/* * * (C) 2013-23 - ntop.org * * * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation; either version 3 of the License, or * (at your option) any later version. * * This program is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software Foundation, * Inc., 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. * */ #ifndef _DES_COUNTER_H_ #define _DES_COUNTER_H_ #include "ntop_includes.h" /* ************************ */ /* Counter based on Double Exponential smoothing algorithm */ class DESCounter : public BehaviouralCounter { private: struct ndpi_des_struct des; public: DESCounter(double alpha = 0.9, double beta = 0.035, float significance = 0.05) : BehaviouralCounter() { if (ndpi_des_init(&des, alpha, beta, significance) != 0) throw "Error while creating DES"; } DESCounter(struct ndpi_des_struct *_des) { memcpy(&des, &_des, sizeof(struct ndpi_des_struct)); } bool addObservation(u_int64_t value) { double forecast, confidence_band; bool rc = (ndpi_des_add_value(&des, value, &forecast, &confidence_band) == 1) ? true : false; double l_forecast = forecast - confidence_band; double h_forecast = forecast + confidence_band; last_value = value; last_lower = (u_int64_t)floor(((l_forecast < 0) ? 0 : l_forecast)); last_upper = (u_int64_t)round(h_forecast + 0.5); if (rc) { is_anomaly = ((value < last_lower) || (value > last_upper)) ? true : false; if (is_anomaly) tot_num_anomalies++; return (is_anomaly); } return (rc); } inline void resetStats() { ndpi_des_reset(&des); } inline DESCounter *clone() { return (new (std::nothrow) DESCounter(&des)); } inline void set(DESCounter *c) { memcpy(&des, &c->des, sizeof(struct ndpi_des_struct)); } }; #endif /* _DES_COUNTER_H_ */