+++ /dev/null
-package edu.uci.iotproject;
-
-import static edu.uci.iotproject.analysis.UserAction.Type;
-
-import edu.uci.iotproject.analysis.*;
-import edu.uci.iotproject.io.TriggerTimesFileReader;
-import edu.uci.iotproject.trafficreassembly.layer3.Conversation;
-import edu.uci.iotproject.trafficreassembly.layer3.TcpReassembler;
-import edu.uci.iotproject.util.PcapPacketUtils;
-import edu.uci.iotproject.util.PrintUtils;
-import org.apache.commons.math3.stat.clustering.Cluster;
-import org.apache.commons.math3.stat.clustering.DBSCANClusterer;
-import org.pcap4j.core.*;
-import org.pcap4j.packet.namednumber.DataLinkType;
-
-import java.io.EOFException;
-import java.net.UnknownHostException;
-import java.time.Duration;
-import java.time.Instant;
-import java.util.*;
-import java.util.concurrent.TimeoutException;
-import java.util.stream.Collectors;
-import java.util.stream.Stream;
-
-/**
- * This is a system that reads PCAP files to compare
- * patterns of DNS hostnames, packet sequences, and packet
- * lengths with training data to determine certain events
- * or actions for smart home devices.
- *
- * @author Janus Varmarken
- * @author Rahmadi Trimananda (rtrimana@uci.edu)
- * @version 0.1
- */
-public class Main {
-
-
- public static void main(String[] args) throws PcapNativeException, NotOpenException, EOFException, TimeoutException, UnknownHostException {
- // -------------------------------------------------------------------------------------------------------------
- // ------------ # Code for extracting traffic generated by a device within x seconds of a trigger # ------------
- // Paths to input and output files (consider supplying these as arguments instead) and IP of the device for
- // which traffic is to be extracted:
- String path = "/scratch/July-2018"; // Rahmadi
-// String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
- boolean verbose = true;
- final String onPairsPath = "/scratch/July-2018/on.txt";
- final String offPairsPath = "/scratch/July-2018/off.txt";
-
- // 1) D-Link July 26 experiment
-// final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-07/dlink/dlink-processed.pcap";
-// final String triggerTimesFile = path + "/2018-07/dlink/dlink-july-26-2018.timestamps";
-// final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
- // Actual training
-// final String inputPcapFile = path + "/2018-10/dlink-plug/dlink-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/dlink-plug/dlink-plug-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/dlink-plug/dlink-plug-oct-17-2018.timestamps";
-// final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
- // TODO: EXPERIMENT - November 7, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-plug/timestamps/dlink-plug-nov-7-2018.timestamps";
-// final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
-//// final String deviceIp = "192.168.1.246"; // .246 == phone; .199 == dlink plug?
-
- // 2) TP-Link July 25 experiment
-// final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.pcap";
-// final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.timestamps";
-// final String deviceIp = "192.168.1.159";
- // Actual training
-// final String inputPcapFile = path + "/2018-10/tplink-plug/tplink-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/tplink-plug/tplink-plug-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/tplink-plug/tplink-plug-oct-17-2018.timestamps";
-// final String deviceIp = "192.168.1.159"; // .246 == phone; .159 == tplink plug
- // TODO: EXPERIMENT - November 8, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
-// final String deviceIp = "192.168.1.159"; // .246 == phone; .159 == tplink plug
-//// final String deviceIp = "192.168.1.246"; // .246 == phone; .159 == tplink plug
-
- // 2b) TP-Link July 25 experiment TRUNCATED:
- // Only contains "true local" events, i.e., before the behavior changes to remote-like behavior.
- // Last included event is at July 25 10:38:11; file filtered to only include packets with arrival time <= 10:38:27.
-// final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.truncated.pcap";
-// final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.truncated.pcap";
-// final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.truncated.timestamps";
-// final String deviceIp = "192.168.1.159";
-
- // 3) SmartThings Plug July 25 experiment
-// final String inputPcapFile = path + "/2018-07/stplug/stplug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-07/stplug/stplug-processed.pcap";
-// final String triggerTimesFile = path + "/2018-07/stplug/smartthings-july-25-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
- // October 18
-// final String inputPcapFile = path + "/2018-10/st-plug/st-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/st-plug/st-plug-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/st-plug/st-plug-oct-18-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
- // TODO: EXPERIMENT - November 12, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug-processed.pcap";
-//// final String inputPcapFile = path + "/experimental_result/standalone/st-plug/eth1/st-plug.eth1.local.pcap";
-//// final String outputPcapFile = path + "/experimental_result/standalone/st-plug/eth1/st-plug-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/st-plug/timestamps/st-plug-nov-12-2018.timestamps";
-//// final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
-
- // 4) Wemo July 30 experiment
-// final String inputPcapFile = path + "/2018-07/wemo/wemo.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-07/wemo/wemo-processed.pcap";
-// final String triggerTimesFile = path + "/2018-07/wemo/wemo-july-30-2018.timestamps";
-// final String deviceIp = "192.168.1.145"; // .246 == phone; .145 == WeMo
- // TODO: EXPERIMENT - November 20, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/wemo-plug/wlan1/wemo-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/wemo-plug/wlan1/wemo-plug-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-plug/timestamps/wemo-plug-nov-20-2018.timestamps";
-//// final String deviceIp = "192.168.1.145"; // .246 == phone; .145 == WeMo
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .145 == WeMo
-
- // 5) Wemo Insight July 31 experiment
-// final String inputPcapFile = path + "/2018-07/wemoinsight/wemoinsight.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-07/wemoinsight/wemoinsight-processed.pcap";
-// final String triggerTimesFile = path + "/2018-07/wemoinsight/wemo-insight-july-31-2018.timestamps";
-// final String deviceIp = "192.168.1.135";
- // TODO: EXPERIMENT - November 21, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/wemo-insight-plug/wlan1/wemo-insight-plug.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/wemo-insight-plug/wlan1/wemo-insight-plug-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-insight-plug/timestamps/wemo-insight-plug-nov-21-2018.timestamps";
-//// final String deviceIp = "192.168.1.145"; // .246 == phone; .135 == WeMo Insight
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .135 == WeMo Insight
-
- // 6) TP-Link Bulb August 1 experiment
-// final String inputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/tplink-bulb/tplink-bulb-aug-3-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == TP-Link bulb
- // TODO: EXPERIMENT - November 16, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb-processed.pcap";
-//// final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb.eth1.local.pcap";
-//// final String outputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-bulb/timestamps/tplink-bulb-nov-16-2018.timestamps";
-//// final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == TP-Link bulb
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == TP-Link bulb
-
- // 7) Kwikset Doorlock August 6 experiment
-// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.data.wlan1.pcap";
-//// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-processed.pcap";
-//// final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-aug-6-2018.timestamps";
-// final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-8hr-data-oct-11-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
- // TODO: EXPERIMENT - November 10, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock-processed.pcap";
-//// final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/eth1/kwikset-doorlock.eth1.local.pcap";
-//// final String outputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/eth1/kwikset-doorlock-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/kwikset-doorlock/timestamps/kwikset-doorlock-nov-10-2018.timestamps";
-//// final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
-
- // September 12, 2018 - includes both wlan1 and eth1 interfaces
-// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.wlan1.local.pcap";
-// //final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.eth1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-sept-12-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
-
- // 8) Hue Bulb August 7 experiment
-// final String inputPcapFile = path + "/2018-08/hue-bulb/hue-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/hue-bulb/hue-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/hue-bulb/hue-bulb-aug-7-2018.timestamps";
-// final String deviceIp = "192.168.1.246";
- // October 30 experiment
-// final String inputPcapFile = path + "/2018-10/hue-bulb/hue-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/hue-bulb/hue-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/hue-bulb/hue-bulb-oct-30-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .100 == Hue hub
- // TODO: EXPERIMENT - November 19, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/hue-bulb/wlan1/hue-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/hue-bulb/wlan1/hue-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/hue-bulb/timestamps/hue-bulb-nov-19-2018.timestamps";
-//// final String deviceIp = "192.168.1.100"; // .246 == phone; .100 == Hue hub
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .100 == Hue hub
-
- // 9) Lifx Bulb August 8 experiment
-// final String inputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/lifx-bulb/lifx-bulb-aug-8-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .231 == Lifx
- // October 18
-// final String inputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/lifx-bulb/lifx-bulb-oct-18-2018.timestamps";
-// final String deviceIp = "192.168.1.231"; // .246 == phone; .231 == Lifx
- // November 1
-// final String inputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/lifx-bulb/lifx-bulb-nov-1-2018.timestamps";
-// final String deviceIp = "192.168.1.231"; // .246 == phone; .231 == Lifx
-
- // 10) Amcrest Camera August 9 experiment
-// final String inputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/amcrest-camera/amcrest-camera-aug-9-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .235 == camera
-
- // 11) Arlo Camera August 10 experiment
-// final String inputPcapFile = path + "/2018-08/arlo-camera/arlo-camera.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/arlo-camera/arlo-camera-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/arlo-camera/arlo-camera-aug-10-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == camera
- // TODO: EXPERIMENT - November 13, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera-processed.pcap";
-//// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera.eth1.local.pcap";
-//// final String outputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/arlo-camera/timestamps/arlo-camera-nov-13-2018.timestamps";
-//// final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == camera
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == camera
-
- // 12) Blossom sprinkler August 13 experiment
-// final String inputPcapFile = path + "/2018-08/blossom/blossom.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/blossom/blossom-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/blossom/blossom-aug-13-2018.timestamps";
-// final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
-// // 2 November
-// final String inputPcapFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler-processed.pcap";
-// final String triggerTimesFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler-nov-2-2018.timestamps";
-// final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
- // January 9, 11, 13, 14
-// final String inputPcapFile = path + "/experimental_result/standalone/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/blossom-sprinkler/wlan1/blossom-sprinkler-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/blossom-sprinkler/timestamps/blossom-sprinkler-standalone-jan-14-2019.timestamps";
-//// final String triggerTimesFile = path + "/experimental_result/standalone/blossom-sprinkler/timestamps/blossom-sprinkler-standalone-jan-11-2019.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .229 == sprinkler
-//// final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
-
-// // 13) DLink siren August 14 experiment
-// final String inputPcapFile = path + "/2018-08/dlink-siren/dlink-siren.wlan1.local.pcap";
-// //final String inputPcapFile = path + "/evaluation/dlink-siren/dlink-siren.data.wlan1.pcap";
-// final String outputPcapFile = path + "/2018-08/dlink-siren/dlink-siren-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-oct-12-2018.timestamps";
-// //final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-aug-14-2018.timestamps";
-// //final String triggerTimesFile = path + "/actual/timestamps/dlink-siren-8hr-data-oct-10-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .183 == siren
- // TODO: EXPERIMENT - November 9, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-siren/timestamps/dlink-siren-nov-9-2018.timestamps";
-//// final String deviceIp = "192.168.1.183"; // .246 == phone; .183 == siren
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .183 == siren
-
- // 14) Nest thermostat August 15 experiment
-// final String inputPcapFile = path + "/2018-08/nest/nest.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/nest/nest-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/nest/nest-aug-15-2018.timestamps";
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
-// // TODO: EXPERIMENT - November 14, 2018
-// final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat.wlan1.local.pcap";
-// final String outputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat-processed.pcap";
-//// final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat.eth1.local.pcap";
-//// final String outputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat-processed.pcap";
-// final String triggerTimesFile = path + "/experimental_result/standalone/nest-thermostat/timestamps/nest-thermostat-nov-15-2018.timestamps";
-//// final String deviceIp = "192.168.1.127"; // .246 == phone; .127 == Nest thermostat
-// final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
-
- // 15) Alexa August 16 experiment
-// final String inputPcapFile = path + "/2018-08/alexa/alexa.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/alexa/alexa-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/alexa/alexa-aug-16-2018.timestamps";
-// final String deviceIp = "192.168.1.225"; // .246 == phone; .225 == Alexa
- // August 17
-// final String inputPcapFile = path + "/2018-08/alexa/alexa2.wlan1.local.pcap";
-// final String outputPcapFile = path + "/2018-08/alexa/alexa2-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/alexa/alexa-aug-17-2018.timestamps";
-// final String deviceIp = "192.168.1.225"; // .246 == phone; .225 == Alexa
-
- // September 17
-// final String inputPcapFile = path + "/2018-08/noise/noise.eth1.pcap";
-// final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/noise/noise-sept-17-2018.timestamps";
-// final String deviceIp = "192.168.1.142"; // .142 == SmartThings Hub; .199 == dlink plug; .183 == siren
- // September 26 - D-Link noise
-// final String inputPcapFile = path + "/2018-08/noise/noise.dlink.wlan1.pcap";
-// final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/noise/dlink-noise-sept-26-2018.timestamps";
-// final String deviceIp = "192.168.1.183"; // .199 == dlink plug; .183 == siren
- // September 27 - Kwikset noise
-// final String inputPcapFile = path + "/2018-08/noise/noise.kwikset.eth1.pcap";
