X-Git-Url: http://plrg.eecs.uci.edu/git/?p=pingpong.git;a=blobdiff_plain;f=Code%2FProjects%2FSmartPlugDetector%2Fsrc%2Fmain%2Fjava%2Fedu%2Fuci%2Fiotproject%2FMain.java;h=f1056b0ef56931aaf1236d46ea734e4274c7ac7f;hp=490ad0d5178d67306b20a7a5bc1948a99a45d8ea;hb=17301c657cd91310ccbed2155193a58bea62d385;hpb=d74e05e339843d2c2c57518268aa5669f5a51887 diff --git a/Code/Projects/SmartPlugDetector/src/main/java/edu/uci/iotproject/Main.java b/Code/Projects/SmartPlugDetector/src/main/java/edu/uci/iotproject/Main.java index 490ad0d..f1056b0 100644 --- a/Code/Projects/SmartPlugDetector/src/main/java/edu/uci/iotproject/Main.java +++ b/Code/Projects/SmartPlugDetector/src/main/java/edu/uci/iotproject/Main.java @@ -1,10 +1,26 @@ 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 @@ -20,18 +36,870 @@ public class Main { public static void main(String[] args) throws PcapNativeException, NotOpenException, EOFException, TimeoutException, UnknownHostException { - String fileName = args.length > 0 ? args[0] : "/home/rtrimana/pcap_processing/smart_home_traffic/Code/Projects/SmartPlugDetector/pcap/wlan1.local.remote.dns.pcap"; + // ------------------------------------------------------------------------------------------------------------- + // ------------ # 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 triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false); - // ====== Debug code ====== - PcapHandle handle; - try { - handle = Pcaps.openOffline(fileName, PcapHandle.TimestampPrecision.NANO); - } catch (PcapNativeException pne) { - handle = Pcaps.openOffline(fileName); + System.out.println("ON signature file in use is " + onSignatureFile); + System.out.println("OFF signature file in use is " + offSignatureFile); + + List>> onSignature = PrintUtils.deserializeSignatureFromFile(onSignatureFile); + List>> offSignature = PrintUtils.deserializeSignatureFromFile(offSignatureFile); + + List signatureTimestamps = new ArrayList<>(); + // Load ON signature last packet's timestamp + // Get the last only + List> lastListOn = onSignature.get(onSignature.size()-1); + for (List 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> lastListOff = offSignature.get(offSignature.size()-1); + for (List 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 iterTrig = triggerTimes.iterator(); + Iterator 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 firstSignatureTimestamps = new ArrayList<>(); + List lastSignatureTimestamps = new ArrayList<>(); + List> firstListOnSign = onSignature.get(0); + List> lastListOnSign = onSignature.get(onSignature.size()-1); + // Load ON signature first and last packet's timestamps + for (List list : firstListOnSign) { + // Get timestamp Instant from the last packet + firstSignatureTimestamps.add(list.get(0).getTimestamp()); + } + for (List list : lastListOnSign) { + // Get timestamp Instant from the last packet + int lastPacketIndex = list.size()-1; + lastSignatureTimestamps.add(list.get(lastPacketIndex).getTimestamp()); + } + + List> firstListOffSign = offSignature.get(0); + List> lastListOffSign = offSignature.get(offSignature.size()-1); + // Load OFF signature first and last packet's timestamps + for (List list : firstListOffSign) { + // Get timestamp Instant from the last packet + firstSignatureTimestamps.add(list.get(0).getTimestamp()); + } + for (List list : lastListOffSign) { + // Get timestamp Instant from the last packet + int lastPacketIndex = list.size()-1; + lastSignatureTimestamps.add(list.get(lastPacketIndex).getTimestamp()); } - FlowPatternFinder fpf = new FlowPatternFinder(handle, FlowPattern.TP_LINK_LOCAL_ON); - fpf.start(); + // Sort the timestamps + firstSignatureTimestamps.sort((p1, p2) -> { + return p1.compareTo(p2); + }); + // Sort the timestamps + lastSignatureTimestamps.sort((p1, p2) -> { + return p1.compareTo(p2); + }); - // ======================== + Iterator iterFirst = firstSignatureTimestamps.iterator(); + Iterator 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 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 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 allConversations = tcpReassembler.getTcpConversations(); +// // Group conversations by hostname. +// Map> 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> 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> 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> 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> userActionToConversations = trafficLabeler.getLabeledReassembledTcpTraffic(); +// final Map>> 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 map to generate ON/OFF groupings of conversations. +// */ +// +//// // Contains all ON events: hostname -> sequence identifier -> list