| /* |
| * Copyright (C) 2010-2020 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_fully_connected_mat_q7_vec_q15.c |
| * Description: Mixed Q15-Q7 fully-connected layer function |
| * |
| * $Date: 20. July 2021 |
| * $Revision: V.1.1.1 |
| * |
| * Target Processor: Cortex-M cores |
| * |
| * -------------------------------------------------------------------- */ |
| |
| #include "arm_nnfunctions.h" |
| #include "arm_nnsupportfunctions.h" |
| |
| /** |
| * @ingroup groupNN |
| */ |
| |
| /** |
| * @addtogroup FC |
| * @{ |
| */ |
| |
| /** |
| * @brief Mixed Q15-Q7 fully-connected layer function |
| * @param[in] pV pointer to input vector |
| * @param[in] pM pointer to matrix weights |
| * @param[in] dim_vec length of the vector |
| * @param[in] num_of_rows number of rows in weight matrix |
| * @param[in] bias_shift amount of left-shift for bias |
| * @param[in] out_shift amount of right-shift for output |
| * @param[in] bias pointer to bias |
| * @param[in,out] pOut pointer to output vector |
| * @param[in,out] vec_buffer pointer to buffer space for input |
| * @return The function returns <code>ARM_MATH_SUCCESS</code> |
| * |
| * @details |
| * |
| * <b>Buffer size:</b> |
| * |
| * vec_buffer size: 0 |
| * |
| * Q7_Q15 version of the fully connected layer |
| * |
| * Weights are in q7_t and Activations are in q15_t |
| * |
| */ |
| |
| arm_status arm_fully_connected_mat_q7_vec_q15(const q15_t *pV, |
| const q7_t *pM, |
| const uint16_t dim_vec, |
| const uint16_t num_of_rows, |
| const uint16_t bias_shift, |
| const uint16_t out_shift, |
| const q7_t *bias, |
| q15_t *pOut, |
| q15_t *vec_buffer) |
| { |
| (void)vec_buffer; |
| #if defined(ARM_MATH_DSP) && !defined(ARM_MATH_MVEI) |
| /* Run the following code for Cortex-M4 and Cortex-M7 */ |
| |
| const q7_t *pB = pM; |
| const q7_t *pB2; |
| q15_t *pO = pOut; |
| const q7_t *pBias = bias; |
| const q15_t *pA = pV; |
| |
| uint16_t rowCnt = num_of_rows >> 1; |
| |
| while (rowCnt) |
| { |
| q31_t sum = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); |
| q31_t sum2 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); |
| uint16_t colCnt = dim_vec >> 2; |
| |
| pA = pV; |
| pB2 = pB + dim_vec; |
| |
| while (colCnt) |
| { |
| q31_t inV, inM11, inM12, inM21, inM22; |
| pB = read_and_pad(pB, &inM11, &inM12); |
| pB2 = read_and_pad(pB2, &inM21, &inM22); |
| |
| inV = arm_nn_read_q15x2_ia(&pA); |
| |
| sum = __SMLAD(inV, inM11, sum); |
| sum2 = __SMLAD(inV, inM21, sum2); |
| |
| inV = arm_nn_read_q15x2_ia(&pA); |
| |
| sum = __SMLAD(inV, inM12, sum); |
| sum2 = __SMLAD(inV, inM22, sum2); |
| |
| colCnt--; |
| } |
| colCnt = dim_vec & 0x3; |
| while (colCnt) |
| { |
| q15_t inV = *pA++; |
| q7_t inM = *pB++; |
| q7_t inM2 = *pB2++; |
| |
| sum += inV * inM; |
| sum2 += inV * inM2; |
| colCnt--; |
| } /* while over colCnt */ |
| *pO++ = (q15_t)(__SSAT((sum >> out_shift), 16)); |
| *pO++ = (q15_t)(__SSAT((sum2 >> out_shift), 16)); |
| |
| /*adjust the pointers and counters */ |
| pB += dim_vec; |
| rowCnt--; |
| } |
| |
| /* left-over part of the rows */ |
| rowCnt = num_of_rows & 0x1; |
| |
| while (rowCnt) |
| { |
| q31_t sum = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); |
| uint16_t colCnt = dim_vec >> 2; |
| |
| pA = pV; |
| |
| while (colCnt) |
| { |
| q31_t inV1, inV2, inM11, inM12; |
| |
| pB = read_and_pad(pB, &inM11, &inM12); |
| |
| inV1 = arm_nn_read_q15x2_ia(&pA); |
| sum = __SMLAD(inV1, inM11, sum); |
| |
| inV2 = arm_nn_read_q15x2_ia(&pA); |
| sum = __SMLAD(inV2, inM12, sum); |
| |
| colCnt--; |
| } |
| |
| /* left-over of the vector */ |
| colCnt = dim_vec & 0x3; |
| while (colCnt) |
| { |
| q15_t inV = *pA++; |
| q7_t inM = *pB++; |
| sum += inV * inM; |
| colCnt--; |
| } |
| |
| *pO++ = (q15_t)(__SSAT((sum >> out_shift), 16)); |
| |
| rowCnt--; |
| } |
| |
| #else |
| int i, j; |
| /* Run the following code as reference implementation for Cortex-M0 and Cortex-M3 */ |
| for (i = 0; i < num_of_rows; i++) |
| { |
| int ip_out = ((q31_t)(bias[i]) << bias_shift) + NN_ROUND(out_shift); |
| for (j = 0; j < dim_vec; j++) |
| { |
| ip_out += pV[j] * pM[i * dim_vec + j]; |
| } |
| pOut[i] = (q15_t)__SSAT((ip_out >> out_shift), 16); |
| } |
| |
| #endif /* ARM_MATH_DSP */ |
| |
| /* Return to ARM_MATH_SUCCESS */ |
| return (ARM_MATH_SUCCESS); |
| } |
| |
| /** |
| * @} end of FC group |
| */ |