-// final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
-// final String triggerTimesFile = path + "/2018-08/noise/kwikset-doorlock-noise-sept-27-2018.timestamps";
-// final String deviceIp = "192.168.1.142"; // .142 == SmartThings Hub;
-
- // TODO: The below part is just for 15-second time sensitivity experiment
- // TODO: The below part is just for 15-second time sensitivity experiment
- // TODO: The below part is just for 15-second time sensitivity experiment
- // D-Link plug
-// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-plug/timestamps/dlink-plug-nov-7-2018.timestamps";
-//// final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-phone-side.sig";
-//// final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-phone-side.sig";
-// final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-device-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-device-side.sig";
- // TP-Link plug
- final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
-//// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-phone-side.sig";
-//// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-phone-side.sig";
-// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side-outbound.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side-outbound.sig";
- final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side.sig";
- final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side.sig";
-
- // D-Link siren
-// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-siren/timestamps/dlink-siren-nov-9-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-phone-side.sig";
- // Kwikset door lock
-// final String triggerTimesFile = path + "/experimental_result/standalone/kwikset-doorlock/timestamps/kwikset-doorlock-nov-10-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-offSignature-phone-side.sig";
- // SmartThings plug
-// final String triggerTimesFile = path + "/experimental_result/standalone/st-plug/timestamps/st-plug-nov-12-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-offSignature-phone-side.sig";
- // Arlo Q
-// final String triggerTimesFile = path + "/experimental_result/standalone/arlo-camera/timestamps/arlo-camera-nov-13-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
- // Nest thermostat
-// final String triggerTimesFile = path + "/experimental_result/standalone/nest-thermostat/timestamps/nest-thermostat-nov-15-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/nest-thermostat/signatures/nest-thermostat-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/nest-thermostat/signatures/nest-thermostat-offSignature-phone-side.sig";
- // Blossom sprinkler
-// final String triggerTimesFile = path + "/experimental_result/standalone/blossom-sprinkler/timestamps/blossom-sprinkler-standalone-jan-14-2019.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-device-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-device-side.sig";
-// final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-phone-side.sig";
- // TP-Link bulb
-// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-bulb/timestamps/tplink-bulb-nov-16-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/tplink-bulb/signatures/tplink-bulb-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/tplink-bulb/signatures/tplink-bulb-offSignature-phone-side.sig";
- // Philips hue
-// final String triggerTimesFile = path + "/2018-08/hue-bulb/hue-bulb-aug-7-2018.timestamps";
-// final String onSignatureFile = path + "/training/hue-bulb/signatures/hue-bulb-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/training/hue-bulb/signatures/hue-bulb-offSignature-phone-side.sig";
- // WeMo plug
-// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-plug/timestamps/wemo-plug-nov-20-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-offSignature-phone-side.sig";
- // WeMo Insight plug
-// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-insight-plug/timestamps/wemo-insight-plug-nov-21-2018.timestamps";
-// final String onSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-offSignature-phone-side.sig";
-
-
- TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
- List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
-
- System.out.println("ON signature file in use is " + onSignatureFile);
- System.out.println("OFF signature file in use is " + offSignatureFile);
-
- List<List<List<PcapPacket>>> onSignature = PrintUtils.deserializeSignatureFromFile(onSignatureFile);
- List<List<List<PcapPacket>>> offSignature = PrintUtils.deserializeSignatureFromFile(offSignatureFile);
-
- List<Instant> signatureTimestamps = new ArrayList<>();
- // Load ON signature last packet's timestamp
- // Get the last only
- List<List<PcapPacket>> lastListOn = onSignature.get(onSignature.size()-1);
- for (List<PcapPacket> list : lastListOn) {
- // Get timestamp Instant from the last packet
- int lastPacketIndex = list.size()-1;
- signatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
- }
- // Load OFF signature last packet's timestamp
- // Get the last only
- List<List<PcapPacket>> lastListOff = offSignature.get(offSignature.size()-1);
- for (List<PcapPacket> list : lastListOff) {
- // Get timestamp Instant from the last packet
- int lastPacketIndex = list.size()-1;
- signatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
- }
- // Sort the timestamps
- signatureTimestamps.sort((p1, p2) -> {
- return p1.compareTo(p2);
- });
-
- Iterator<Instant> iterTrig = triggerTimes.iterator();
- Iterator<Instant> iterSign = signatureTimestamps.iterator();
- System.out.println("Trigger to Last Packet:");
- while (iterTrig.hasNext() && iterSign.hasNext()) {
- Instant trigInst = (Instant) iterTrig.next();
- Instant signInst = (Instant) iterSign.next();
- Duration dur = Duration.between(trigInst, signInst);
- long duration = dur.toMillis();
- // Check duration --- should be below 15 seconds
- if (duration >= 0 && duration <= 15000) {
- System.out.println(dur.toMillis());
- } else if (duration > 15000) {
- while (duration > 15000) { // that means we have to move to the next trigger
- trigInst = (Instant) iterTrig.next();
- dur = Duration.between(trigInst, signInst);
- duration = dur.toMillis();
- }
- System.out.println(dur.toMillis());
- } else { // below 0 / negative --- that means we have to move to the next signature
- while (duration < 0) { // that means we have to move to the next trigger
- signInst = (Instant) iterSign.next();
- dur = Duration.between(trigInst, signInst);
- duration = dur.toMillis();
- }
- System.out.println(dur.toMillis());
- }
- }
-
-
- // ==========================================================================
- List<Instant> firstSignatureTimestamps = new ArrayList<>();
- List<Instant> lastSignatureTimestamps = new ArrayList<>();
- List<List<PcapPacket>> firstListOnSign = onSignature.get(0);
- List<List<PcapPacket>> lastListOnSign = onSignature.get(onSignature.size()-1);
- // Load ON signature first and last packet's timestamps
- for (List<PcapPacket> list : firstListOnSign) {
- // Get timestamp Instant from the last packet
- firstSignatureTimestamps.add(list.get(0).getTimestamp());
- }
- for (List<PcapPacket> list : lastListOnSign) {
- // Get timestamp Instant from the last packet
- int lastPacketIndex = list.size()-1;
- lastSignatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
- }
-
- List<List<PcapPacket>> firstListOffSign = offSignature.get(0);
- List<List<PcapPacket>> lastListOffSign = offSignature.get(offSignature.size()-1);
- // Load OFF signature first and last packet's timestamps
- for (List<PcapPacket> list : firstListOffSign) {
- // Get timestamp Instant from the last packet
- firstSignatureTimestamps.add(list.get(0).getTimestamp());
- }
- for (List<PcapPacket> list : lastListOffSign) {
- // Get timestamp Instant from the last packet
- int lastPacketIndex = list.size()-1;
- lastSignatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
- }
- // Sort the timestamps
- firstSignatureTimestamps.sort((p1, p2) -> {
- return p1.compareTo(p2);
- });
- // Sort the timestamps
- lastSignatureTimestamps.sort((p1, p2) -> {
- return p1.compareTo(p2);
- });
-
- Iterator<Instant> iterFirst = firstSignatureTimestamps.iterator();
- Iterator<Instant> iterLast = lastSignatureTimestamps.iterator();
- System.out.println("First to Last Packet:");
- while (iterFirst.hasNext() && iterLast.hasNext()) {
- Instant firstInst = (Instant) iterFirst.next();
- Instant lastInst = (Instant) iterLast.next();
- Duration dur = Duration.between(firstInst, lastInst);
- long duration = dur.toMillis();
- // Check duration --- should be below 15 seconds
- if (duration >= 0 && duration <= 15000) {
- System.out.println(dur.toMillis());
- } else if (duration > 15000) {
- while (duration > 15000) { // that means we have to move to the next trigger
- firstInst = (Instant) iterFirst.next();
- dur = Duration.between(firstInst, lastInst);
- duration = dur.toMillis();
- }
- System.out.println(dur.toMillis());
- } else { // below 0 / negative --- that means we have to move to the next signature
- while (duration < 0) { // that means we have to move to the next trigger
- lastInst = (Instant) iterLast.next();
- dur = Duration.between(firstInst, lastInst);
- duration = dur.toMillis();
- }
- System.out.println(dur.toMillis());
- }
- if (duration > 8000) {
- break;
- }
- }
-
- // TODO: The above part is just for 15-second time sensitivity experiment
- // TODO: The above part is just for 15-second time sensitivity experiment
- // TODO: The above part is just for 15-second time sensitivity experiment
-
-
-
-
-// TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
-// List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
-// // Tag each trigger with "ON" or "OFF", assuming that the first trigger is an "ON" and that they alternate.
-// List<UserAction> userActions = new ArrayList<>();
-// for (int i = 0; i < triggerTimes.size(); i++) {
-// userActions.add(new UserAction(i % 2 == 0 ? Type.TOGGLE_ON : Type.TOGGLE_OFF, triggerTimes.get(i)));
-// }
-// TriggerTrafficExtractor tte = new TriggerTrafficExtractor(inputPcapFile, triggerTimes, deviceIp);
-// final PcapDumper outputter = Pcaps.openDead(DataLinkType.EN10MB, 65536).dumpOpen(outputPcapFile);
-// DnsMap dnsMap = new DnsMap();
-// TcpReassembler tcpReassembler = new TcpReassembler();
-// TrafficLabeler trafficLabeler = new TrafficLabeler(userActions);
-// tte.performExtraction(pkt -> {
-// try {
-// outputter.dump(pkt);
-// } catch (NotOpenException e) {
-// e.printStackTrace();
-// }
-// }, dnsMap, tcpReassembler, trafficLabeler);
-// outputter.flush();
-// outputter.close();
-//
-// if (tte.getPacketsIncludedCount() != trafficLabeler.getTotalPacketCount()) {
-// // Sanity/debug check
-// throw new AssertionError(String.format("mismatch between packet count in %s and %s",
-// TriggerTrafficExtractor.class.getSimpleName(), TrafficLabeler.class.getSimpleName()));
-// }
-//
-// // Extract all conversations present in the filtered trace.
-// List<Conversation> allConversations = tcpReassembler.getTcpConversations();
-// // Group conversations by hostname.
-// Map<String, List<Conversation>> convsByHostname = TcpConversationUtils.groupConversationsByHostname(allConversations, dnsMap);
-// System.out.println("Grouped conversations by hostname.");
-// // For each hostname, count the frequencies of packet lengths exchanged with that hostname.
-// final Map<String, Map<Integer, Integer>> pktLenFreqsByHostname = new HashMap<>();
-// convsByHostname.forEach((host, convs) -> pktLenFreqsByHostname.put(host, TcpConversationUtils.countPacketLengthFrequencies(convs)));
-// System.out.println("Counted frequencies of packet lengths exchanged with each hostname.");
-// // For each hostname, count the frequencies of packet sequences (i.e., count how many conversations exchange a
-// // sequence of packets of some specific lengths).
-// final Map<String, Map<String, Integer>> pktSeqFreqsByHostname = new HashMap<>();
-// convsByHostname.forEach((host, convs) -> pktSeqFreqsByHostname.put(host, TcpConversationUtils.countPacketSequenceFrequencies(convs)));
-// System.out.println("Counted frequencies of packet sequences exchanged with each hostname.");
-// // For each hostname, count frequencies of packet pairs exchanged with that hostname across all conversations
-// final Map<String, Map<String, Integer>> pktPairFreqsByHostname =
-// TcpConversationUtils.countPacketPairFrequenciesByHostname(allConversations, dnsMap);
-// System.out.println("Counted frequencies of packet pairs per hostname");
-// // For each user action, reassemble the set of TCP connections occurring shortly after
-// final Map<UserAction, List<Conversation>> userActionToConversations = trafficLabeler.getLabeledReassembledTcpTraffic();
-// final Map<UserAction, Map<String, List<Conversation>>> userActionsToConvsByHostname = trafficLabeler.getLabeledReassembledTcpTraffic(dnsMap);
-// System.out.println("Reassembled TCP conversations occurring shortly after each user event");
-//
-//
-//
-// /*
-// * NOTE: no need to generate these more complex on/off maps that also contain mappings from hostname and
-// * sequence identifiers as we do not care about hostnames and sequences during clustering.
-// * We can simply use the UserAction->List<Conversation> map to generate ON/OFF groupings of conversations.
-// */
-//
-//// // Contains all ON events: hostname -> sequence identifier -> list of conversations with that sequence
-//// Map<String, Map<String, List<Conversation>>> ons = new HashMap<>();
-//// // Contains all OFF events: hostname -> sequence identifier -> list of conversations with that sequence
-//// Map<String, Map<String, List<Conversation>>> offs = new HashMap<>();
-//// userActionsToConvsByHostname.forEach((ua, hostnameToConvs) -> {
-//// Map<String, Map<String, List<Conversation>>> outer = ua.getType() == Type.TOGGLE_ON ? ons : offs;
-//// hostnameToConvs.forEach((host, convs) -> {
-//// Map<String, List<Conversation>> seqsToConvs = TcpConversationUtils.
-//// groupConversationsByPacketSequence(convs, verbose);
-//// outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
-//// newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
-//// list1.addAll(list2);
-//// return list1;
-//// }));
-//// return oldMap;
-//// });
-//// });
-//// });
-////
-//// System.out.println("==== ON ====");
-//// // Print out all the pairs into a file for ON events
-//// File fileOnEvents = new File(onPairsPath);
-//// PrintWriter pwOn = null;
-//// try {
-//// pwOn = new PrintWriter(fileOnEvents);
-//// } catch(Exception ex) {
-//// ex.printStackTrace();
-//// }
-//// for(Map.Entry<String, Map<String, List<Conversation>>> entry : ons.entrySet()) {
-//// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
-//// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
-//// List<Conversation> listConv = entryConv.getValue();
-//// // Just get the first Conversation because all Conversations in this group
-//// // should have the same pairs of Application Data.
-//// for(Conversation conv : listConv) {
-//// // Process only if it is a TLS packet
-//// if (conv.isTls()) {
-//// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
-//// for(PcapPacketPair pair: tlsAppDataList) {
-//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-//// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
-//// }
-//// } else { // Non-TLS conversations
-//// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
-//// for(PcapPacketPair pair: packetList) {
-//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-//// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
-//// }
-//// }
-//// }
-//// }
-//// }
-//// pwOn.close();
-////
-//// System.out.println("==== OFF ====");
-//// // Print out all the pairs into a file for ON events
-//// File fileOffEvents = new File(offPairsPath);
-//// PrintWriter pwOff = null;
-//// try {
-//// pwOff = new PrintWriter(fileOffEvents);
-//// } catch(Exception ex) {
-//// ex.printStackTrace();
-//// }
-//// for(Map.Entry<String, Map<String, List<Conversation>>> entry : offs.entrySet()) {
-//// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
-//// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
-//// List<Conversation> listConv = entryConv.getValue();
-//// // Just get the first Conversation because all Conversations in this group
-//// // should have the same pairs of Application Data.
