/* * Copyright (c) 2018-2019 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. */ #ifdef DATA_TYPE_FP32 precision highp float; #elif defined(DATA_TYPE_FP16) #if defined(LOGISTIC) || defined(TANH) || defined(SRELU) || defined(SQRT) precision highp float; #else /*LOGISTIC_TANH_SRELU_SQRT*/ precision mediump float; #endif /*LOGISTIC_TANH_SRELU_SQRT*/ #endif /*DATA_TYPE_FP32*/ #define ABS_OP(a) abs((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 CONST_ONE (1.f) // Logistic Activation float logistic_op(float x) { return DIV_OP(CONST_ONE, ADD_OP(CONST_ONE, EXP_OP(-x))); } vec4 logistic_op(vec4 x) { return DIV_OP(vec4(CONST_ONE), ADD_OP(CONST_ONE, EXP_OP(-x))); } // Hyperbolic Tangent Activation float tanh_op(float x) { float tmp = float(B_VAL) * x; if(tmp > 10.f) { return MUL_OP(float(A_VAL), 1.f); } else if(tmp < -10.f) { return MUL_OP(float(A_VAL), -1.f); } else { return MUL_OP(float(A_VAL), tanh(tmp + 0.000001f)); } } // RELU Tangent Activation float relu_op(float x) { return max(0.f, x); } vec4 relu_op(vec4 x) { return max(vec4(0.f), x); } // Bounded RELU Activation float brelu_op(float x) { return min(float(A_VAL), max(float(0.0), x)); } // Lower Upper Bounded RELU Activation float lu_brelu_op(float x) { return min(max(x, float(B_VAL)), float(A_VAL)); } // Leaky RELU Activation float lrelu_op(float x) { return (x > float(0.0)) ? x : MUL_OP(float(A_VAL), x); } // Soft RELU Activation float srelu_op(float x) { return LOG_OP(ADD_OP(CONST_ONE, EXP_OP(x))); } // ELU Activation float elu_op(float x) { return (x >= float(0.0)) ? x : MUL_OP(float(A_VAL), SUB_OP(EXP_OP(x), CONST_ONE)); } // Absolute Activation float abs_op(float x) { return ABS_OP(x); } // Square Activation float square_op(float x) { return MUL_OP(x, x); } // Square-root Activation float sqrt_op(float x) { return SQRT_OP(x); } // Linear Activation float linear_op(float x) { return MLA_OP(float(B_VAL), float(A_VAL), x); } // Linear Activation float identity_op(float x) { return x; }