import edu.uci.iotproject.analysis.TrafficLabeler;
import edu.uci.iotproject.analysis.TriggerTrafficExtractor;
import edu.uci.iotproject.analysis.UserAction;
+import edu.uci.iotproject.comparison.seqalignment.ExtractedSequence;
+import edu.uci.iotproject.comparison.seqalignment.SequenceAlignment;
+import edu.uci.iotproject.comparison.seqalignment.SequenceExtraction;
import edu.uci.iotproject.io.TriggerTimesFileReader;
import org.pcap4j.core.*;
import org.pcap4j.packet.namednumber.DataLinkType;
import java.io.EOFException;
+import java.io.File;
+import java.io.PrintWriter;
import java.net.UnknownHostException;
import java.time.Instant;
import java.util.*;
// 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
+// String path = "/Users/varmarken/temp/UCI IoT Project/experiments"; // Janus
+ boolean verbose = false;
+ 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?
+// 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 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 = "192.168.1.140";
+// final String deviceIp = "192.168.1.246";
// 7) Kwikset Doorlock August 6 experiment
// final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.wlan1.local.pcap";
// 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
+// 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 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
+// final String deviceIp = "192.168.1.246"; // .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 outputPcapFile = path + "/2018-08/dlink-siren/dlink-siren-processed.pcap";
// final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-aug-14-2018.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 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 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
TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
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);
- outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
- newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
- list1.addAll(list2);
- return list1;
- }));
- return oldMap;
+
+ if (verbose) {
+ 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.
+ groupConversationsByPacketSequenceVerbose(convs);
+ outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
+ newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
+ list1.addAll(list2);
+ return list1;
+ }));
+ return oldMap;
+ });
});
});
- });
+ } else {
+ 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);
+ outer.merge(host, seqsToConvs, (oldMap, newMap) -> {
+ newMap.forEach((sequence, cs) -> oldMap.merge(sequence, cs, (list1, list2) -> {
+ list1.addAll(list2);
+ return list1;
+ }));
+ return oldMap;
+ });
+ });
+ });
+ }
+
+ // 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<PcapPacket> tlsAppDataList = conv.getTlsApplicationDataPackets();
+ // Loop and print out packets
+ int count = 0;
+ for (PcapPacket pcap : tlsAppDataList) {
+ boolean isPair = false;
+ if (count % 2 == 0) {
+ pwOn.print(pcap.length() + ", ");
+ //System.out.print(pcap.length() + ", ");
+ } else {// count%2 == 1
+ isPair = true;
+ pwOn.println(pcap.length());
+ //System.out.println(pcap.length());
+ }
+ count++;
+ // If we can't create a pair then just pad it with 0
+ if (count == tlsAppDataList.size() && !isPair) {
+ pwOn.println("0");
+ //System.out.println("0");
+ }
+ }
+ }
+ }
+ }
+ }
+ pwOn.close();
+
+ // 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<PcapPacket> tlsAppDataList = conv.getTlsApplicationDataPackets();
+ // Loop and print out packets
+ int count = 0;
+ for (PcapPacket pcap : tlsAppDataList) {
+ boolean isPair = false;
+ if (count % 2 == 0) {
+ pwOff.print(pcap.length() + ", ");
+ //System.out.print(pcap.length() + ", ");
+ } else {// count%2 == 1
+ isPair = true;
+ pwOff.println(pcap.length());
+ //System.out.println(pcap.length());
+ }
+ count++;
+ // If we can't create a pair then just pad it with 0
+ if (count == tlsAppDataList.size() && !isPair) {
+ pwOff.println("0");
+ //System.out.println("0");
+ }
+ }
+ }
+ }
+ }
+ }
+ pwOff.close();
+
+
+ // ================================================================================================
+ // <<< 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("");
+ // ================================================================================================
+
// -------------------------------------------------------------------------------------------------------------
// -------------------------------------------------------------------------------------------------------------