-//// for(Conversation conv : listConv) {
-//// // Process only if it is a TLS packet
-//// if (conv.isTls()) {
-//// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
-//// for(PcapPacketPair pair: tlsAppDataList) {
-//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-//// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
-//// }
-//// } else { // Non-TLS conversations
-//// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
-//// for (PcapPacketPair pair : packetList) {
-//// System.out.println(PrintUtils.toCsv(pair, dnsMap));
-//// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
-//// }
-//// }
-//// }
-//// }
-//// }
-//// pwOff.close();
-//
-//
-// // ================================================ CLUSTERING ================================================
-// // Note: no need to use the more convoluted on/off maps; can simply use the UserAction->List<Conversation> map
-// // when don't care about hostnames and sequences (see comment earlier).
-//// List<Conversation> onConversations = userActionToConversations.entrySet().stream().
-//// filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
-//// map(e -> e.getValue()). // no longer interested in the UserActions
-//// flatMap(List::stream). // flatten List<List<T>> to a List<T>
-//// collect(Collectors.toList());
-//// List<Conversation> offConversations = userActionToConversations.entrySet().stream().
-//// filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
-//// map(e -> e.getValue()).
-//// flatMap(List::stream).
-//// collect(Collectors.toList());
-//// //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
-////
-//// List<PcapPacketPair> onPairs = onConversations.stream().
-//// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
-//// TcpConversationUtils.extractPacketPairs(c)).
-//// flatMap(List::stream). // flatten List<List<>> to List<>
-//// collect(Collectors.toList());
-//// List<PcapPacketPair> offPairs = offConversations.stream().
-//// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
-//// TcpConversationUtils.extractPacketPairs(c)).
-//// flatMap(List::stream). // flatten List<List<>> to List<>
-//// collect(Collectors.toList());
-//// // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
-//// Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
-//// // Perform clustering on conversation logged as part of all ON events.
-////// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 45);
-//// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(2, 2);
-//// //DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 10);
-//// List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
-//// // Perform clustering on conversation logged as part of all OFF events.
-////// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 45);
-//// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(2, 2);
-//// //DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 10);
-//// List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
-//// // Sort the conversations as reference
-//// List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
-//// // Output clusters
-//// System.out.println("========================================");
-//// System.out.println(" Clustering results for ON ");
-//// System.out.println(" Number of clusters: " + onClusters.size());
-//// int count = 0;
-//// List<List<List<PcapPacket>>> ppListOfListReadOn = new ArrayList<>();
-//// List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
-//// for (Cluster<PcapPacketPair> c : onClusters) {
-//// System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
-//// System.out.print(PrintUtils.toSummaryString(c));
-//// if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
-//// //if(c.getPoints().size() > 25) {
-//// // Print to file
-//// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
-//// ppListOfListListOn.add(ppListOfList);
-//// }
-//// }
-//// // TODO: Merging test
-//// ppListOfListListOn = PcapPacketUtils.mergeSignatures(ppListOfListListOn, sortedAllConversation);
-//// // TODO: Need to remove sequence 550 567 for Blossom phone side since it is not a good signature (overlap)!
-////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 1);
-//// // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
-////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
-//// // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
-//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
-//// // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
-//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
-//// // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
-//// // TODO: This sequence actually belongs to the local communication between the plug and the phone
-//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
-//// ppListOfListListOn = PcapPacketUtils.sortSignatures(ppListOfListListOn);
-//// PcapPacketUtils.printSignatures(ppListOfListListOn);
-//// //count = 0;
-//// /*for (List<List<PcapPacket>> ll : ppListOfListListOn) {
-//// PrintUtils.serializeClustersIntoFile("./onSignature" + ++count + ".sig", ll);
-//// ppListOfListReadOn.add(PrintUtils.deserializeClustersFromFile("./onSignature" + count + ".sig"));
-//// }*/
-//// PrintUtils.serializeSignatureIntoFile("./onSignature.sig", ppListOfListListOn);
-//// ppListOfListReadOn = PrintUtils.deserializeSignatureFromFile("./onSignature.sig");
-////
-//// System.out.println("========================================");
-//// System.out.println(" Clustering results for OFF ");
-//// System.out.println(" Number of clusters: " + offClusters.size());
-//// count = 0;
-//// List<List<List<PcapPacket>>> ppListOfListReadOff = new ArrayList<>();
-//// List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
-//// for (Cluster<PcapPacketPair> c : offClusters) {
-//// System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
-//// System.out.print(PrintUtils.toSummaryString(c));
-//// if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
-//// //if(c.getPoints().size() > 25) {
-//// // Print to file
-//// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
-//// ppListOfListListOff.add(ppListOfList);
-//// }
-//// }
-//// // TODO: Merging test
-//// ppListOfListListOff = PcapPacketUtils.mergeSignatures(ppListOfListListOff, sortedAllConversation);
-//// // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
-////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 3);
-//// // TODO: Need to remove sequence number 1 for Nest Thermostat since it is not a good signature!
-//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
-//// // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
-////// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
-//// // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
-//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 2);
-//// // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
-//// // TODO: This sequence actually belongs to the local communication between the plug and the phone
-//// //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 0);
-//// ppListOfListListOff = PcapPacketUtils.sortSignatures(ppListOfListListOff);
-//// PcapPacketUtils.printSignatures(ppListOfListListOff);
-//// //count = 0;
-//// /*for (List<List<PcapPacket>> ll : ppListOfListListOff) {
-//// PrintUtils.serializeClustersIntoFile("./offSignature" + ++count + ".sig", ll);
-//// ppListOfListReadOff.add(PrintUtils.deserializeClustersFromFile("./offSignature" + count + ".sig"));
-//// }*/
-//// PrintUtils.serializeSignatureIntoFile("./offSignature.sig", ppListOfListListOff);
-//// ppListOfListReadOff = PrintUtils.deserializeSignatureFromFile("./offSignature.sig");
-//// System.out.println("========================================");
-// // ============================================================================================================
-//
-// // TODO: This part is just for DBSCAN sensitivity experiment
-// // TODO: This part is just for DBSCAN sensitivity experiment
-// // TODO: This part is just for DBSCAN sensitivity experiment
-// // TODO: This part is just for DBSCAN sensitivity experiment
-// // TODO: This part is just for DBSCAN sensitivity experiment
-// List<Conversation> onConversations = userActionToConversations.entrySet().stream().
-// filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
-// map(e -> e.getValue()). // no longer interested in the UserActions
-// flatMap(List::stream). // flatten List<List<T>> to a List<T>
-// collect(Collectors.toList());
-// List<Conversation> offConversations = userActionToConversations.entrySet().stream().
-// filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
-// map(e -> e.getValue()).
-// flatMap(List::stream).
-// collect(Collectors.toList());
-// //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
-//
-// List<PcapPacketPair> onPairs = onConversations.stream().
-// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
-// TcpConversationUtils.extractPacketPairs(c)).
-// flatMap(List::stream). // flatten List<List<>> to List<>
-// collect(Collectors.toList());
-// List<PcapPacketPair> offPairs = offConversations.stream().
-// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
-// TcpConversationUtils.extractPacketPairs(c)).
-// flatMap(List::stream). // flatten List<List<>> to List<>
-// collect(Collectors.toList());
-// // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
-// Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
-//
-// double eps = 10; // loop from eps 1-10
-// int minPts = 50; // loop from minPts 30-50
-// for(int epsCount = 7; epsCount <= eps; epsCount++) {
-// for(int minPtsCount = 30; minPtsCount <= minPts; minPtsCount++) {
-// System.out.println("Eps: " + epsCount + " --- minPts: " + minPtsCount);
-// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(epsCount, minPtsCount);
-// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(epsCount, minPtsCount);
-// List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
-// List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
-// // Sort the conversations as reference
-// List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
-// // Output clusters
-// System.out.println("========================================");
-// System.out.println(" Clustering results for ON ");
-// System.out.println(" Number of clusters: " + onClusters.size());
-// int count = 0;
-// List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
-// for (Cluster<PcapPacketPair> c : onClusters) {
-// System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
-//// System.out.print(PrintUtils.toSummaryString(c));
-// if (c.getPoints().size() > 45 && c.getPoints().size() < 55) {
-//// if(c.getPoints().size() > 25) {
-// // Print to file
-// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
-// ppListOfListListOn.add(ppListOfList);
-// }
-// }
-// PcapPacketUtils.printSignatures(ppListOfListListOn);
-//
-// System.out.println("========================================");
-// System.out.println(" Clustering results for OFF ");
-// System.out.println(" Number of clusters: " + offClusters.size());
-// count = 0;
-// List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
-// for (Cluster<PcapPacketPair> c : offClusters) {
-// System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
-//// System.out.print(PrintUtils.toSummaryString(c));
-// if (c.getPoints().size() > 45 && c.getPoints().size() < 55) {
-// //if(c.getPoints().size() > 25) {
-// // Print to file
-// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
-// ppListOfListListOff.add(ppListOfList);
-// }
-// }
-// PcapPacketUtils.printSignatures(ppListOfListListOff);
-// System.out.println();
-// System.out.println();
-// System.out.println();
-// // ============================================================================================================
-// }
-// }
-
-
-// // ================================================================================================
-// // <<< Some work-in-progress/explorative code that extracts a "representative" sequence >>>
-// //
-// // Currently need to know relevant hostname in advance :(
-// String hostname = "events.tplinkra.com";
-//// String hostname = "rfe-us-west-1.dch.dlink.com";
-// // Conversations with 'hostname' for ON events.
-// List<Conversation> onsForHostname = new ArrayList<>();
-// // Conversations with 'hostname' for OFF events.
-// List<Conversation> offsForHostname = new ArrayList<>();
-// // "Unwrap" sequence groupings in ons/offs maps.
-// ons.get(hostname).forEach((k,v) -> onsForHostname.addAll(v));
-// offs.get(hostname).forEach((k,v) -> offsForHostname.addAll(v));
-//
-//
-// Map<String, List<Conversation>> onsForHostnameGroupedByTlsAppDataSequence = TcpConversationUtils.groupConversationsByTlsApplicationDataPacketSequence(onsForHostname);
-//
-//
-// // Extract representative sequence for ON and OFF by providing the list of conversations with
-// // 'hostname' observed for each event type (the training data).
-// SequenceExtraction seqExtraction = new SequenceExtraction();
-//// ExtractedSequence extractedSequenceForOn = seqExtraction.extract(onsForHostname);
-//// ExtractedSequence extractedSequenceForOff = seqExtraction.extract(offsForHostname);
-//
-// ExtractedSequence extractedSequenceForOn = seqExtraction.extractByTlsAppData(onsForHostname);
-// ExtractedSequence extractedSequenceForOff = seqExtraction.extractByTlsAppData(offsForHostname);
-//
-// // Let's check how many ONs align with OFFs and vice versa (that is, how many times an event is incorrectly
-// // labeled).
-// int onsLabeledAsOff = 0;
-// Integer[] representativeOnSeq = TcpConversationUtils.getPacketLengthSequence(extractedSequenceForOn.getRepresentativeSequence());
-// Integer[] representativeOffSeq = TcpConversationUtils.getPacketLengthSequence(extractedSequenceForOff.getRepresentativeSequence());
-// SequenceAlignment<Integer> seqAlg = seqExtraction.getAlignmentAlgorithm();
-// for (Conversation c : onsForHostname) {
-// Integer[] onSeq = TcpConversationUtils.getPacketLengthSequence(c);
-// if (seqAlg.calculateAlignment(representativeOffSeq, onSeq) <= extractedSequenceForOff.getMaxAlignmentCost()) {
-// onsLabeledAsOff++;
-// }
-// }
-// int offsLabeledAsOn = 0;
-// for (Conversation c : offsForHostname) {
-// Integer[] offSeq = TcpConversationUtils.getPacketLengthSequence(c);
-// if (seqAlg.calculateAlignment(representativeOnSeq, offSeq) <= extractedSequenceForOn.getMaxAlignmentCost()) {
-// offsLabeledAsOn++;
-// }
-// }
-// System.out.println("");
-// // ================================================================================================
-//
-//
-// // -------------------------------------------------------------------------------------------------------------
-// // -------------------------------------------------------------------------------------------------------------
- }
-
-}
-
-
-// TP-Link MAC 50:c7:bf:33:1f:09 and usually IP 192.168.1.159 (remember to verify per file)
-// frame.len >= 556 && frame.len <= 558 && ip.addr == 192.168.1.159
\ No newline at end of file
--- /dev/null
+package edu.uci.iotproject;
+
+import static edu.uci.iotproject.analysis.UserAction.Type;
+
+import edu.uci.iotproject.analysis.*;
+import edu.uci.iotproject.io.TriggerTimesFileReader;
+import edu.uci.iotproject.trafficreassembly.layer3.Conversation;
+import edu.uci.iotproject.trafficreassembly.layer3.TcpReassembler;
+import edu.uci.iotproject.util.PcapPacketUtils;
+import edu.uci.iotproject.util.PrintUtils;
+import org.apache.commons.math3.stat.clustering.Cluster;
+import org.apache.commons.math3.stat.clustering.DBSCANClusterer;
+import org.pcap4j.core.*;
+import org.pcap4j.packet.namednumber.DataLinkType;
+
+import java.io.EOFException;
+import java.net.UnknownHostException;
+import java.time.Duration;
+import java.time.Instant;
+import java.util.*;
+import java.util.concurrent.TimeoutException;
+import java.util.stream.Collectors;
+import java.util.stream.Stream;
+
+/**
+ * This is a system that reads PCAP files to compare
+ * patterns of DNS hostnames, packet sequences, and packet
+ * lengths with training data to determine certain events
+ * or actions for smart home devices.
