/* * 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. */ #ifndef _REF_FUNCTIONS_H_ #define _REF_FUNCTIONS_H_ #include "arm_math.h" #include "arm_nnfunctions.h" //#include "arm_nnsupportfunctions.h" #include "fully_connected_testing_weights.h" #ifdef __cplusplus extern "C" { #endif /* * * Convolution reference implemenation * */ void arm_convolve_HWC_q7_ref(const q7_t * Im_in, // input image const uint16_t dim_im_in, // input image dimention const uint16_t ch_im_in, // number of input image channels const q7_t * wt, // kernel weights const uint16_t ch_im_out, // number of filters, i.e., output image channels const uint16_t dim_kernel, // filter kernel size const uint16_t padding, // padding sizes const uint16_t stride, // stride const q7_t * bias, // bias const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image const uint16_t dim_im_out, // output image dimension q15_t * bufferA, //buffer space for input q7_t * bufferB //buffer space for output ); void arm_convolve_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image const uint16_t dim_im_in_x, // input image dimention x const uint16_t dim_im_in_y, // input image dimention y const uint16_t ch_im_in, // number of input image channels const q7_t * wt, // kernel weights const uint16_t ch_im_out, // number of filters, i.e., output image channels const uint16_t dim_kernel_x, // filter kernel size x const uint16_t dim_kernel_y, // filter kernel size y const uint16_t padding_x, // padding sizes x const uint16_t padding_y, // padding sizes y const uint16_t stride_x, // stride x const uint16_t stride_y, // stride y const q7_t * bias, // bias const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image const uint16_t dim_im_out_x, // output image dimension x const uint16_t dim_im_out_y, // output image dimension y q15_t * bufferA, //buffer space for input q7_t * bufferB //buffer space for output ); void arm_convolve_HWC_q15_ref(const q15_t * Im_in, // input image const uint16_t dim_im_in, // input image dimention const uint16_t ch_im_in, // number of input image channels const q15_t * wt, // kernel weights const uint16_t ch_im_out, // number of filters, i.e., output image channels const uint16_t dim_kernel, // filter kernel size const uint16_t padding, // padding sizes const uint16_t stride, // stride const q15_t * bias, // bias const uint16_t bias_shift, const uint16_t out_shift, q15_t * Im_out, // output image const uint16_t dim_im_out, // output image dimension q15_t * bufferA, //buffer space for input q7_t * bufferB //buffer space for output ); void arm_convolve_HWC_q15_nonsquare_ref(const q15_t * Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, const uint16_t ch_im_in, const q15_t * wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, const uint16_t stride_x, const uint16_t stride_y, const q15_t * bias, const uint16_t bias_shift, const uint16_t out_shift, q15_t * Im_out, const uint16_t dim_im_out_x, const uint16_t dim_im_out_y, q15_t * bufferA, q7_t * bufferB); void arm_depthwise_separable_conv_HWC_q7_ref(const q7_t * Im_in, // input image const uint16_t dim_im_in, // input image dimention const uint16_t ch_im_in, // number of input image channels const q7_t * wt, // kernel weights const uint16_t ch_im_out, // number of filters, i.e., output image channels const uint16_t dim_kernel, // filter kernel size const uint16_t padding, // padding sizes const uint16_t stride, // stride const q7_t * bias, // bias const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output q7_t * Im_out, // output image const uint16_t dim_im_out, // output image dimension q15_t * bufferA, //buffer space for input q7_t * bufferB //buffer space for output ); void arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image const uint16_t dim_im_in_x, // input image dimention x const uint16_t dim_im_in_y, // input image dimention y const uint16_t ch_im_in, // number of input image channels const q7_t * wt, // kernel weights const uint16_t ch_im_out, // number of filters, i.e., output image channels const