/* * 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. */ #include "ref_functions.h" 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) { int16_t i_ch_in, i_x, i_y; int16_t k_x, k_y; for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++) { for (i_y = 0; i_y < dim_im_out; i_y++) { for (i_x = 0; i_x < dim_im_out; i_x++) { int sum = 0; int count = 0; for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; k_y++) { for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; k_x++) { if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in) { sum += Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)]; count++; } } } Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = sum / count; } } } } 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) { int16_t i_ch_in, i_x, i_y; int16_t k_x, k_y; for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++) { for (i_y = 0; i_y < dim_im_out; i_y++) { for (i_x = 0; i_x < dim_im_out; i_x++) { int max = -129; for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; k_y++) { for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; k_x++) { if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in) { if (Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)] > max) { max = Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)]; } } } } Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = max; } } } }