+ *
+ * @author Janus Varmarken
+ * @author Rahmadi Trimananda (rtrimana@uci.edu)
+ * @version 0.1
+ */
+public class SignatureGenerator {
+
+
+ public static void main(String[] args) throws PcapNativeException, NotOpenException, EOFException, TimeoutException, UnknownHostException {
+ // -------------------------------------------------------------------------------------------------------------
+ // ------------ # Code for extracting traffic generated by a device within x seconds of a trigger # ------------
+ // Paths to input and output files (consider supplying these as arguments instead) and IP of the device for
+ // which traffic is to be extracted:
+ String path = "/scratch/July-2018"; // Rahmadi
+// String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
+ boolean verbose = true;
+ final String onPairsPath = "/scratch/July-2018/on.txt";
+ final String offPairsPath = "/scratch/July-2018/off.txt";
+
+ // 1) D-Link July 26 experiment
+// final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-07/dlink/dlink-processed.pcap";
+// final String triggerTimesFile = path + "/2018-07/dlink/dlink-july-26-2018.timestamps";
+// final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+ // Actual training
+// final String inputPcapFile = path + "/2018-10/dlink-plug/dlink-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/dlink-plug/dlink-plug-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/dlink-plug/dlink-plug-oct-17-2018.timestamps";
+// final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+ // TODO: EXPERIMENT - November 7, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-plug/timestamps/dlink-plug-nov-7-2018.timestamps";
+// final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+//// final String deviceIp = "192.168.1.246"; // .246 == phone; .199 == dlink plug?
+
+ // 2) TP-Link July 25 experiment
+// final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.pcap";
+// final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.timestamps";
+// final String deviceIp = "192.168.1.159";
+ // Actual training
+// final String inputPcapFile = path + "/2018-10/tplink-plug/tplink-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/tplink-plug/tplink-plug-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/tplink-plug/tplink-plug-oct-17-2018.timestamps";
+// final String deviceIp = "192.168.1.159"; // .246 == phone; .159 == tplink plug
+ // TODO: EXPERIMENT - November 8, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
+// final String deviceIp = "192.168.1.159"; // .246 == phone; .159 == tplink plug
+//// final String deviceIp = "192.168.1.246"; // .246 == phone; .159 == tplink plug
+
+ // 2b) TP-Link July 25 experiment TRUNCATED:
+ // Only contains "true local" events, i.e., before the behavior changes to remote-like behavior.
+ // Last included event is at July 25 10:38:11; file filtered to only include packets with arrival time <= 10:38:27.
+// final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.truncated.pcap";
+// final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.truncated.pcap";
+// final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.truncated.timestamps";
+// final String deviceIp = "192.168.1.159";
+
+ // 3) SmartThings Plug July 25 experiment
+// final String inputPcapFile = path + "/2018-07/stplug/stplug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-07/stplug/stplug-processed.pcap";
+// final String triggerTimesFile = path + "/2018-07/stplug/smartthings-july-25-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+ // October 18
+// final String inputPcapFile = path + "/2018-10/st-plug/st-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/st-plug/st-plug-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/st-plug/st-plug-oct-18-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+ // TODO: EXPERIMENT - November 12, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug-processed.pcap";
+//// final String inputPcapFile = path + "/experimental_result/standalone/st-plug/eth1/st-plug.eth1.local.pcap";
+//// final String outputPcapFile = path + "/experimental_result/standalone/st-plug/eth1/st-plug-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/st-plug/timestamps/st-plug-nov-12-2018.timestamps";
+//// final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+
+ // 4) Wemo July 30 experiment
+// final String inputPcapFile = path + "/2018-07/wemo/wemo.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-07/wemo/wemo-processed.pcap";
+// final String triggerTimesFile = path + "/2018-07/wemo/wemo-july-30-2018.timestamps";
+// final String deviceIp = "192.168.1.145"; // .246 == phone; .145 == WeMo
+ // TODO: EXPERIMENT - November 20, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/wemo-plug/wlan1/wemo-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/wemo-plug/wlan1/wemo-plug-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-plug/timestamps/wemo-plug-nov-20-2018.timestamps";
+//// final String deviceIp = "192.168.1.145"; // .246 == phone; .145 == WeMo
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .145 == WeMo
+
+ // 5) Wemo Insight July 31 experiment
+// final String inputPcapFile = path + "/2018-07/wemoinsight/wemoinsight.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-07/wemoinsight/wemoinsight-processed.pcap";
+// final String triggerTimesFile = path + "/2018-07/wemoinsight/wemo-insight-july-31-2018.timestamps";
+// final String deviceIp = "192.168.1.135";
+ // TODO: EXPERIMENT - November 21, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/wemo-insight-plug/wlan1/wemo-insight-plug.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/wemo-insight-plug/wlan1/wemo-insight-plug-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-insight-plug/timestamps/wemo-insight-plug-nov-21-2018.timestamps";
+//// final String deviceIp = "192.168.1.145"; // .246 == phone; .135 == WeMo Insight
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .135 == WeMo Insight
+
+ // 6) TP-Link Bulb August 1 experiment
+// final String inputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/tplink-bulb/tplink-bulb-aug-3-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == TP-Link bulb
+ // TODO: EXPERIMENT - November 16, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb-processed.pcap";
+//// final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb.eth1.local.pcap";
+//// final String outputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-bulb/timestamps/tplink-bulb-nov-16-2018.timestamps";
+//// final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == TP-Link bulb
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == TP-Link bulb
+
+ // 7) Kwikset Doorlock August 6 experiment
+// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.data.wlan1.pcap";
+//// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-processed.pcap";
+//// final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-aug-6-2018.timestamps";
+// final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-8hr-data-oct-11-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+ // TODO: EXPERIMENT - November 10, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock-processed.pcap";
+//// final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/eth1/kwikset-doorlock.eth1.local.pcap";
+//// final String outputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/eth1/kwikset-doorlock-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/kwikset-doorlock/timestamps/kwikset-doorlock-nov-10-2018.timestamps";
+//// final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+
+ // September 12, 2018 - includes both wlan1 and eth1 interfaces
+// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.wlan1.local.pcap";
+// //final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.eth1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-sept-12-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+
+ // 8) Hue Bulb August 7 experiment
+// final String inputPcapFile = path + "/2018-08/hue-bulb/hue-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/hue-bulb/hue-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/hue-bulb/hue-bulb-aug-7-2018.timestamps";
+// final String deviceIp = "192.168.1.246";
+ // October 30 experiment
+// final String inputPcapFile = path + "/2018-10/hue-bulb/hue-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/hue-bulb/hue-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/hue-bulb/hue-bulb-oct-30-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .100 == Hue hub
+ // TODO: EXPERIMENT - November 19, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/hue-bulb/wlan1/hue-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/hue-bulb/wlan1/hue-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/hue-bulb/timestamps/hue-bulb-nov-19-2018.timestamps";
+//// final String deviceIp = "192.168.1.100"; // .246 == phone; .100 == Hue hub
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .100 == Hue hub
+
+ // 9) Lifx Bulb August 8 experiment
+// final String inputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/lifx-bulb/lifx-bulb-aug-8-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .231 == Lifx
+ // October 18
+// final String inputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/lifx-bulb/lifx-bulb-oct-18-2018.timestamps";
+// final String deviceIp = "192.168.1.231"; // .246 == phone; .231 == Lifx
+ // November 1
+// final String inputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/lifx-bulb/lifx-bulb-nov-1-2018.timestamps";
+// final String deviceIp = "192.168.1.231"; // .246 == phone; .231 == Lifx
+
+ // 10) Amcrest Camera August 9 experiment
+// final String inputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/amcrest-camera/amcrest-camera-aug-9-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .235 == camera
+
+ // 11) Arlo Camera August 10 experiment
+// final String inputPcapFile = path + "/2018-08/arlo-camera/arlo-camera.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/arlo-camera/arlo-camera-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/arlo-camera/arlo-camera-aug-10-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == camera
+ // TODO: EXPERIMENT - November 13, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera-processed.pcap";
+//// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera.eth1.local.pcap";
+//// final String outputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/arlo-camera/timestamps/arlo-camera-nov-13-2018.timestamps";
+//// final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == camera
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == camera
+
+ // 12) Blossom sprinkler August 13 experiment
+// final String inputPcapFile = path + "/2018-08/blossom/blossom.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/blossom/blossom-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/blossom/blossom-aug-13-2018.timestamps";
+// final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
+// // 2 November
+// final String inputPcapFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler-processed.pcap";
+// final String triggerTimesFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler-nov-2-2018.timestamps";
+// final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
+ // January 9, 11, 13, 14
+// final String inputPcapFile = path + "/experimental_result/standalone/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/blossom-sprinkler/wlan1/blossom-sprinkler-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/blossom-sprinkler/timestamps/blossom-sprinkler-standalone-jan-14-2019.timestamps";
+//// final String triggerTimesFile = path + "/experimental_result/standalone/blossom-sprinkler/timestamps/blossom-sprinkler-standalone-jan-11-2019.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .229 == sprinkler
+//// final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
+
+// // 13) DLink siren August 14 experiment
+// final String inputPcapFile = path + "/2018-08/dlink-siren/dlink-siren.wlan1.local.pcap";
+// //final String inputPcapFile = path + "/evaluation/dlink-siren/dlink-siren.data.wlan1.pcap";
+// final String outputPcapFile = path + "/2018-08/dlink-siren/dlink-siren-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-oct-12-2018.timestamps";
+// //final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-aug-14-2018.timestamps";
+// //final String triggerTimesFile = path + "/actual/timestamps/dlink-siren-8hr-data-oct-10-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .183 == siren
+ // TODO: EXPERIMENT - November 9, 2018
+// final String inputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren.wlan1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren-processed.pcap";
+// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-siren/timestamps/dlink-siren-nov-9-2018.timestamps";
+//// final String deviceIp = "192.168.1.183"; // .246 == phone; .183 == siren
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .183 == siren
+
+ // 14) Nest thermostat August 15 experiment
+// final String inputPcapFile = path + "/2018-08/nest/nest.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/nest/nest-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/nest/nest-aug-15-2018.timestamps";
+// final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
+// // TODO: EXPERIMENT - November 14, 2018
+ final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat.wlan1.local.pcap";
+ final String outputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat-processed.pcap";
+// final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat.eth1.local.pcap";
+// final String outputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat-processed.pcap";
+ final String triggerTimesFile = path + "/experimental_result/standalone/nest-thermostat/timestamps/nest-thermostat-nov-15-2018.timestamps";
+// final String deviceIp = "192.168.1.127"; // .246 == phone; .127 == Nest thermostat
+ final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
+
+ // 15) Alexa August 16 experiment
+// final String inputPcapFile = path + "/2018-08/alexa/alexa.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/alexa/alexa-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/alexa/alexa-aug-16-2018.timestamps";
+// final String deviceIp = "192.168.1.225"; // .246 == phone; .225 == Alexa
+ // August 17
+// final String inputPcapFile = path + "/2018-08/alexa/alexa2.wlan1.local.pcap";
+// final String outputPcapFile = path + "/2018-08/alexa/alexa2-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/alexa/alexa-aug-17-2018.timestamps";
+// final String deviceIp = "192.168.1.225"; // .246 == phone; .225 == Alexa
+
+ // September 17
+// final String inputPcapFile = path + "/2018-08/noise/noise.eth1.pcap";
+// final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/noise/noise-sept-17-2018.timestamps";
+// final String deviceIp = "192.168.1.142"; // .142 == SmartThings Hub; .199 == dlink plug; .183 == siren
+ // September 26 - D-Link noise
+// final String inputPcapFile = path + "/2018-08/noise/noise.dlink.wlan1.pcap";
+// final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/noise/dlink-noise-sept-26-2018.timestamps";
+// final String deviceIp = "192.168.1.183"; // .199 == dlink plug; .183 == siren
+ // September 27 - Kwikset noise
+// final String inputPcapFile = path + "/2018-08/noise/noise.kwikset.eth1.pcap";
