/* * 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. */ #include "helpers.h" #define TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) #if defined(S1_VAL) && !defined(S2_VAL) #define S2_VAL S1_VAL #endif // defined(S1_VAL) && !defined(S2_VAL) #if defined(O1_VAL) && !defined(O2_VAL) #define O2_VAL O1_VAL #endif // defined(O1_VAL) && !defined(O2_VAL) // RELU Activation inline TYPE relu_op(TYPE x) { return max((TYPE)CONST_0, x); } // Bounded RELU Activation inline TYPE brelu_op(TYPE x) { return min((TYPE)A_VAL, max(CONST_0, x)); } // Lower Upper Bounded RELU Activation inline TYPE lu_brelu_op(TYPE x) { return min(max(x, (TYPE)B_VAL), (TYPE)A_VAL); } #define ACTIVATION_OP2(op, x) op##_op(x) #define ACTIVATION_OP(op, x) ACTIVATION_OP2(op, x) #if defined(S1_VAL) && defined(S2_VAL) #if defined(O1_VAL) && defined(O2_VAL) #define PERFORM_ACTIVATION_QUANT(act, data) \ ({ \ data = ACTIVATION_OP(act, data); \ \ VEC_DATA_TYPE(float, VEC_SIZE) \ fdata = CONVERT(data, VEC_DATA_TYPE(float, VEC_SIZE)); \ \ fdata = round((fdata - (float)O1_VAL) * ((float)S1_VAL / (float)S2_VAL) + (float)O2_VAL); \ data = CONVERT_SAT(fdata, VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)); \ }) #else // defined(O1_VAL) && defined(O2_VAL) #define PERFORM_ACTIVATION_QUANT(act, data) \ ({ \ data = ACTIVATION_OP(act, data); \ \ VEC_DATA_TYPE(float, VEC_SIZE) \ fdata = CONVERT(data, VEC_DATA_TYPE(float, VEC_SIZE)); \ \ fdata = round((fdata) * ((float)S1_VAL / (float)S2_VAL)); \ data = CONVERT_SAT(fdata, VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)); \ }) #endif /* defined(O1_VAL) && defined(O2_VAL) */ #else /* defined(S1_VAL) && defined(S2_VAL) */ #define PERFORM_ACTIVATION_QUANT(act, data) \ ({ \ data = ACTIVATION_OP(act, data); \ }) #endif /* defined(S1_VAL) && defined(S2_VAL) */