// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved. // // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except // in compliance with the License. You may obtain a copy of the License at // // https://opensource.org/licenses/BSD-3-Clause // // Unless required by applicable law or agreed to in writing, software distributed // under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR // CONDITIONS OF ANY KIND, either express or implied. See the License for the // specific language governing permissions and limitations under the License. #include "layer/layernorm.h" #include "testutil.h" static int test_layernorm(const ncnn::Mat& a, float eps, int affine) { int affine_size = a.dims == 2 ? a.w : a.w * a.h; 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) eps=%f affine=%d\n", a.dims, a.w, a.h, a.c, eps, affine); } return ret; } static int test_layernorm_0() { return 0 || test_layernorm(RandomMat(6, 4, 2), 0.01f, 0) || test_layernorm(RandomMat(4, 5, 6), 0.01f, 0) || test_layernorm(RandomMat(3, 3, 8), 0.002f, 0) || test_layernorm(RandomMat(5, 6, 12), 0.02f, 0) || test_layernorm(RandomMat(6, 7, 24), 0.001f, 0) || test_layernorm(RandomMat(6, 4, 2), 0.01f, 1) || test_layernorm(RandomMat(4, 5, 6), 0.01f, 1) || test_layernorm(RandomMat(3, 3, 8), 0.002f, 1) || test_layernorm(RandomMat(5, 6, 12), 0.02f, 1) || test_layernorm(RandomMat(6, 7, 24), 0.001f, 1); } static int test_layernorm_1() { return 0 || test_layernorm(RandomMat(4, 2), 0.01f, 0) || test_layernorm(RandomMat(5, 6), 0.01f, 0) || test_layernorm(RandomMat(3, 8), 0.002f, 0) || test_layernorm(RandomMat(6, 12), 0.02f, 0) || test_layernorm(RandomMat(7, 24), 0.001f, 0) || test_layernorm(RandomMat(4, 2), 0.01f, 1) || test_layernorm(RandomMat(5, 6), 0.01f, 1) || test_layernorm(RandomMat(3, 8), 0.002f, 1) || test_layernorm(RandomMat(6, 12), 0.02f, 1) || test_layernorm(RandomMat(7, 24), 0.001f, 1); } int main() { SRAND(7767517); return 0 || test_layernorm_0() || test_layernorm_1(); }