+// final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
+// final String triggerTimesFile = path + "/2018-08/noise/kwikset-doorlock-noise-sept-27-2018.timestamps";
+// final String deviceIp = "192.168.1.142"; // .142 == SmartThings Hub;
+
+ // TODO: The below part is just for 15-second time sensitivity experiment
+ // TODO: The below part is just for 15-second time sensitivity experiment
+ // TODO: The below part is just for 15-second time sensitivity experiment
+ // D-Link plug
+// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-plug/timestamps/dlink-plug-nov-7-2018.timestamps";
+//// final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-phone-side.sig";
+//// final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-phone-side.sig";
+// final String onSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-onSignature-device-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/dlink-plug/signatures/dlink-plug-offSignature-device-side.sig";
+ // TP-Link plug
+// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
+////// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-phone-side.sig";
+////// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-phone-side.sig";
+//// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side-outbound.sig";
+//// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side-outbound.sig";
+// final String onSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-onSignature-device-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/tplink-plug/signatures/tplink-plug-offSignature-device-side.sig";
+
+ // D-Link siren
+// final String triggerTimesFile = path + "/experimental_result/standalone/dlink-siren/timestamps/dlink-siren-nov-9-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-phone-side.sig";
+ // Kwikset door lock
+// final String triggerTimesFile = path + "/experimental_result/standalone/kwikset-doorlock/timestamps/kwikset-doorlock-nov-10-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-offSignature-phone-side.sig";
+ // SmartThings plug
+// final String triggerTimesFile = path + "/experimental_result/standalone/st-plug/timestamps/st-plug-nov-12-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-offSignature-phone-side.sig";
+ // Arlo Q
+// final String triggerTimesFile = path + "/experimental_result/standalone/arlo-camera/timestamps/arlo-camera-nov-13-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
+ // Nest thermostat
+// final String triggerTimesFile = path + "/experimental_result/standalone/nest-thermostat/timestamps/nest-thermostat-nov-15-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/nest-thermostat/signatures/nest-thermostat-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/nest-thermostat/signatures/nest-thermostat-offSignature-phone-side.sig";
+ // Blossom sprinkler
+// final String triggerTimesFile = path + "/experimental_result/standalone/blossom-sprinkler/timestamps/blossom-sprinkler-standalone-jan-14-2019.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-device-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-device-side.sig";
+// final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-phone-side.sig";
+ // TP-Link bulb
+// final String triggerTimesFile = path + "/experimental_result/standalone/tplink-bulb/timestamps/tplink-bulb-nov-16-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/tplink-bulb/signatures/tplink-bulb-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/tplink-bulb/signatures/tplink-bulb-offSignature-phone-side.sig";
+ // Philips hue
+// final String triggerTimesFile = path + "/2018-08/hue-bulb/hue-bulb-aug-7-2018.timestamps";
+// final String onSignatureFile = path + "/training/hue-bulb/signatures/hue-bulb-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/training/hue-bulb/signatures/hue-bulb-offSignature-phone-side.sig";
+ // WeMo plug
+// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-plug/timestamps/wemo-plug-nov-20-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/wemo-plug/signatures/wemo-plug-offSignature-phone-side.sig";
+ // WeMo Insight plug
+// final String triggerTimesFile = path + "/experimental_result/standalone/wemo-insight-plug/timestamps/wemo-insight-plug-nov-21-2018.timestamps";
+// final String onSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-onSignature-phone-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/wemo-insight-plug/signatures/wemo-insight-plug-offSignature-phone-side.sig";
+
+
+// TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
+// List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
+//
+// System.out.println("ON signature file in use is " + onSignatureFile);
+// System.out.println("OFF signature file in use is " + offSignatureFile);
+//
+// List<List<List<PcapPacket>>> onSignature = PrintUtils.deserializeSignatureFromFile(onSignatureFile);
+// List<List<List<PcapPacket>>> offSignature = PrintUtils.deserializeSignatureFromFile(offSignatureFile);
+//
+// List<Instant> signatureTimestamps = new ArrayList<>();
+// // Load ON signature last packet's timestamp
+// // Get the last only
+// List<List<PcapPacket>> lastListOn = onSignature.get(onSignature.size()-1);
+// for (List<PcapPacket> list : lastListOn) {
+// // Get timestamp Instant from the last packet
+// int lastPacketIndex = list.size()-1;
+// signatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
+// }
+// // Load OFF signature last packet's timestamp
+// // Get the last only
+// List<List<PcapPacket>> lastListOff = offSignature.get(offSignature.size()-1);
+// for (List<PcapPacket> list : lastListOff) {
+// // Get timestamp Instant from the last packet
+// int lastPacketIndex = list.size()-1;
+// signatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
+// }
+// // Sort the timestamps
+// signatureTimestamps.sort((p1, p2) -> {
+// return p1.compareTo(p2);
+// });
+//
+// Iterator<Instant> iterTrig = triggerTimes.iterator();
+// Iterator<Instant> iterSign = signatureTimestamps.iterator();
+// System.out.println("Trigger to Last Packet:");
+// while (iterTrig.hasNext() && iterSign.hasNext()) {
+// Instant trigInst = (Instant) iterTrig.next();
+// Instant signInst = (Instant) iterSign.next();
+// Duration dur = Duration.between(trigInst, signInst);
+// long duration = dur.toMillis();
+// // Check duration --- should be below 15 seconds
+// if (duration >= 0 && duration <= 15000) {
+// System.out.println(dur.toMillis());
+// } else if (duration > 15000) {
+// while (duration > 15000) { // that means we have to move to the next trigger
+// trigInst = (Instant) iterTrig.next();
+// dur = Duration.between(trigInst, signInst);
+// duration = dur.toMillis();
+// }
+// System.out.println(dur.toMillis());
+// } else { // below 0 / negative --- that means we have to move to the next signature
+// while (duration < 0) { // that means we have to move to the next trigger
+// signInst = (Instant) iterSign.next();
+// dur = Duration.between(trigInst, signInst);
+// duration = dur.toMillis();
+// }
+// System.out.println(dur.toMillis());
+// }
+// }
+//
+//
+// // ==========================================================================
+// List<Instant> firstSignatureTimestamps = new ArrayList<>();
+// List<Instant> lastSignatureTimestamps = new ArrayList<>();
+// List<List<PcapPacket>> firstListOnSign = onSignature.get(0);
+// List<List<PcapPacket>> lastListOnSign = onSignature.get(onSignature.size()-1);
+// // Load ON signature first and last packet's timestamps
+// for (List<PcapPacket> list : firstListOnSign) {
+// // Get timestamp Instant from the last packet
+// firstSignatureTimestamps.add(list.get(0).getTimestamp());
+// }
+// for (List<PcapPacket> list : lastListOnSign) {
+// // Get timestamp Instant from the last packet
+// int lastPacketIndex = list.size()-1;
+// lastSignatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
+// }
+//
+// List<List<PcapPacket>> firstListOffSign = offSignature.get(0);
+// List<List<PcapPacket>> lastListOffSign = offSignature.get(offSignature.size()-1);
+// // Load OFF signature first and last packet's timestamps
+// for (List<PcapPacket> list : firstListOffSign) {
+// // Get timestamp Instant from the last packet
+// firstSignatureTimestamps.add(list.get(0).getTimestamp());
+// }
+// for (List<PcapPacket> list : lastListOffSign) {
+// // Get timestamp Instant from the last packet
+// int lastPacketIndex = list.size()-1;
+// lastSignatureTimestamps.add(list.get(lastPacketIndex).getTimestamp());
+// }
+// // Sort the timestamps
+// firstSignatureTimestamps.sort((p1, p2) -> {
+// return p1.compareTo(p2);
+// });
+// // Sort the timestamps
+// lastSignatureTimestamps.sort((p1, p2) -> {
+// return p1.compareTo(p2);
+// });
+//
+// Iterator<Instant> iterFirst = firstSignatureTimestamps.iterator();
+// Iterator<Instant> iterLast = lastSignatureTimestamps.iterator();
+// System.out.println("First to Last Packet:");
+// while (iterFirst.hasNext() && iterLast.hasNext()) {
+// Instant firstInst = (Instant) iterFirst.next();
+// Instant lastInst = (Instant) iterLast.next();
+// Duration dur = Duration.between(firstInst, lastInst);
+// long duration = dur.toMillis();
+// // Check duration --- should be below 15 seconds
+// if (duration >= 0 && duration <= 15000) {
+// System.out.println(dur.toMillis());
+// } else if (duration > 15000) {
+// while (duration > 15000) { // that means we have to move to the next trigger
+// firstInst = (Instant) iterFirst.next();
+// dur = Duration.between(firstInst, lastInst);
+// duration = dur.toMillis();
+// }
+// System.out.println(dur.toMillis());
+// } else { // below 0 / negative --- that means we have to move to the next signature
+// while (duration < 0) { // that means we have to move to the next trigger
+// lastInst = (Instant) iterLast.next();
+// dur = Duration.between(firstInst, lastInst);
+// duration = dur.toMillis();
+// }
+// System.out.println(dur.toMillis());
+// }
+// if (duration > 8000) {
+// break;
+// }
+// }
+
+ // TODO: The above part is just for 15-second time sensitivity experiment
+ // TODO: The above part is just for 15-second time sensitivity experiment
+ // TODO: The above part is just for 15-second time sensitivity experiment
+
+
+
+
+ TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
+ List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
+ // Tag each trigger with "ON" or "OFF", assuming that the first trigger is an "ON" and that they alternate.
+ List<UserAction> userActions = new ArrayList<>();
+ for (int i = 0; i < triggerTimes.size(); i++) {
+ userActions.add(new UserAction(i % 2 == 0 ? Type.TOGGLE_ON : Type.TOGGLE_OFF, triggerTimes.get(i)));
+ }
+ TriggerTrafficExtractor tte = new TriggerTrafficExtractor(inputPcapFile, triggerTimes, deviceIp);
+ final PcapDumper outputter = Pcaps.openDead(DataLinkType.EN10MB, 65536).dumpOpen(outputPcapFile);
+ DnsMap dnsMap = new DnsMap();
+ TcpReassembler tcpReassembler = new TcpReassembler();
+ TrafficLabeler trafficLabeler = new TrafficLabeler(userActions);
+ tte.performExtraction(pkt -> {
+ try {
+ outputter.dump(pkt);
+ } catch (NotOpenException e) {
+ e.printStackTrace();
+ }
+ }, dnsMap, tcpReassembler, trafficLabeler);
+ outputter.flush();
+ outputter.close();
+
+ if (tte.getPacketsIncludedCount() != trafficLabeler.getTotalPacketCount()) {
+ // Sanity/debug check
+ throw new AssertionError(String.format("mismatch between packet count in %s and %s",
+ TriggerTrafficExtractor.class.getSimpleName(), TrafficLabeler.class.getSimpleName()));
+ }
+
+ // Extract all conversations present in the filtered trace.
+ List<Conversation> allConversations = tcpReassembler.getTcpConversations();
+ // Group conversations by hostname.
+ Map<String, List<Conversation>> convsByHostname = TcpConversationUtils.groupConversationsByHostname(allConversations, dnsMap);
+ System.out.println("Grouped conversations by hostname.");
+ // For each hostname, count the frequencies of packet lengths exchanged with that hostname.
+ final Map<String, Map<Integer, Integer>> pktLenFreqsByHostname = new HashMap<>();
+ convsByHostname.forEach((host, convs) -> pktLenFreqsByHostname.put(host, TcpConversationUtils.countPacketLengthFrequencies(convs)));
+ System.out.println("Counted frequencies of packet lengths exchanged with each hostname.");
+ // For each hostname, count the frequencies of packet sequences (i.e., count how many conversations exchange a
+ // sequence of packets of some specific lengths).
+ final Map<String, Map<String, Integer>> pktSeqFreqsByHostname = new HashMap<>();
+ convsByHostname.forEach((host, convs) -> pktSeqFreqsByHostname.put(host, TcpConversationUtils.countPacketSequenceFrequencies(convs)));
+ System.out.println("Counted frequencies of packet sequences exchanged with each hostname.");
+ // For each hostname, count frequencies of packet pairs exchanged with that hostname across all conversations
+ final Map<String, Map<String, Integer>> pktPairFreqsByHostname =
+ TcpConversationUtils.countPacketPairFrequenciesByHostname(allConversations, dnsMap);
+ System.out.println("Counted frequencies of packet pairs per hostname");
+ // For each user action, reassemble the set of TCP connections occurring shortly after
+ final Map<UserAction, List<Conversation>> userActionToConversations = trafficLabeler.getLabeledReassembledTcpTraffic();
+ final Map<UserAction, Map<String, List<Conversation>>> userActionsToConvsByHostname = trafficLabeler.getLabeledReassembledTcpTraffic(dnsMap);
+ System.out.println("Reassembled TCP conversations occurring shortly after each user event");
+
+
+
+ /*
+ * NOTE: no need to generate these more complex on/off maps that also contain mappings from hostname and
+ * sequence identifiers as we do not care about hostnames and sequences during clustering.
+ * We can simply use the UserAction->List<Conversation> map to generate ON/OFF groupings of conversations.
+ */
+
+ // Contains all ON events: hostname -> sequence identifier -> list of conversations with that sequence
+ Map<String, Map<String, List<Conversation>>> ons = new HashMap<>();
+ // Contains all OFF events: hostname -> sequence identifier -> list of conversations with that sequence
+ Map<String, Map<String, List<Conversation>>> offs = new HashMap<>();
+ userActionsToConvsByHostname.forEach((ua, hostnameToConvs) -> {
+ Map<String, Map<String, List<Conversation>>> outer = ua.getType() == Type.TOGGLE_ON ? ons : offs;
+ hostnameToConvs.forEach((host, convs) -> {
+ Map<String, List<Conversation>> seqsToConvs = TcpConversationUtils.
+ groupConversationsByPacketSequence(convs, verbose);
+ outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
+ newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
+ list1.addAll(list2);
+ return list1;
+ }));
+ return oldMap;
+ });
+ });
+ });
+
+// System.out.println("==== ON ====");
+// // Print out all the pairs into a file for ON events
+// File fileOnEvents = new File(onPairsPath);
+// PrintWriter pwOn = null;
+// try {
+// pwOn = new PrintWriter(fileOnEvents);
+// } catch(Exception ex) {
+// ex.printStackTrace();
+// }
+// for(Map.Entry<String, Map<String, List<Conversation>>> entry : ons.entrySet()) {
+// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
+// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
+// List<Conversation> listConv = entryConv.getValue();
+// // Just get the first Conversation because all Conversations in this group
+// // should have the same pairs of Application Data.
