/* * Copyright (C) 2022 Arm Limited or its affiliates. * * 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_max_pool_s16.c * Description: Pooling function implementations * * $Date: 24. January 2022 * $Revision: V.1.0.0 * * Target Processor: Cortex-M CPUs * * -------------------------------------------------------------------- */ #include "arm_nnfunctions.h" #include "arm_nnsupportfunctions.h" static void compare_and_replace_if_larger(int16_t *base, const int16_t *target, int32_t length) { q15_t *dst = base; const q15_t *src = target; union arm_nnword ref_max; union arm_nnword comp_max; int32_t cnt = length >> 1; while (cnt > 0l) { ref_max.word = arm_nn_read_q15x2(dst); comp_max.word = arm_nn_read_q15x2_ia(&src); if (comp_max.half_words[0] > ref_max.half_words[0]) { ref_max.half_words[0] = comp_max.half_words[0]; } if (comp_max.half_words[1] > ref_max.half_words[1]) { ref_max.half_words[1] = comp_max.half_words[1]; } arm_nn_write_q15x2_ia(&dst, ref_max.word); cnt--; } if (length & 0x1) { if (*src > *dst) { *dst = *src; } } } static void clamp_output(int16_t *source, int32_t length, const int16_t act_min, const int16_t act_max) { union arm_nnword in; int32_t cnt = length >> 1; while (cnt > 0l) { in.word = arm_nn_read_q15x2(source); in.half_words[0] = MAX(in.half_words[0], act_min); in.half_words[0] = MIN(in.half_words[0], act_max); in.half_words[1] = MAX(in.half_words[1], act_min); in.half_words[1] = MIN(in.half_words[1], act_max); arm_nn_write_q15x2_ia(&source, in.word); cnt--; } if (length & 0x1) { int16_t comp = *source; comp = MAX(comp, act_min); comp = MIN(comp, act_max); *source = comp; } } /** * @ingroup groupNN */ /** * @addtogroup Pooling * @{ */ /* * Optimized s16 max pooling function * * Refer to header file for details. * */ arm_status arm_max_pool_s16(const cmsis_nn_context *ctx, const cmsis_nn_pool_params *pool_params, const cmsis_nn_dims *input_dims, const int16_t *src, const cmsis_nn_dims *filter_dims, const cmsis_nn_dims *output_dims, int16_t *dst) { const int32_t input_y = input_dims->h; const int32_t input_x = input_dims->w; const int32_t output_y = output_dims->h; const int32_t output_x = output_dims->w; const int32_t stride_y = pool_params->stride.h; const int32_t stride_x = pool_params->stride.w; const int32_t kernel_y = filter_dims->h; const int32_t kernel_x = filter_dims->w; const int32_t pad_y = pool_params->padding.h; const int32_t pad_x = pool_params->padding.w; const int16_t act_min = pool_params->activation.min; const int16_t act_max = pool_params->activation.max; const int32_t channel_in = input_dims->c; (void)ctx; int16_t *dst_base = dst; for (int i_y = 0, base_idx_y = -pad_y; i_y < output_y; base_idx_y += stride_y, i_y++) { for (int i_x = 0, base_idx_x = -pad_x; i_x < output_x; base_idx_x += stride_x, i_x++) { /* Condition for kernel start dimension: (base_idx_ + kernel__start) >= 0 */ const int32_t ker_y_start = MAX(0, -base_idx_y); const int32_t ker_x_start = MAX(0, -base_idx_x); /* Condition for kernel end dimension: (base_idx_ + kernel__end) < dim_src_ */ const int32_t kernel_y_end = MIN(kernel_y, input_y - base_idx_y); const int32_t kernel_x_end = MIN(kernel_x, input_x - base_idx_x); int count = 0; for (int k_y = ker_y_start; k_y < kernel_y_end; k_y++) { for (int k_x = ker_x_start; k_x < kernel_x_end; k_x++) { const int16_t *start = src + channel_in * (k_x + base_idx_x + (k_y + base_idx_y) * input_x); if (count == 0) { memcpy(dst, start, channel_in * sizeof(int16_t)); count++; } else { compare_and_replace_if_larger(dst, start, channel_in); } } } /* 'count' is expected to be non-zero here. */ dst += channel_in; } } clamp_output(dst_base, output_x * output_y * channel_in, act_min, act_max); return ARM_MATH_SUCCESS; } /** * @} end of Pooling group */