+++ /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
projects / pingpong.git / blobdiff