/** * \file dnn/test/cuda/layer_norm.cpp * MegEngine is Licensed under the Apache License, Version 2.0 (the "License") * * Copyright (c) 2014-2021 Megvii Inc. All rights reserved. * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or * implied. */ #include "test/cuda/fixture.h" #include "test/common/checker.h" namespace megdnn { namespace test { TEST_F(CUDA, LAYERNORM_FORWARD) { using Param = LayerNormForward::Param; Param param; param.affine = true; param.eps = 1e-6; param.normalized_dim = 1; Checker checker(handle_cuda()); checker.set_epsilon(1e-2); auto run = [&](DType d) { for (size_t n_slices : {10, 30}) for (size_t slice_len : {10, 30}) { param.normalized_size = slice_len; checker.set_param(param) .set_dtype(0, d) .set_dtype(1, d) .set_dtype(2, d) .set_dtype(3, d) .set_dtype(4, dtype::Float32()) .set_dtype(5, dtype::Float32()) .execs({{n_slices, slice_len}, {slice_len}, {slice_len}, {n_slices, slice_len}, {n_slices}, {n_slices}}); } }; run(dtype::Float32()); run(dtype::Float16()); run(dtype::BFloat16()); } TEST_F(CUDA, LAYERNORM_BACKWARD) { using Param = LayerNormBackward::Param; Param param; param.affine = true; param.eps = 1e-6; param.normalized_dim = 1; Checker checker(handle_cuda()); checker.set_epsilon(1e-1); auto run = [&](DType d) { for (size_t n_slices : {10, 30}) for (size_t slice_len : {10, 30}) { param.normalized_size = slice_len; checker.set_param(param) .set_dtype(0, d) .set_dtype(1, d) .set_dtype(2, d) .set_dtype(3, dtype::Float32()) .set_dtype(4, dtype::Float32()) .set_dtype(5, d) .set_dtype(6, d) .set_dtype(7, d) .execs({{n_slices, slice_len}, {n_slices, slice_len}, {slice_len}, {n_slices}, {n_slices}, {n_slices, slice_len}, {slice_len}, {slice_len}}); } }; run(dtype::Float32()); run(dtype::Float16()); run(dtype::BFloat16()); } } // namespace test } // namespace megdnn // vim: syntax=cpp.doxygen