/* * Copyright (c) 2018 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. */ #include "helpers.h" #if defined(TYPE) && defined(SELECT_TYPE) #define CONST_ONE 1.f #define ABS_OP(a) fabs((a)) #define ADD_OP(a, b) ((a) + (b)) #define SUB_OP(a, b) ((a) - (b)) #define MUL_OP(a, b) ((a) * (b)) #define MLA_OP(a, b, c) ((b) * (c) + (a)) #define DIV_OP(a, b) ((a) / (b)) #define EXP_OP(a) exp((a)) #define LOG_OP(a) log((a)) #define SQRT_OP(a) sqrt((a)) #define TANH_OP(a) tanh((a)) // Logistic Activation inline TYPE logistic_op(TYPE x) { return DIV_OP((TYPE)CONST_ONE, ADD_OP((TYPE)CONST_ONE, EXP_OP(-x))); } // Hyperbolic Tangent Activation inline TYPE tanh_op(TYPE x) { return MUL_OP((TYPE)A_VAL, TANH_OP(MUL_OP((TYPE)B_VAL, x))); } // RELU Tangent Activation inline TYPE relu_op(TYPE x) { return max((TYPE)0, x); } // Bounded RELU Activation inline TYPE brelu_op(TYPE x) { return min((TYPE)A_VAL, max((TYPE)0, x)); } // Lower Upper Bounded RELU Activation inline TYPE lu_brelu_op(TYPE x) { return min(max(x, (TYPE)B_VAL), (TYPE)A_VAL); } // Leaky RELU Activation inline TYPE lrelu_op(TYPE x) { return select(MUL_OP((TYPE)A_VAL, x), x, CONVERT(x > (TYPE)0, SELECT_TYPE)); } // Soft RELU Activation inline TYPE srelu_op(TYPE x) { return CONVERT(LOG_OP(ADD_OP((VEC_DATA_TYPE(float, VEC_SIZE))CONST_ONE, EXP_OP(CONVERT(x, VEC_DATA_TYPE(float, VEC_SIZE))))), TYPE); } // Absolute Activation inline TYPE abs_op(TYPE x) { return ABS_OP(x); } // Square Activation inline TYPE square_op(TYPE x) { return MUL_OP(x, x); } // Square-root Activation inline TYPE sqrt_op(TYPE x) { return SQRT_OP(x); } // Linear Activation inline TYPE linear_op(TYPE x) { return MLA_OP((TYPE)B_VAL, (TYPE)A_VAL, x); } #define ACTIVATION_OP2(op, x) op##_op(x) #define ACTIVATION_OP(op, x) ACTIVATION_OP2(op, x) #endif // defined(TYPE) && defined(SELECT_TYPE)