+// for(Conversation conv : listConv) {
+// // Process only if it is a TLS packet
+// if (conv.isTls()) {
+// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
+// for(PcapPacketPair pair: tlsAppDataList) {
+// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
+// }
+// } else { // Non-TLS conversations
+// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
+// for(PcapPacketPair pair: packetList) {
+// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+// pwOn.println(PrintUtils.toCsv(pair, dnsMap));
+// }
+// }
+// }
+// }
+// }
+// pwOn.close();
+//
+// System.out.println("==== OFF ====");
+// // Print out all the pairs into a file for ON events
+// File fileOffEvents = new File(offPairsPath);
+// PrintWriter pwOff = null;
+// try {
+// pwOff = new PrintWriter(fileOffEvents);
+// } catch(Exception ex) {
+// ex.printStackTrace();
+// }
+// for(Map.Entry<String, Map<String, List<Conversation>>> entry : offs.entrySet()) {
+// Map<String, List<Conversation>> seqsToConvs = entry.getValue();
+// for(Map.Entry<String, List<Conversation>> entryConv : seqsToConvs.entrySet()) {
+// List<Conversation> listConv = entryConv.getValue();
+// // Just get the first Conversation because all Conversations in this group
+// // should have the same pairs of Application Data.
+// for(Conversation conv : listConv) {
+// // Process only if it is a TLS packet
+// if (conv.isTls()) {
+// List<PcapPacketPair> tlsAppDataList = TcpConversationUtils.extractTlsAppDataPacketPairs(conv);
+// for(PcapPacketPair pair: tlsAppDataList) {
+// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
+// }
+// } else { // Non-TLS conversations
+// List<PcapPacketPair> packetList = TcpConversationUtils.extractPacketPairs(conv);
+// for (PcapPacketPair pair : packetList) {
+// System.out.println(PrintUtils.toCsv(pair, dnsMap));
+// pwOff.println(PrintUtils.toCsv(pair, dnsMap));
+// }
+// }
+// }
+// }
+// }
+// pwOff.close();
+
+
+ // ================================================ CLUSTERING ================================================
+ // Note: no need to use the more convoluted on/off maps; can simply use the UserAction->List<Conversation> map
+ // when don't care about hostnames and sequences (see comment earlier).
+ List<Conversation> onConversations = userActionToConversations.entrySet().stream().
+ filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
+ map(e -> e.getValue()). // no longer interested in the UserActions
+ flatMap(List::stream). // flatten List<List<T>> to a List<T>
+ collect(Collectors.toList());
+ List<Conversation> offConversations = userActionToConversations.entrySet().stream().
+ filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
+ map(e -> e.getValue()).
+ flatMap(List::stream).
+ collect(Collectors.toList());
+ //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
+
+ List<PcapPacketPair> onPairs = onConversations.stream().
+ map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
+ TcpConversationUtils.extractPacketPairs(c)).
+ flatMap(List::stream). // flatten List<List<>> to List<>
+ collect(Collectors.toList());
+ List<PcapPacketPair> offPairs = offConversations.stream().
+ map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
+ TcpConversationUtils.extractPacketPairs(c)).
+ flatMap(List::stream). // flatten List<List<>> to List<>
+ collect(Collectors.toList());
+ // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
+ Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
+ // Perform clustering on conversation logged as part of all ON events.
+ DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 45);
+// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(2, 2);
+ //DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 10);
+ List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
+ // Perform clustering on conversation logged as part of all OFF events.
+ DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 45);
+// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10, 2);
+ //DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 10);
+ List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
+ // Sort the conversations as reference
+ List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
+ // Output clusters
+ System.out.println("========================================");
+ System.out.println(" Clustering results for ON ");
+ System.out.println(" Number of clusters: " + onClusters.size());
+ int count = 0;
+ List<List<List<PcapPacket>>> ppListOfListReadOn = new ArrayList<>();
+ List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
+ for (Cluster<PcapPacketPair> c : onClusters) {
+ System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
+ System.out.print(PrintUtils.toSummaryString(c));
+ if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+ //if(c.getPoints().size() > 25) {
+ // Print to file
+ List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
+ //TODO: DO EPSILON ANALYSIS HERE!!!
+
+ ppListOfListListOn.add(ppListOfList);
+ }
+ }
+ // TODO: Merging test
+ ppListOfListListOn = PcapPacketUtils.mergeSignatures(ppListOfListListOn, sortedAllConversation);
+ // TODO: Need to remove sequence 550 567 for Blossom phone side since it is not a good signature (overlap)!
+// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 1);
+ // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
+// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
+ // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
+ //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
+ // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
+ //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
+ // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
+ // TODO: This sequence actually belongs to the local communication between the plug and the phone
+ //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
+ ppListOfListListOn = PcapPacketUtils.sortSignatures(ppListOfListListOn);
+ PcapPacketUtils.printSignatures(ppListOfListListOn);
+
+ System.out.println("========================================");
+ System.out.println(" Clustering results for OFF ");
+ System.out.println(" Number of clusters: " + offClusters.size());
+ count = 0;
+ List<List<List<PcapPacket>>> ppListOfListReadOff = new ArrayList<>();
+ List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
+ for (Cluster<PcapPacketPair> c : offClusters) {
+ System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
+ System.out.print(PrintUtils.toSummaryString(c));
+ if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+ //if(c.getPoints().size() > 25) {
+ // Print to file
+ List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
+ //TODO: DO EPSILON ANALYSIS HERE!!!
+
+ ppListOfListListOff.add(ppListOfList);
+ }
+ }
+ // TODO: Merging test
+ ppListOfListListOff = PcapPacketUtils.mergeSignatures(ppListOfListListOff, sortedAllConversation);
+ // TODO: Need to remove sequence 69 296 for Blossom device side since it is not a good signature (overlap)!
+// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 3);
+ // TODO: Need to remove sequence number 1 for Nest Thermostat since it is not a good signature!
+ //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
+ // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
+// PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
+ // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
+ //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 2);
+ // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
+ // TODO: This sequence actually belongs to the local communication between the plug and the phone
+ //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 0);
+ ppListOfListListOff = PcapPacketUtils.sortSignatures(ppListOfListListOff);
+ PcapPacketUtils.printSignatures(ppListOfListListOff);
+
+
+ // Printing signatures into files
+ PrintUtils.serializeSignatureIntoFile("./onSignature.sig", ppListOfListListOn);
+ ppListOfListReadOn = PrintUtils.deserializeSignatureFromFile("./onSignature.sig");
+ PrintUtils.serializeSignatureIntoFile("./offSignature.sig", ppListOfListListOff);
+ ppListOfListReadOff = PrintUtils.deserializeSignatureFromFile("./offSignature.sig");
+ System.out.println("========================================");
+ // ============================================================================================================
+//
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// // TODO: This part is just for DBSCAN sensitivity experiment
+// List<Conversation> onConversations = userActionToConversations.entrySet().stream().
+// filter(e -> e.getKey().getType() == Type.TOGGLE_ON). // drop all OFF events from stream
+// map(e -> e.getValue()). // no longer interested in the UserActions
+// flatMap(List::stream). // flatten List<List<T>> to a List<T>
+// collect(Collectors.toList());
+// List<Conversation> offConversations = userActionToConversations.entrySet().stream().
+// filter(e -> e.getKey().getType() == Type.TOGGLE_OFF).
+// map(e -> e.getValue()).
+// flatMap(List::stream).
+// collect(Collectors.toList());
+// //Collections.sort(onConversations, (c1, c2) -> c1.getPackets().)
+//
+// List<PcapPacketPair> onPairs = onConversations.stream().
+// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
+// TcpConversationUtils.extractPacketPairs(c)).
+// flatMap(List::stream). // flatten List<List<>> to List<>
+// collect(Collectors.toList());
+// List<PcapPacketPair> offPairs = offConversations.stream().
+// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) :
+// TcpConversationUtils.extractPacketPairs(c)).
+// flatMap(List::stream). // flatten List<List<>> to List<>
+// collect(Collectors.toList());
+// // Note: need to update the DnsMap of all PcapPacketPairs if we want to use the IP/hostname-sensitive distance.
+// Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
+//
+// double eps = 10; // loop from eps 1-10
+// int minPts = 50; // loop from minPts 30-50
+// for(int epsCount = 7; epsCount <= eps; epsCount++) {
+// for(int minPtsCount = 30; minPtsCount <= minPts; minPtsCount++) {
+// System.out.println("Eps: " + epsCount + " --- minPts: " + minPtsCount);
+// DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(epsCount, minPtsCount);
+// DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(epsCount, minPtsCount);
+// List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
+// List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
+// // Sort the conversations as reference
+// List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
+// // Output clusters
+// System.out.println("========================================");
+// System.out.println(" Clustering results for ON ");
+// System.out.println(" Number of clusters: " + onClusters.size());
+// int count = 0;
+// List<List<List<PcapPacket>>> ppListOfListListOn = new ArrayList<>();
+// for (Cluster<PcapPacketPair> c : onClusters) {
+// System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
+//// System.out.print(PrintUtils.toSummaryString(c));
+// if (c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+//// if(c.getPoints().size() > 25) {
+// // Print to file
+// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
+// ppListOfListListOn.add(ppListOfList);
+// }
+// }
+// PcapPacketUtils.printSignatures(ppListOfListListOn);
+//
+// System.out.println("========================================");
+// System.out.println(" Clustering results for OFF ");
+// System.out.println(" Number of clusters: " + offClusters.size());
+// count = 0;
+// List<List<List<PcapPacket>>> ppListOfListListOff = new ArrayList<>();
+// for (Cluster<PcapPacketPair> c : offClusters) {
+// System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
+//// System.out.print(PrintUtils.toSummaryString(c));
+// if (c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+// //if(c.getPoints().size() > 25) {
+// // Print to file
+// List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
+// ppListOfListListOff.add(ppListOfList);
+// }
+// }
+// PcapPacketUtils.printSignatures(ppListOfListListOff);
+// System.out.println();
+// System.out.println();
+// System.out.println();
+// // ============================================================================================================
+// }
+// }
+
+
+// // ================================================================================================
+// // <<< Some work-in-progress/explorative code that extracts a "representative" sequence >>>
+// //
+// // Currently need to know relevant hostname in advance :(
+// String hostname = "events.tplinkra.com";
+//// String hostname = "rfe-us-west-1.dch.dlink.com";
+// // Conversations with 'hostname' for ON events.
+// List<Conversation> onsForHostname = new ArrayList<>();
+// // Conversations with 'hostname' for OFF events.
+// List<Conversation> offsForHostname = new ArrayList<>();
+// // "Unwrap" sequence groupings in ons/offs maps.
+// ons.get(hostname).forEach((k,v) -> onsForHostname.addAll(v));
+// offs.get(hostname).forEach((k,v) -> offsForHostname.addAll(v));
+//
+//
+// Map<String, List<Conversation>> onsForHostnameGroupedByTlsAppDataSequence = TcpConversationUtils.groupConversationsByTlsApplicationDataPacketSequence(onsForHostname);
+//
+//
+// // Extract representative sequence for ON and OFF by providing the list of conversations with
+// // 'hostname' observed for each event type (the training data).
+// SequenceExtraction seqExtraction = new SequenceExtraction();
+//// ExtractedSequence extractedSequenceForOn = seqExtraction.extract(onsForHostname);
+//// ExtractedSequence extractedSequenceForOff = seqExtraction.extract(offsForHostname);
+//
+// ExtractedSequence extractedSequenceForOn = seqExtraction.extractByTlsAppData(onsForHostname);
+// ExtractedSequence extractedSequenceForOff = seqExtraction.extractByTlsAppData(offsForHostname);
+//
+// // Let's check how many ONs align with OFFs and vice versa (that is, how many times an event is incorrectly
+// // labeled).
+// int onsLabeledAsOff = 0;
+// Integer[] representativeOnSeq = TcpConversationUtils.getPacketLengthSequence(extractedSequenceForOn.getRepresentativeSequence());
+// Integer[] representativeOffSeq = TcpConversationUtils.getPacketLengthSequence(extractedSequenceForOff.getRepresentativeSequence());
+// SequenceAlignment<Integer> seqAlg = seqExtraction.getAlignmentAlgorithm();
+// for (Conversation c : onsForHostname) {
+// Integer[] onSeq = TcpConversationUtils.getPacketLengthSequence(c);
+// if (seqAlg.calculateAlignment(representativeOffSeq, onSeq) <= extractedSequenceForOff.getMaxAlignmentCost()) {
+// onsLabeledAsOff++;
+// }
+// }
+// int offsLabeledAsOn = 0;
+// for (Conversation c : offsForHostname) {
+// Integer[] offSeq = TcpConversationUtils.getPacketLengthSequence(c);
+// if (seqAlg.calculateAlignment(representativeOnSeq, offSeq) <= extractedSequenceForOn.getMaxAlignmentCost()) {
+// offsLabeledAsOn++;
+// }
+// }
+// System.out.println("");
+// // ================================================================================================
+//
+//
+// // -------------------------------------------------------------------------------------------------------------
+// // -------------------------------------------------------------------------------------------------------------
+ }
+
+ /**
+ * Check if there is any overlap between the signature stored in this class and another signature.
+ * Conditions:
+ * 1) If both signatures do not have any range, then we need to do conservative checking (return true).
+ * 2) If both signatures have the same number of packets/packet lengths, then we check the range; if the
+ * numbers of packets/packet lengths are different then we assume that there is no overlap.
+ * 3) If there is any range in the signatures, then we need to check for overlap.
+ * 4) If there is overlap for every packet/packet length, then we return false (range-based checking); otherwise,
+ * true (conservative checking).
+ *
+ * @param otherSignature A {@code List} of {@code List} of {@code List} of {@code PcapPacket} objects to be checked
+ * for overlaps with the signature stored in this class.
+ * @return A boolean that is true if there is an overlap; false otherwise.
