/* USER CODE BEGIN Header */ /** ****************************************************************************** * @file : main.c * @brief : Main program body ****************************************************************************** * @attention * *

© Copyright (c) 2020 STMicroelectronics. * All rights reserved.

* * This software component is licensed by ST under BSD 3-Clause license, * the "License"; You may not use this file except in compliance with the * License. You may obtain a copy of the License at: * opensource.org/licenses/BSD-3-Clause * ************** **************************************************************** */ /* USER CODE END Header */ /* Includes ------------------------------------------------------------------*/ #include "main.h" #include "dcmi.h" #include "dma.h" #include "i2c.h" #include "usart.h" #include "spi.h" #include "gpio.h" #include "cmsis_os.h" #include "nnom.h" #include "image.h" #include "weights.h" //task1 #define TASK1_STK_SIZE 256 void task1(void *pdata); osThreadDef(task1, osPriorityNormal, 1, TASK1_STK_SIZE); //task2 #define TASK2_STK_SIZE 256 void task2(void *pdata); osThreadDef(task2, osPriorityNormal, 1, TASK2_STK_SIZE); #ifdef NNOM_USING_STATIC_MEMORY uint8_t static_buf[1024*20]; #endif nnom_model_t *model; const char codeLib[] = "@B%8&WM#*oahkbdpqwmZO0QLCJUYXzcvunxrjft/\\|()1{}[]?-_+~<>i!lI;:,\"^`'. "; void print_img_nnom(int8_t * buf) { for(int y = 0; y < 28; y++) { for (int x = 0; x < 28; x++) { int index = 69 / 127.0 * (127 - buf[y*28+x]); if(index > 69) index =69; if(index < 0) index = 0; printf("%c",codeLib[index]); printf("%c",codeLib[index]); } printf("\n"); } } void mnist_nnom() { uint32_t tick, time; uint32_t predic_label; float prob; int32_t index = 0; printf("\nprediction start.. \n"); tick = tos_systick_get(); // copy data and do prediction memcpy(nnom_input_data, (int8_t*)&img[index][0], 784); nnom_predict(model, &predic_label, &prob); time = tos_systick_get() - tick; //print original image to console print_img_nnom((int8_t*)&img[index][0]); printf("Time: %d tick\n", time); printf("Truth label: %d\n", label[index]); printf("Predicted label: %d\n", predic_label); printf("Probability: %d%%\n", (int)(prob*100)); } void task1(void *pdata) { nnom_set_static_buf(static_buf, sizeof(static_buf)); model = nnom_model_create(); model_run(model); mnist_nnom(); while(1) { osDelay(1000); } } void task2(void *pdata) { while(1) { osDelay(1000); } } void application_entry(void *arg) { printf("***nnom mnist example\r\n"); osThreadCreate(osThread(task1), NULL); // Create task1 osThreadCreate(osThread(task2), NULL); // Create task2 }