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TAIXIN/csky/csi_dsp/include/csi_nnsupportfunctions.h

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C

/*
* Copyright (C) 2016-2019 C-SKY Limited. 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.
*/
/* ----------------------------------------------------------------------
* Title: csi_nnsupportfunctions.h
* Description: Public header file of support functions for CSI NN Library
*
* -------------------------------------------------------------------- */
#ifndef _CSKY_DSP2_NNSUPPORTFUNCTIONS_H_
#define _CSKY_DSP2_NNSUPPORTFUNCTIONS_H_
#include "csi_instance.h"
#ifdef __cplusplus
extern "C"
{
#endif
/**
* @brief Union for SIMD access of Q31/Q15/Q7 types
*/
union csi_nnword
{
q31_t word; /**< Q31 type */
q15_t half_words[2]; /**< Q15 type */
q7_t bytes[4]; /**< Q7 type */
};
/**
* @defgroup nndata_convert Neural Network Data Conversion Functions
*
* Perform data type conversion in-between neural network operations
*
*/
/**
* @brief Converts the elements of the Q7 vector to Q15 vector without left-shift
* @param[in] *pSrc points to the Q7 input vector
* @param[out] *pDst points to the Q15 output vector
* @param[in] blockSize length of the input vector
* @return none.
*
*/
void csi_q7_to_q15_no_shift(const q7_t * pSrc, q15_t * pDst,
uint32_t blockSize);
/**
* @brief Converts the elements of the Q7 vector to reordered Q15 vector without left-shift
* @param[in] *pSrc points to the Q7 input vector
* @param[out] *pDst points to the Q15 output vector
* @param[in] blockSize length of the input vector
* @return none.
*
*/
void csi_q7_to_q15_reordered_no_shift(const q7_t * pSrc, q15_t * pDst,
uint32_t blockSize);
#if defined (CSI_MATH_DSP)
/**
* @brief read and expand one Q7 word into two Q15 words
*/
__ALWAYS_STATIC_INLINE void *read_and_pad(void *source, q31_t *out1,
q31_t *out2)
{
q31_t inA = *__SIMD32(source)++;
q31_t inAbuf1 = __SXTB16(__ROR(inA, 8));
q31_t inAbuf2 = __SXTB16(inA);
#ifndef CSKY_MATH_BIG_ENDIAN
*out2 = __PKHTB(inAbuf1, inAbuf2, 16);
*out1 = __PKHBT(inAbuf2, inAbuf1, 16);
#else
*out1 = __PKHTB(inAbuf1, inAbuf2, 16);
*out2 = __PKHBT(inAbuf2, inAbuf1, 16);
#endif
return source;
}
/**
* @brief read and expand one Q7 word into two Q15 words with reordering
*/
__ALWAYS_STATIC_INLINE void *read_and_pad_reordered(void *source, q31_t * out1,
q31_t * out2)
{
q31_t inA = *__SIMD32(source)++;
#ifndef CSKY_MATH_BIG_ENDIAN
*out2 = __SXTB16(__ROR(inA, 8));
*out1 = __SXTB16(inA);
#else
*out1 = __SXTB16(__ROR(inA, 8));
*out2 = __SXTB16(inA);
#endif
return source;
}
#endif
q7_t *csi_nn_mat_mult_kernel_q7_q15_reordered(const q7_t * pA,
const q15_t * pInBuffer,
const uint16_t ch_im_out,
const uint16_t numCol_A,
const uint16_t bias_shift,
const uint16_t out_shift,
const q7_t * bias,
q7_t * pOut);
q7_t *csi_nn_mat_mult_kernel_q7_q15(const q7_t * pA,
const q15_t * pInBuffer,
const uint16_t ch_im_out,
const uint16_t numCol_A,
const uint16_t bias_shift,
const uint16_t out_shift,
const q7_t * bias,
q7_t * pOut);
/**
* @brief A few utility functions used by pooling functions
*
*/
void buffer_scale_back_q15_to_q7(q15_t * buffer, q7_t * target,
uint16_t length, uint16_t scale);
void accumulate_q7_to_q15(q15_t * base, q7_t * target,
const uint16_t length);
/**
* @brief defition to adding rouding offset
*/
#ifndef CSKY_NN_TRUNCATE
#define NN_ROUND(out_shift) ( 0x1 << (out_shift - 1) )
#else
#define NN_ROUND(out_shift) 0
#endif
#ifdef __cplusplus
}
#endif
#endif