of conversations with that sequence +//// Map>> ons = new HashMap<>(); +//// // Contains all OFF events: hostname -> sequence identifier -> list of conversations with that sequence +//// Map>> offs = new HashMap<>(); +//// userActionsToConvsByHostname.forEach((ua, hostnameToConvs) -> { +//// Map>> outer = ua.getType() == Type.TOGGLE_ON ? ons : offs; +//// hostnameToConvs.forEach((host, convs) -> { +//// Map> 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>> entry : ons.entrySet()) { +//// Map> seqsToConvs = entry.getValue(); +//// for(Map.Entry> entryConv : seqsToConvs.entrySet()) { +//// List 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 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 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>> entry : offs.entrySet()) { +//// Map> seqsToConvs = entry.getValue(); +//// for(Map.Entry> entryConv : seqsToConvs.entrySet()) { +//// List 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 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 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 map +// // when don't care about hostnames and sequences (see comment earlier). +//// List 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> to a List +//// collect(Collectors.toList()); +//// List 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 onPairs = onConversations.stream(). +//// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) : +//// TcpConversationUtils.extractPacketPairs(c)). +//// flatMap(List::stream). // flatten List> to List<> +//// collect(Collectors.toList()); +//// List offPairs = offConversations.stream(). +//// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) : +//// TcpConversationUtils.extractPacketPairs(c)). +//// flatMap(List::stream). // flatten 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 onClusterer = new DBSCANClusterer<>(10.0, 45); +//// DBSCANClusterer onClusterer = new DBSCANClusterer<>(2, 2); +//// //DBSCANClusterer onClusterer = new DBSCANClusterer<>(10.0, 10); +//// List> onClusters = onClusterer.cluster(onPairs); +//// // Perform clustering on conversation logged as part of all OFF events. +////// DBSCANClusterer offClusterer = new DBSCANClusterer<>(10.0, 45); +//// DBSCANClusterer offClusterer = new DBSCANClusterer<>(2, 2); +//// //DBSCANClusterer offClusterer = new DBSCANClusterer<>(10.0, 10); +//// List> offClusters = offClusterer.cluster(offPairs); +//// // Sort the conversations as reference +//// List 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>> ppListOfListReadOn = new ArrayList<>(); +//// List>> ppListOfListListOn = new ArrayList<>(); +//// for (Cluster 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> 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> 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>> ppListOfListReadOff = new ArrayList<>(); +//// List>> ppListOfListListOff = new ArrayList<>(); +//// for (Cluster 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> 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> 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 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> to a List +// collect(Collectors.toList()); +// List 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 onPairs = onConversations.stream(). +// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) : +// TcpConversationUtils.extractPacketPairs(c)). +// flatMap(List::stream). // flatten List> to List<> +// collect(Collectors.toList()); +// List offPairs = offConversations.stream(). +// map(c -> c.isTls() ? TcpConversationUtils.extractTlsAppDataPacketPairs(c) : +// TcpConversationUtils.extractPacketPairs(c)). +// flatMap(List::stream). // flatten 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 onClusterer = new DBSCANClusterer<>(epsCount, minPtsCount); +// DBSCANClusterer offClusterer = new DBSCANClusterer<>(epsCount, minPtsCount); +// List> onClusters = onClusterer.cluster(onPairs); +// List> offClusters = offClusterer.cluster(offPairs); +// // Sort the conversations as reference +// List 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>> ppListOfListListOn = new ArrayList<>(); +// for (Cluster 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> 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>> ppListOfListListOff = new ArrayList<>(); +// for (Cluster 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> 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 onsForHostname = new ArrayList<>(); +// // Conversations with 'hostname' for OFF events. +// List 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> 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 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