+ */
+// public boolean isConservativeChecking(List<List<List<PcapPacket>>> otherSignature) {
+//
+// // Get the ranges of the two signatures
+// List<List<List<PcapPacket>>> signatureRanges = getSequenceRanges(mSignature);
+// List<List<List<PcapPacket>>> otherSignatureRanges = getSequenceRanges(otherSignature);
+// if (!isRangeBased(signatureRanges) && !isRangeBased(otherSignatureRanges)) {
+// // Conservative checking when there is no range
+// return true;
+// } else if(signatureRanges.size() != otherSignatureRanges.size()) {
+// // The two signatures have different numbers of packets/packet lengths
+// return false;
+// } else {
+// // There is range; check if there is overlap
+// return checkOverlap(signatureRanges, otherSignatureRanges);
+// }
+// }
+
+ /*
+ * Check for overlap since we have range in at least one of the signatures.
+ * Overlap is only true when all ranges overlap. We need to check in order.
+ */
+// private boolean checkOverlap(List<List<List<PcapPacket>>> signatureRanges,
+// List<List<List<PcapPacket>>> otherSignatureRanges) {
+//
+// for(List<List<PcapPacket>> listListPcapPacket : signatureRanges) {
+// // Lower bound of the range is in index 0
+// // Upper bound of the range is in index 1
+// int sequenceSetIndex = signatureRanges.indexOf(listListPcapPacket);
+// List<PcapPacket> minSequenceSignature = listListPcapPacket.get(0);
+// List<PcapPacket> maxSequenceSignature = listListPcapPacket.get(1);
+// for(PcapPacket pcapPacket : minSequenceSignature) {
+// // Get the lower and upper bounds of the current signature
+// int packetIndex = minSequenceSignature.indexOf(pcapPacket);
+// int lowerBound = pcapPacket.length();
+// int upperBound = maxSequenceSignature.get(packetIndex).length();
+// // Check for range overlap in the other signature!
+// // Check the packet/packet length at the same position
+// List<PcapPacket> minSequenceSignatureOther = otherSignatureRanges.get(sequenceSetIndex).get(0);
+// List<PcapPacket> maxSequenceSignatureOther = otherSignatureRanges.get(sequenceSetIndex).get(1);
+// int lowerBoundOther = minSequenceSignatureOther.get(packetIndex).length();
+// int upperBoundOther = maxSequenceSignatureOther.get(packetIndex).length();
+// if (!(lowerBoundOther <= lowerBound && lowerBound <= upperBoundOther) &&
+// !(lowerBoundOther <= upperBound && upperBound <= upperBoundOther)) {
+// return false;
+// }
+// }
+// }
+//
+// return true;
+// }
+//
+// /*
+// * Check and see if there is any range in the signatures
+// */
+// private boolean isRangeBased(List<List<List<PcapPacket>>> signatureRanges) {
+//
+// for(List<List<PcapPacket>> listListPcapPacket : signatureRanges) {
+// // Lower bound of the range is in index 0
+// // Upper bound of the range is in index 1
+// List<PcapPacket> minSequence = listListPcapPacket.get(0);
+// List<PcapPacket> maxSequence = listListPcapPacket.get(1);
+// for(PcapPacket pcapPacket : minSequence) {
+// int index = minSequence.indexOf(pcapPacket);
+// if (pcapPacket.length() != maxSequence.get(index).length()) {
+// // If there is any packet length that differs in the minSequence
+// // and maxSequence, then it is range-based
+// return true;
+// }
+// }
+// }
+//
+// return false;
+// }
+//
+// /* Find the sequence with the minimum packet lengths.
+// * The second-layer list should contain the minimum sequence for element 0 and maximum sequence for element 1.
+// */
+// private List<List<List<PcapPacket>>> getSequenceRanges(List<List<List<PcapPacket>>> signature) {
+//
+// // Start from the first index
+// List<List<List<PcapPacket>>> rangeBasedSequence = new ArrayList<>();
+// for (List<List<PcapPacket>> listListPcapPacket : signature) {
+// List<List<PcapPacket>> minMaxSequence = new ArrayList<>();
+// // Both searches start from index 0
+// List<PcapPacket> minSequence = new ArrayList<>(listListPcapPacket.get(0));
+// List<PcapPacket> maxSequence = new ArrayList<>(listListPcapPacket.get(0));
+// for (List<PcapPacket> listPcapPacket : listListPcapPacket) {
+// for (PcapPacket pcapPacket : listPcapPacket) {
+// int index = listPcapPacket.indexOf(pcapPacket);
+// // Set the new minimum if length at the index is minimum
+// if (pcapPacket.length() < minSequence.get(index).length()) {
+// minSequence.set(index, pcapPacket);
+// }
+// // Set the new maximum if length at the index is maximum
+// if (pcapPacket.length() > maxSequence.get(index).length()) {
+// maxSequence.set(index, pcapPacket);
+// }
+// }
+// }
+// // minSequence as element 0 and maxSequence as element 1
+// minMaxSequence.add(minSequence);
+// minMaxSequence.add(maxSequence);
+// rangeBasedSequence.add(minMaxSequence);
+// }
+//
+// return rangeBasedSequence;
+// }
+}
+
+
+// TP-Link MAC 50:c7:bf:33:1f:09 and usually IP 192.168.1.159 (remember to verify per file)
+// frame.len >= 556 && frame.len <= 558 && ip.addr == 192.168.1.159
\ No newline at end of file
public static void main(String[] args) throws PcapNativeException, NotOpenException {
// String path = "/scratch/July-2018"; // Rahmadi
- String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
- final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
- final String signatureFile = path + "/2018-07/dlink/offSignature1.sig";
-
- List<List<PcapPacket>> signature = PrintUtils.deserializeClustersFromFile(signatureFile);
- Layer3ClusterMatcher clusterMatcher = new Layer3ClusterMatcher(signature, null,
- (sig, match) -> System.out.println(
- String.format("[ !!! SIGNATURE DETECTED AT %s !!! ]",
- match.get(0).getTimestamp().atZone(ZoneId.of("America/Los_Angeles")))
- )
- );
-
- PcapHandle handle;
- try {
- handle = Pcaps.openOffline(inputPcapFile, PcapHandle.TimestampPrecision.NANO);
- } catch (PcapNativeException pne) {
- handle = Pcaps.openOffline(inputPcapFile);
- }
- PcapHandleReader reader = new PcapHandleReader(handle, p -> true, clusterMatcher);
- reader.readFromHandle();
- clusterMatcher.performDetection();
+// String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
+// final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
+// final String signatureFile = path + "/2018-07/dlink/offSignature1.sig";
+//
+
// List<List<PcapPacket>> signature = PrintUtils.deserializeClustersFromFile(signatureFile);
+// Layer3ClusterMatcher clusterMatcher = new Layer3ClusterMatcher(signature, null,
+// (sig, match) -> System.out.println(
+// String.format("[ !!! SIGNATURE DETECTED AT %s !!! ]",
+// match.get(0).getTimestamp().atZone(ZoneId.of("America/Los_Angeles")))
+// )
+// );
+//
+// PcapHandle handle;
+// try {
+// handle = Pcaps.openOffline(inputPcapFile, PcapHandle.TimestampPrecision.NANO);
+// } catch (PcapNativeException pne) {
+// handle = Pcaps.openOffline(inputPcapFile);
+// }
+// PcapHandleReader reader = new PcapHandleReader(handle, p -> true, clusterMatcher);
+// reader.readFromHandle();
+// clusterMatcher.performDetection();
}
/**
* {@code cluster}, i.e., when the examined traffic is classified as pertaining to
* {@code cluster}.
*/
- public Layer3ClusterMatcher(List<List<PcapPacket>> cluster, String routerWanIp,
+ public Layer3ClusterMatcher(List<List<PcapPacket>> cluster, String routerWanIp, List<List<List<List<PcapPacket>>>> otherSignatures,
ClusterMatcherObserver... detectionObservers) {
super(cluster);
Objects.requireNonNull(detectionObservers, "detectionObservers cannot be null");
);
}
mRouterWanIp = routerWanIp;
+
+ checkOverlaps(otherSignatures);
}
@Override
mTcpReassembler.gotPacket(packet);
}
+ // TODO: UNDER CONSTRUCTION NOW!
+ private void checkOverlaps(List<List<List<List<PcapPacket>>>> otherSignatures) {
+ // Unpack the list
+ for(List<List<List<PcapPacket>>> listListListPcapPacket : otherSignatures) {
+ for(List<List<PcapPacket>> listListPcapPacket : listListListPcapPacket) {
+ for(List<PcapPacket> listPcapPacket : listListPcapPacket) {
+
+ }
+ }
+ }
+ }
+
/**
* Get the cluster that describes the packet sequence that this {@link Layer3ClusterMatcher} is searching for.
* @return the cluster that describes the packet sequence that this {@link Layer3ClusterMatcher} is searching for.
import edu.uci.iotproject.detection.ClusterMatcherObserver;
import edu.uci.iotproject.io.PcapHandleReader;
import edu.uci.iotproject.util.PrintUtils;
+import org.apache.commons.math3.distribution.AbstractRealDistribution;
+import org.apache.commons.math3.distribution.NormalDistribution;
import org.jgrapht.GraphPath;
import org.jgrapht.alg.shortestpath.DijkstraShortestPath;
import org.jgrapht.graph.DefaultWeightedEdge;
// final String inputPcapFile = path + "/experimental_result/smarthome/dlink-siren/eth0/dlink-siren.eth0.detection.pcap";
// // D-Link Siren DEVICE signatures
// // TODO: The device signature does not have pairs---only one packet which is 216, so we don't consider this as a signature
-//// final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-device-side.sig";
-//// final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-device-side.sig";
-// // D-Link Siren PHONE signatures
+// final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-device-side.sig";
+// final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-device-side.sig";
+ // D-Link Siren PHONE signatures
// final String onSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-onSignature-phone-side.sig";
// final String offSignatureFile = path + "/experimental_result/standalone/dlink-siren/signatures/dlink-siren-offSignature-phone-side.sig";
// final String onSignatureFile = path + "/training/signatures/dlink-siren/dlink-siren-onSignature-phone-side.sig";
// final String offSignatureFile = path + "/training/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
// TODO: EXPERIMENT - November 13, 2018
// Arlo Camera experiment
-//// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
-//// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera.eth0.local.pcap";
+// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
+// final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera.eth0.local.pcap";
// final String inputPcapFile = path + "/experimental_result/smarthome/arlo-camera/wlan1/arlo-camera.wlan1.detection.pcap";
//// final String inputPcapFile = path + "/experimental_result/smarthome/arlo-camera/eth0/arlo-camera.eth0.detection.pcap";
//// final String inputPcapFile = path + "/training/arlo-camera/eth0/arlo-camera.eth0.local.pcap";
// // Arlo Camera PHONE signatures
-// final String onSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
+//// final String onSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig";
+//// final String offSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig";
+// final String onSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-onSignature-phone-side.sig.complete";
+// final String offSignatureFile = path + "/experimental_result/standalone/arlo-camera/signatures/arlo-camera-offSignature-phone-side.sig.complete";
// Amazon Alexa experiment
// final String inputPcapFile = path + "/training/amazon-alexa/wlan1/alexa2.wlan1.local.pcap";
// final String inputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug.wlan1.local.pcap";
// final String inputPcapFile = path + "/experimental_result/standalone/st-plug/eth0/st-plug.eth0.local.pcap";
// //final String inputPcapFile = path + "/experimental_result/smarthome/st-plug/wlan1/st-plug.wlan1.detection.pcap";
-// final String inputPcapFile = path + "/experimental_result/smarthome/st-plug/eth0/st-plug.eth0.detection.pcap";
-//// // SmartThings Plug PHONE signatures
-// final String onSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-offSignature-phone-side.sig";
+ final String inputPcapFile = path + "/experimental_result/smarthome/st-plug/eth0/st-plug.eth0.detection.pcap";
+// // SmartThings Plug PHONE signatures
+ final String onSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-onSignature-phone-side.sig";
+ final String offSignatureFile = path + "/experimental_result/standalone/st-plug/signatures/st-plug-offSignature-phone-side.sig";
// final String onSignatureFile = path + "/training/signatures/st-plug/st-plug-onSignature-phone-side.sig";
// final String offSignatureFile = path + "/training/signatures/st-plug/st-plug-offSignature-phone-side.sig";
// TODO: EXPERIMENT - January 9, 2018
// Blossom Sprinkler experiment
-// final String inputPcapFile = path + "/experimental_result/standalone/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.local.pcap";
- final String inputPcapFile = path + "/experimental_result/smarthome/blossom-sprinkler/eth0/blossom-sprinkler.eth0.detection.pcap";
-// final String inputPcapFile = path + "/experimental_result/smarthome/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.detection.pcap";
- // Blossom Sprinkler DEVICE signatures
+//// final String inputPcapFile = path + "/experimental_result/standalone/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.local.pcap";
+// final String inputPcapFile = path + "/experimental_result/smarthome/blossom-sprinkler/eth0/blossom-sprinkler.eth0.detection.pcap";
+//// final String inputPcapFile = path + "/experimental_result/smarthome/blossom-sprinkler/wlan1/blossom-sprinkler.wlan1.detection.pcap";
+// // Blossom Sprinkler DEVICE signatures
// final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-device-side.sig";
// final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-device-side.sig";
- // Blossom Sprinkler PHONE signatures
- final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-phone-side.sig";
- final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-phone-side.sig";
+// // Blossom Sprinkler PHONE signatures
+//// final String onSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-onSignature-phone-side.sig";
+//// final String offSignatureFile = path + "/experimental_result/standalone/blossom-sprinkler/signatures/blossom-sprinkler-offSignature-phone-side.sig";
// LiFX Bulb experiment
// final String inputPcapFile = path + "/training/lifx-bulb/wlan1/lifx-bulb.wlan1.local.pcap";
// TODO: EXPERIMENT - November 10, 2018
// Kwikset Door lock experiment
// final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.local.pcap";
-// //final String inputPcapFile = path + "/experimental_result/smarthome/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.detection.pcap";
+ //final String inputPcapFile = path + "/experimental_result/smarthome/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.detection.pcap";
// final String inputPcapFile = path + "/experimental_result/smarthome/kwikset-doorlock/eth0/kwikset-doorlock.eth0.detection.pcap";
// // Kwikset Door lock PHONE signatures
// final String onSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-onSignature-phone-side.sig";
// final String offSignatureFile = path + "/experimental_result/standalone/kwikset-doorlock/signatures/kwikset-doorlock-offSignature-phone-side.sig";
-// final String onSignatureFile = path + "/training/signatures/kwikset-doorlock/kwikset-doorlock-onSignature-phone-side.sig";
-// final String offSignatureFile = path + "/training/signatures/kwikset-doorlock/kwikset-doorlock-offSignature-phone-side.sig";
+//// final String onSignatureFile = path + "/training/signatures/kwikset-doorlock/kwikset-doorlock-onSignature-phone-side.sig";
+//// final String offSignatureFile = path + "/training/signatures/kwikset-doorlock/kwikset-doorlock-offSignature-phone-side.sig";
List<List<List<PcapPacket>>> onSignature = PrintUtils.deserializeSignatureFromFile(onSignatureFile);
List<List<List<PcapPacket>>> offSignature = PrintUtils.deserializeSignatureFromFile(offSignatureFile);
- // TODO: BUILD A CLASS OR A METHOD TO CHECK IF THERE IS AN OVERLAP BETWEEN THE TWO SIGNATURES HERE
- // 1) The two signatures have to be a range-based signature
- // 2) The two ranges overlap
- // 3) If they overlap then we apply strict matching, if not then we apply range-based matching
-
// LAN
// SignatureDetector onDetector = new SignatureDetector(onSignature, null);
// SignatureDetector offDetector = new SignatureDetector(offSignature, null);
+
+ // TODO: We need the array that contains other signatures so that we can check for overlap and decide
+ // TODO: whether we use conservative or range-based matching
+ // Right now we have ON signature as other signature for OFF and OFF signature as other signature for ON
+ // In the future, we might have more other signatures
+ List<List<List<List<PcapPacket>>>> otherSignaturesOutsideOn = new ArrayList<>();
+ otherSignaturesOutsideOn.add(offSignature);
+ List<List<List<List<PcapPacket>>>> otherSignaturesOutsideOff = new ArrayList<>();
+ otherSignaturesOutsideOff.add(onSignature);
+
// WAN
- SignatureDetector onDetector = new SignatureDetector(onSignature, "128.195.205.105", 0);
- SignatureDetector offDetector = new SignatureDetector(offSignature, "128.195.205.105", 0);
- if (onDetector.isConservativeChecking(offSignature)) {
- System.out.println("Do conservative checking!");
- } else {
- System.out.println("Do range-based checking!");
- }
+ SignatureDetector onDetector = new SignatureDetector(onSignature, "128.195.205.105", 0,
+ otherSignaturesOutsideOn);
+ SignatureDetector offDetector = new SignatureDetector(offSignature, "128.195.205.105", 0,
+ otherSignaturesOutsideOff);
- /*
final DateTimeFormatter dateTimeFormatter = DateTimeFormatter.ofLocalizedDateTime(FormatStyle.MEDIUM).
