.001f, 1); } int main() { SRAND(7767517); return 0 || test_layernorm_0() || test_layernorm_1() || test_layernorm_2() || test_layernorm_3(); }