/* * Copyright (C) 2010-2019 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_max_pool_s8.c * Description: Pure C max pool implementation * * $Date: August 2019 * $Revision: V.1.0.0 * * Target Processor: Cortex-M cores * * -------------------------------------------------------------------- */ #include "arm_nnfunctions.h" #include /** * @ingroup groupNN */ /** * @addtogroup Pooling * @{ */ arm_status arm_max_pool_s8(const uint16_t input_y, const uint16_t input_x, const uint16_t output_y, const uint16_t output_x, const uint16_t stride_y, const uint16_t stride_x, const uint16_t kernel_y, const uint16_t kernel_x, const uint16_t pad_y, const uint16_t pad_x, const int8_t act_min, const int8_t act_max, const uint16_t channel_in, int8_t *input, int16_t *tmp_buffer, int8_t *output) { int32_t i_ch_in, i_out_x, i_out_y; int32_t i_ker_x, i_ker_y; (void)tmp_buffer; for (i_out_y = 0; i_out_y < output_y; i_out_y++) { for (i_out_x = 0; i_out_x < output_x; i_out_x++) { for (i_ch_in = 0; i_ch_in < channel_in; i_ch_in++) { /* Native data type for inner loop variables */ int32_t max_val = (int8_t)Q7_MIN; /* Condition for kernel start dimension: (base_idx_ + ker__start) >= 0 */ const int32_t base_idx_y = (i_out_y * stride_y) - pad_y; const int32_t base_idx_x = (i_out_x * stride_x) - pad_x; 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_ + ker__end) < input_ */ const int32_t ker_y_end = MIN(kernel_y, input_y - base_idx_y); const int32_t ker_x_end = MIN(kernel_x, input_x - base_idx_x); for (i_ker_y = ker_y_start; i_ker_y < ker_y_end; i_ker_y++) { for (i_ker_x = ker_x_start; i_ker_x < ker_x_end; i_ker_x++) { const int32_t col_idx = base_idx_x + i_ker_x; const int32_t row_idx = base_idx_y + i_ker_y; max_val = MAX(input[(row_idx * input_x + col_idx) * channel_in + i_ch_in], max_val); } } /* Activation function */ max_val = MAX(max_val, act_min); max_val = MIN(max_val, act_max); output[i_ch_in + channel_in * (i_out_x + i_out_y * output_x)] = (int8_t)max_val; } } } return ARM_MATH_SUCCESS; } /** * @} end of Pooling group */