You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
92 lines
2.5 KiB
92 lines
2.5 KiB
2 years ago
|
/*
|
||
|
* Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
|
||
|
*
|
||
|
* SPDX-License-Identifier: Apache-2.0
|
||
|
*
|
||
|
* Licensed under the Apache License, Version 2.0 (the License); you may
|
||
|
* not use this file except in compliance with the License.
|
||
|
* You may obtain a copy of the License at
|
||
|
*
|
||
|
* www.apache.org/licenses/LICENSE-2.0
|
||
|
*
|
||
|
* Unless required by applicable law or agreed to in writing, software
|
||
|
* distributed under the License is distributed on an AS IS BASIS, WITHOUT
|
||
|
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||
|
* See the License for the specific language governing permissions and
|
||
|
* limitations under the License.
|
||
|
*/
|
||
|
|
||
|
/* ----------------------------------------------------------------------
|
||
|
* Project: CMSIS NN Library
|
||
|
* Title: arm_nn_activations_q7.c
|
||
|
* Description: Q7 neural network activation function using direct table look-up
|
||
|
*
|
||
|
* $Date: 17. January 2018
|
||
|
* $Revision: V.1.0.0
|
||
|
*
|
||
|
* Target Processor: Cortex-M cores
|
||
|
*
|
||
|
* -------------------------------------------------------------------- */
|
||
|
|
||
|
#include "arm_math.h"
|
||
|
#include "arm_common_tables.h"
|
||
|
#include "arm_nnfunctions.h"
|
||
|
|
||
|
/**
|
||
|
* @ingroup groupNN
|
||
|
*/
|
||
|
|
||
|
/**
|
||
|
* @addtogroup Acti
|
||
|
* @{
|
||
|
*/
|
||
|
|
||
|
/**
|
||
|
* @brief Q7 neural network activation function using direct table look-up
|
||
|
* @param[in,out] data pointer to input
|
||
|
* @param[in] size number of elements
|
||
|
* @param[in] int_width bit-width of the integer part, assume to be smaller than 3
|
||
|
* @param[in] type type of activation functions
|
||
|
* @return none.
|
||
|
*
|
||
|
* @details
|
||
|
*
|
||
|
* This is the direct table look-up approach.
|
||
|
*
|
||
|
* Assume here the integer part of the fixed-point is <= 3.
|
||
|
* More than 3 just not making much sense, makes no difference with
|
||
|
* saturation followed by any of these activation functions.
|
||
|
*/
|
||
|
|
||
|
void arm_nn_activations_direct_q7(q7_t * data, uint16_t size, uint16_t int_width, arm_nn_activation_type type)
|
||
|
{
|
||
|
uint16_t i = size;
|
||
|
q7_t *pIn = data;
|
||
|
q7_t *pOut = data;
|
||
|
q7_t in;
|
||
|
q7_t out;
|
||
|
uint16_t shift_size = 3 - int_width;
|
||
|
const q7_t *lookup_table;
|
||
|
switch (type)
|
||
|
{
|
||
|
case ARM_SIGMOID:
|
||
|
lookup_table = sigmoidTable_q7;
|
||
|
break;
|
||
|
case ARM_TANH:
|
||
|
default:
|
||
|
lookup_table = tanhTable_q7;
|
||
|
break;
|
||
|
}
|
||
|
while (i)
|
||
|
{
|
||
|
in = *pIn++;
|
||
|
out = lookup_table[(uint8_t) (in >> shift_size)];
|
||
|
*pOut++ = out;
|
||
|
i--;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
/**
|
||
|
* @} end of Acti group
|
||
|
*/
|