/* * Copyright (c) 2017 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_VALIDATION_HELPERS_H__ #define __ARM_COMPUTE_TEST_VALIDATION_HELPERS_H__ #include "Types.h" #include #include namespace arm_compute { namespace test { namespace validation { /** Helper function to get the testing range for each activation layer. * * @param[in] activation Activation function to test. * @param[in] fixed_point_position (Optional) Number of bits for the fractional part. Defaults to 1. * * @return A pair containing the lower upper testing bounds for a given function. */ template std::pair get_activation_layer_test_bounds(ActivationLayerInfo::ActivationFunction activation, int fixed_point_position = 1) { bool is_float = std::is_floating_point::value; std::pair bounds; // Set initial values if(is_float) { bounds = std::make_pair(-255.f, 255.f); } else { bounds = std::make_pair(std::numeric_limits::lowest(), std::numeric_limits::max()); } // Reduce testing ranges switch(activation) { case ActivationLayerInfo::ActivationFunction::LOGISTIC: case ActivationLayerInfo::ActivationFunction::SOFT_RELU: // Reduce range as exponent overflows if(is_float) { bounds.first = -40.f; bounds.second = 40.f; } else { bounds.first = -(1 << (fixed_point_position)); bounds.second = 1 << (fixed_point_position); } break; case ActivationLayerInfo::ActivationFunction::TANH: // Reduce range as exponent overflows if(!is_float) { bounds.first = -(1 << (fixed_point_position)); bounds.second = 1 << (fixed_point_position); } break; case ActivationLayerInfo::ActivationFunction::SQRT: // Reduce range as sqrt should take a non-negative number bounds.first = (is_float) ? 0 : 1 << (fixed_point_position); break; default: break; } return bounds; } /** Helper function to get the testing range for batch normalization layer. * * @param[in] fixed_point_position (Optional) Number of bits for the fractional part. Defaults to 1. * * @return A pair containing the lower upper testing bounds. */ template std::pair get_batchnormalization_layer_test_bounds(int fixed_point_position = 1) { bool is_float = std::is_floating_point::value; std::pair bounds; // Set initial values if(is_float) { bounds = std::make_pair(-1.f, 1.f); } else { bounds = std::make_pair(1, 1 << (fixed_point_position)); } return bounds; } } // namespace validation } // namespace test } // namespace arm_compute #endif //__ARM_COMPUTE_TEST_VALIDATION_HELPERS_H__