withLocale(Locale.US).withZone(ZoneId.of("America/Los_Angeles"));
PcapHandleReader reader = new PcapHandleReader(handle, p -> true, onDetector, offDetector);
reader.readFromHandle();
+ //if (onDetector.isConservativeChecking(offSignature)) {
+ // System.out.println("Do conservative checking!");
+ //} else {
+ // TODO: WORK ON THIS RANGE-BASED CHECKING
+ // System.out.println("Do range-based checking!");
+ //}
+
// TODO: need a better way of triggering detection than this...
onDetector.mClusterMatchers.forEach(cm -> cm.performDetection());
offDetector.mClusterMatchers.forEach(cm -> cm.performDetection());
// TODO: Temporary clean up until we clean the pipeline
-// List<UserAction> cleanedDetectedEvents = SignatureDetector.removeDuplicates(detectedEvents);
-// cleanedDetectedEvents.forEach(outputter);*/
+// List<UserAction> cleanedDetectedEvents = SignatureDetector.removeDuplicates(detectedEvents);
+// cleanedDetectedEvents.forEach(outputter);
}
return listUserActionClean;
}
- /**
- * Check if there is any overlap between the signature stored in this class and another signature.
- * Conditions:
- * 1) If both signatures do not have any range, then we need to do conservative checking (return true).
- * 2) If both signatures have the same number of packets/packet lengths, then we check the range; if the
- * numbers of packets/packet lengths are different then we assume that there is no overlap.
- * 3) If there is any range in the signatures, then we need to check for overlap.
- * 4) If there is overlap for every packet/packet length, then we return false (range-based checking); otherwise,
- * true (conservative checking).
- *
- * @param otherSignature A {@code List} of {@code List} of {@code List} of {@code PcapPacket} objects to be checked
- * for overlaps with the signature stored in this class.
- * @return A boolean that is true if there is an overlap; false otherwise.
- */
- public boolean isConservativeChecking(List<List<List<PcapPacket>>> otherSignature) {
-
- // Get the ranges of the two signatures
- List<List<List<PcapPacket>>> signatureRanges = getSequenceRanges(mSignature);
- List<List<List<PcapPacket>>> otherSignatureRanges = getSequenceRanges(otherSignature);
- if (!isRangeBased(signatureRanges) && !isRangeBased(otherSignatureRanges)) {
- // Conservative checking when there is no range
- return true;
- } else if(signatureRanges.size() != otherSignatureRanges.size()) {
- // The two signatures have different numbers of packets/packet lengths
- return false;
- } else {
- // There is range; check if there is overlap
- return checkOverlap(signatureRanges, otherSignatureRanges);
- }
- }
-
- /*
- * Check for overlap since we have range in at least one of the signatures.
- * Overlap is only true when all ranges overlap. We need to check in order.
- */
- private boolean checkOverlap(List<List<List<PcapPacket>>> signatureRanges,
- List<List<List<PcapPacket>>> otherSignatureRanges) {
-
- for(List<List<PcapPacket>> listListPcapPacket : signatureRanges) {
- // Lower bound of the range is in index 0
- // Upper bound of the range is in index 1
- int sequenceSetIndex = signatureRanges.indexOf(listListPcapPacket);
- List<PcapPacket> minSequenceSignature = listListPcapPacket.get(0);
- List<PcapPacket> maxSequenceSignature = listListPcapPacket.get(1);
- for(PcapPacket pcapPacket : minSequenceSignature) {
- // Get the lower and upper bounds of the current signature
- int packetIndex = minSequenceSignature.indexOf(pcapPacket);
- int lowerBound = pcapPacket.length();
- int upperBound = maxSequenceSignature.get(packetIndex).length();
- // Check for range overlap in the other signature!
- // Check the packet/packet length at the same position
- List<PcapPacket> minSequenceSignatureOther = otherSignatureRanges.get(sequenceSetIndex).get(0);
- List<PcapPacket> maxSequenceSignatureOther = otherSignatureRanges.get(sequenceSetIndex).get(1);
- int lowerBoundOther = minSequenceSignatureOther.get(packetIndex).length();
- int upperBoundOther = maxSequenceSignatureOther.get(packetIndex).length();
- if (!(lowerBoundOther <= lowerBound && lowerBound <= upperBoundOther) &&
- !(lowerBoundOther <= upperBound && upperBound <= upperBoundOther)) {
- return false;
- }
- }
- }
-
- return true;
- }
-
- /*
- * Check and see if there is any range in the signatures
- */
- private boolean isRangeBased(List<List<List<PcapPacket>>> signatureRanges) {
-
- for(List<List<PcapPacket>> listListPcapPacket : signatureRanges) {
- // Lower bound of the range is in index 0
- // Upper bound of the range is in index 1
- List<PcapPacket> minSequence = listListPcapPacket.get(0);
- List<PcapPacket> maxSequence = listListPcapPacket.get(1);
- for(PcapPacket pcapPacket : minSequence) {
- int index = minSequence.indexOf(pcapPacket);
- if (pcapPacket.length() != maxSequence.get(index).length()) {
- // If there is any packet length that differs in the minSequence
- // and maxSequence, then it is range-based
- return true;
- }
- }
- }
-
- return false;
- }
+// /**
+// * Check if there is any overlap between the signature stored in this class and another signature.
+// * Conditions:
+// * 1) If both signatures do not have any range, then we need to do conservative checking (return true).
+// * 2) If both signatures have the same number of packets/packet lengths, then we check the range; if the
+// * numbers of packets/packet lengths are different then we assume that there is no overlap.
+// * 3) If there is any range in the signatures, then we need to check for overlap.
+// * 4) If there is overlap for every packet/packet length, then we return false (range-based checking); otherwise,
+// * true (conservative checking).
+// *
+// * @param otherSignature A {@code List} of {@code List} of {@code List} of {@code PcapPacket} objects to be checked
+// * for overlaps with the signature stored in this class.
+// * @return A boolean that is true if there is an overlap; false otherwise.
+// */
+
// public boolean isConservativeChecking(List<List<List<PcapPacket>>> otherSignature) {
+//
+// // Get the ranges of the two signatures
+
// List<List<List<PcapPacket>>> signatureRanges = getSequenceRanges(mSignature);
+
// List<List<List<PcapPacket>>> otherSignatureRanges = getSequenceRanges(otherSignature);
+// if (!isRangeBased(signatureRanges) && !isRangeBased(otherSignatureRanges)) {
+// // Conservative checking when there is no range
+// return true;
+// } else if(signatureRanges.size() != otherSignatureRanges.size()) {
+// // The two signatures have different numbers of packets/packet lengths
+// return false;
+// } else {
+// // There is range; check if there is overlap
+// return checkOverlap(signatureRanges, otherSignatureRanges);
+// }
+// }
+//
+// /*
+// * Check for overlap since we have range in at least one of the signatures.
+// * Overlap is only true when all ranges overlap. We need to check in order.
+// */
+
// private boolean checkOverlap(List<List<List<PcapPacket>>> signatureRanges,
+
// List<List<List<PcapPacket>>> otherSignatureRanges) {
+//
+
// for(List<List<PcapPacket>> listListPcapPacket : signatureRanges) {
+// // Lower bound of the range is in index 0
+// // Upper bound of the range is in index 1
+// int sequenceSetIndex = signatureRanges.indexOf(listListPcapPacket);
+
// List<PcapPacket> minSequenceSignature = listListPcapPacket.get(0);
+
// List<PcapPacket> maxSequenceSignature = listListPcapPacket.get(1);
+// for(PcapPacket pcapPacket : minSequenceSignature) {
+// // Get the lower and upper bounds of the current signature
+// int packetIndex = minSequenceSignature.indexOf(pcapPacket);
+// int lowerBound = pcapPacket.length();
+// int upperBound = maxSequenceSignature.get(packetIndex).length();
+// // Check for range overlap in the other signature!
+// // Check the packet/packet length at the same position
+
// List<PcapPacket> minSequenceSignatureOther = otherSignatureRanges.get(sequenceSetIndex).get(0);
+
// List<PcapPacket> maxSequenceSignatureOther = otherSignatureRanges.get(sequenceSetIndex).get(1);
+// int lowerBoundOther = minSequenceSignatureOther.get(packetIndex).length();
+// int upperBoundOther = maxSequenceSignatureOther.get(packetIndex).length();
+// if (!(lowerBoundOther <= lowerBound && lowerBound <= upperBoundOther) &&
+// !(lowerBoundOther <= upperBound && upperBound <= upperBoundOther)) {
+// return false;
+// }
+// }
+// }
+//
+// return true;
+// }
+//
+// /*
+// * Check and see if there is any range in the signatures
+// */
+
// private boolean isRangeBased(List<List<List<PcapPacket>>> signatureRanges) {
+//
+
// for(List<List<PcapPacket>> listListPcapPacket : signatureRanges) {
+// // Lower bound of the range is in index 0
+// // Upper bound of the range is in index 1
+
// List<PcapPacket> minSequence = listListPcapPacket.get(0);
+
// List<PcapPacket> maxSequence = listListPcapPacket.get(1);
+// for(PcapPacket pcapPacket : minSequence) {
+// int index = minSequence.indexOf(pcapPacket);
+// if (pcapPacket.length() != maxSequence.get(index).length()) {
+// // If there is any packet length that differs in the minSequence
+// // and maxSequence, then it is range-based
+// return true;
+// }
+// }
+// }
+//
+// return false;
+// }
/* Find the sequence with the minimum packet lengths.
* The second-layer list should contain the minimum sequence for element 0 and maximum sequence for element 1.
return rangeBasedSequence;
}
- public SignatureDetector(List<List<List<PcapPacket>>> searchedSignature, String routerWanIp, int inclusionTimeMillis) {
+ public SignatureDetector(List<List<List<PcapPacket>>> searchedSignature, String routerWanIp, int inclusionTimeMillis,
+ List<List<List<List<PcapPacket>>>> otherSignatures) {
// note: doesn't protect inner lists from changes :'(
mSignature = Collections.unmodifiableList(searchedSignature);
// Generate corresponding/appropriate ClusterMatchers based on the provided signature
List<Layer3ClusterMatcher> clusterMatchers = new ArrayList<>();
for (List<List<PcapPacket>> cluster : mSignature) {
- clusterMatchers.add(new Layer3ClusterMatcher(cluster, routerWanIp, this));
+ clusterMatchers.add(new Layer3ClusterMatcher(cluster, routerWanIp, otherSignatures, this));
}
mClusterMatchers = Collections.unmodifiableList(clusterMatchers);
projects / pingpong.git / commitdiff