/* * Copyright (c) 2019 ARM Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #ifndef ARM_COMPUTE_TEST_INSTANCENORMALIZATION_FIXTURE #define ARM_COMPUTE_TEST_INSTANCENORMALIZATION_FIXTURE #include "arm_compute/core/TensorShape.h" #include "arm_compute/core/Types.h" #include "arm_compute/runtime/Tensor.h" #include "tests/AssetsLibrary.h" #include "tests/Globals.h" #include "tests/IAccessor.h" #include "tests/framework/Asserts.h" #include "tests/framework/Fixture.h" #include "tests/validation/reference/InstanceNormalizationLayer.h" namespace arm_compute { namespace test { namespace validation { template class InstanceNormalizationLayerValidationFixture : public framework::Fixture { public: template void setup(TensorShape shape, DataType data_type, DataLayout data_layout, bool in_place) { _target = compute_target(shape, data_type, data_layout, in_place); _reference = compute_reference(shape, data_type, data_layout); } protected: template void fill(U &&tensor) { std::uniform_real_distribution<> distribution(1.f, 2.f); library->fill(tensor, distribution, 0); } TensorType compute_target(TensorShape shape, DataType data_type, DataLayout data_layout, bool in_place) { if(data_layout == DataLayout::NHWC) { permute(shape, PermutationVector(2U, 0U, 1U)); } std::mt19937 gen(library->seed()); std::uniform_real_distribution dist_gamma(1.f, 2.f); std::uniform_real_distribution dist_beta(-2.f, 2.f); std::uniform_real_distribution dist_epsilon(1e-16f, 1e-12f); const float gamma = dist_gamma(gen); const float beta = dist_beta(gen); const float epsilon = dist_epsilon(gen); // Create tensors TensorType src = create_tensor(shape, data_type, 1, QuantizationInfo(), data_layout); TensorType dst = create_tensor(shape, data_type, 1, QuantizationInfo(), data_layout); // Create and configure function FunctionType instance_norm_func; instance_norm_func.configure(&src, in_place ? nullptr : &dst, gamma, beta, epsilon); ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); if(!in_place) { ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); } // Allocate tensors src.allocator()->allocate(); if(!in_place) { dst.allocator()->allocate(); } ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); if(!in_place) { ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); } // Fill tensors fill(AccessorType(src)); // Compute function instance_norm_func.run(); if(in_place) { return src; } else { return dst; } } SimpleTensor compute_reference(const TensorShape &shape, DataType data_type, DataLayout data_layout) { std::mt19937 gen(library->seed()); std::uniform_real_distribution dist_gamma(1.f, 2.f); std::uniform_real_distribution dist_beta(-2.f, 2.f); std::uniform_real_distribution dist_epsilon(1e-16f, 1e-12f); const float gamma = dist_gamma(gen); const float beta = dist_beta(gen); const float epsilon = dist_epsilon(gen); // Create reference SimpleTensor src{ shape, data_type }; // Fill reference fill(src); return reference::instance_normalization(src, gamma, beta, epsilon); } TensorType _target{}; SimpleTensor _reference{}; }; } // namespace validation } // namespace test } // namespace arm_compute #endif /* ARM_COMPUTE_TEST_INSTANCENORMALIZATION_FIXTURE */