uint16_t dim_kernel_x, // filter kernel size x const uint16_t dim_kernel_y, // filter kernel size y const uint16_t padding_x, // padding sizes x const uint16_t padding_y, // padding sizes y const uint16_t stride_x, // stride x const uint16_t stride_y, // stride y const q7_t * bias, // bias const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output q7_t * Im_out, // output image const uint16_t dim_im_out_x, // output image dimension x const uint16_t dim_im_out_y, // output image dimension y q15_t * bufferA, //buffer space for input q7_t * bufferB //buffer space for output ); /* * * Fully-connected reference implemenation * */ void arm_fully_connected_q7_ref(const q7_t * pV, // pointer to vector const q7_t * pM, // pointer to matrix const uint16_t dim_vec, // length of the vector const uint16_t num_of_rows, // numCol of A const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output const q7_t * bias, q7_t * pOut, // output operand q15_t * vec_buffer); void arm_fully_connected_q15_ref(const q15_t * pV, // pointer to vector const q15_t * pM, // pointer to matrix const uint16_t dim_vec, // length of the vector const uint16_t num_of_rows, // numCol of A const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output const q15_t * bias, q15_t * pOut, // output operand q15_t * vec_buffer); void arm_fully_connected_mat_q7_vec_q15_ref(const q15_t * pV, // pointer to vector const q7_t * pM, // pointer to matrix const uint16_t dim_vec, // length of the vector const uint16_t num_of_rows, // numCol of A const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output const q7_t * bias, q15_t * pOut, // output operand q15_t * vec_buffer); void arm_fully_connected_q7_opt_ref(const q7_t * pV, // pointer to vector const q7_t * pM, // pointer to matrix const uint16_t dim_vec, // length of the vector const uint16_t num_of_rows, // numCol of A const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output const q7_t * bias, q7_t * pOut, // output operand q15_t * vec_buffer); void arm_fully_connected_q15_opt_ref(const q15_t * pV, // pointer to vector const q15_t * pM, // pointer to matrix const uint16_t dim_vec, // length of the vector const uint16_t num_of_rows, // numCol of A const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output const q15_t * bias, q15_t * pOut, // output operand q15_t * vec_buffer); void arm_fully_connected_mat_q7_vec_q15_opt_ref(const q15_t * pV, // pointer to vector const q7_t * pM, // pointer to matrix const uint16_t dim_vec, // length of the vector const uint16_t num_of_rows, // numCol of A const uint16_t bias_shift, // amount of left-shift for bias const uint16_t out_shift, // amount of right-shift for output const q7_t * bias, q15_t * pOut, // output operand q15_t * vec_buffer); /* * * Pooling reference implemenation * */ void arm_avepool_q7_HWC_ref(const q7_t * Im_in, // input image const uint16_t dim_im_in, // input image dimension const uint16_t ch_im_in, // number of input image channels const uint16_t dim_kernel, // window kernel size const uint16_t padding, // padding sizes const uint16_t stride, // stride const uint16_t dim_im_out, // output image dimension q7_t * bufferA, // a buffer for local storage q7_t * Im_out); void arm_maxpool_q7_HWC_ref(const q7_t * Im_in, // input image const uint16_t dim_im_in, // input image dimension const uint16_t ch_im_in, // number of input image channels const uint16_t dim_kernel, // window kernel size const uint16_t padding, // padding sizes const uint16_t stride, // stride const uint16_t dim_im_out, // output image dimension q7_t * bufferA, // a buffer for local storage q7_t * Im_out); /* * * Other reference implemenation * */ void arm_relu_q7_ref(q7_t * data, uint16_t size); void arm_relu_q15_ref(q15_t * data, uint16_t size); void arm_nn_mult_q7_ref(q7_t * pSrcA, q7_t * pSrcB, q7_t * pDst, const uint16_t out_shift, uint32_t blockSize); void arm_nn_mult_q15_ref(q15_t * pSrcA, q15_t * pSrcB, q15_t * pDst, const uint16_t out_shift, uint32_t blockSize); #ifdef __cplusplus } #endif #endif