/* * Copyright (c) 2017-2019 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_ACTIVATION_LAYER_FIXTURE #define ARM_COMPUTE_TEST_ACTIVATION_LAYER_FIXTURE #include "arm_compute/core/TensorShape.h" #include "arm_compute/core/Types.h" #include "tests/AssetsLibrary.h" #include "tests/Globals.h" #include "tests/IAccessor.h" #include "tests/ParametersLibrary.h" #include "tests/framework/Asserts.h" #include "tests/framework/Fixture.h" #include "tests/validation/Helpers.h" #include "tests/validation/reference/ActivationLayer.h" #include namespace arm_compute { namespace test { namespace validation { template class ActivationValidationGenericFixture : public framework::Fixture { public: template void setup(TensorShape shape, bool in_place, ActivationLayerInfo::ActivationFunction function, float alpha_beta, DataType data_type, QuantizationInfo quantization_info) { ActivationLayerInfo info(function, alpha_beta, alpha_beta); _in_place = in_place; _data_type = data_type; _output_quantization_info = calculate_output_quantization_info(_data_type, info, quantization_info); _input_quantization_info = in_place ? _output_quantization_info : quantization_info; _function = function; _target = compute_target(shape, info); _reference = compute_reference(shape, info); } protected: template void fill(U &&tensor) { if(is_data_type_float(_data_type)) { float min_bound = 0; float max_bound = 0; std::tie(min_bound, max_bound) = get_activation_layer_test_bounds(_function, _data_type); std::uniform_real_distribution<> distribution(min_bound, max_bound); library->fill(tensor, distribution, 0); } else if(is_data_type_quantized(tensor.data_type())) { library->fill_tensor_uniform(tensor, 0); } else { int min_bound = 0; int max_bound = 0; std::tie(min_bound, max_bound) = get_activation_layer_test_bounds(_function, _data_type); std::uniform_int_distribution<> distribution(min_bound, max_bound); library->fill(tensor, distribution, 0); } } TensorType compute_target(const TensorShape &shape, ActivationLayerInfo info) { // Create tensors TensorType src = create_tensor(shape, _data_type, 1, _input_quantization_info); TensorType dst = create_tensor(shape, _data_type, 1, _output_quantization_info); // Create and configure function FunctionType act_layer(parameters->get_ctx()); TensorType *dst_ptr = _in_place ? nullptr : &dst; act_layer.configure(&src, dst_ptr, info); ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Allocate tensors src.allocator()->allocate(); ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); if(!_in_place) { dst.allocator()->allocate(); ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); } // Fill tensors fill(AccessorType(src)); // Compute function act_layer.run(); if(_in_place) { return src; } else { return dst; } } SimpleTensor compute_reference(const TensorShape &shape, ActivationLayerInfo info) { // Create reference SimpleTensor src{ shape, _data_type, 1, _input_quantization_info }; // Fill reference fill(src); return reference::activation_layer(src, info, _output_quantization_info); } private: QuantizationInfo calculate_output_quantization_info(DataType dt, const ActivationLayerInfo &act_info, const QuantizationInfo &default_qinfo) { auto qasymm8_max = float(std::numeric_limits::max()) + 1.f; auto qsymm16_max = float(std::numeric_limits::max()) + 1.f; switch(act_info.activation()) { case ActivationLayerInfo::ActivationFunction::TANH: if(dt == DataType::QSYMM16) { return QuantizationInfo(1.f / qsymm16_max, 0); } else if(dt == DataType::QASYMM8) { return QuantizationInfo(1.f / (0.5 * qasymm8_max), int(0.5 * qasymm8_max)); } else { return default_qinfo; } case ActivationLayerInfo::ActivationFunction::LOGISTIC: if(dt == DataType::QSYMM16) { return QuantizationInfo(1.f / qsymm16_max, 0); } else if(dt == DataType::QASYMM8) { return QuantizationInfo(1.f / qasymm8_max, 0); } else { return default_qinfo; } default: return default_qinfo; } } protected: TensorType _target{}; SimpleTensor _reference{}; bool _in_place{}; QuantizationInfo _input_quantization_info{}; QuantizationInfo _output_quantization_info{}; DataType _data_type{}; ActivationLayerInfo::ActivationFunction _function{}; }; template class ActivationValidationFixture : public ActivationValidationGenericFixture { public: template void setup(TensorShape shape, bool in_place, ActivationLayerInfo::ActivationFunction function, float alpha_beta, DataType data_type) { ActivationValidationGenericFixture::setup(shape, in_place, function, alpha_beta, data_type, QuantizationInfo()); } }; template class ActivationValidationQuantizedFixture : public ActivationValidationGenericFixture { public: template void setup(TensorShape shape, bool in_place, ActivationLayerInfo::ActivationFunction function, float alpha_beta, DataType data_type, QuantizationInfo quantization_info) { ActivationValidationGenericFixture::setup(shape, in_place, function, alpha_beta, data_type, quantization_info); } }; } // namespace validation } // namespace test } // namespace arm_compute #endif /* ARM_COMPUTE_TEST_ACTIVATION_LAYER_FIXTURE */