#include <EdgeImpulse.h>
#include <Arduino_LSM9DS1.h>  // Include the library for the accelerometer

#define THRESHOLD 0.5  // Define the threshold for anomaly detection

// Function to initialize the Edge Impulse model
void initializeModel() {
  // Initialize the Edge Impulse model
  if (ei_impulse_init() != EI_IMPULSE_OK) {
    Serial.println("Failed to initialize Edge Impulse model");
    while (1);  // Stop execution if initialization fails
  }
}

void setup() {
  // Start serial communication
  Serial.begin(9600);
  
  // Initialize Edge Impulse model
  initializeModel();
  
  // Initialize the accelerometer
  if (!IMU.begin()) {
    Serial.println("Failed to initialize IMU!");
    while (1);
  }

  // Set built-in LED pin as output
  pinMode(LED_BUILTIN, OUTPUT);
}

void collectData(ei::signal_t* signal) {

#include <EdgeImpulse.h>
#include <Arduino_LSM9DS1.h>  // Include the library for the accelerometer

#define THRESHOLD 0.5  // Define the threshold for anomaly detection

// Function to initialize the Edge Impulse model
void initializeModel() {
  // Initialize the Edge Impulse model
  if (ei_impulse_init() != EI_IMPULSE_OK) {
    Serial.println("Failed to initialize Edge Impulse model");
    while (1);  // Stop execution if initialization fails
  }
}

void setup() {
  // Start serial communication
  Serial.begin(9600);
  
  // Initialize Edge Impulse model
  initializeModel();
  
  // Initialize the accelerometer
  if (!IMU.begin()) {
    Serial.println("Failed to initialize IMU!");
    while (1);
  }

  // Set built-in LED pin as output
  pinMode(LED_BUILTIN, OUTPUT);
}

void collectData(ei::signal_t* signal) {