statistics.cpp 41 KB

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  1. #include <iostream>
  2. #include <fstream>
  3. #include <vector>
  4. #include <math.h>
  5. #include "statistics.h"
  6. #include <sstream>
  7. #include <SQLiteCpp/SQLiteCpp.h>
  8. #include "statistics_db.h"
  9. #include "statistics.h"
  10. #include "utilities.h"
  11. using namespace Tins;
  12. /**
  13. * Checks if there is a payload and increments payloads counter.
  14. * @param pdu_l4 The packet that should be checked if it has a payload or not.
  15. */
  16. void statistics::checkPayload(const PDU *pdu_l4) {
  17. if(this->getDoExtraTests()) {
  18. // pdu_l4: Tarnsport layer 4
  19. int pktSize = pdu_l4->size();
  20. int headerSize = pdu_l4->header_size(); // TCP/UDP header
  21. int payloadSize = pktSize - headerSize;
  22. if (payloadSize > 0)
  23. payloadCount++;
  24. }
  25. }
  26. /**
  27. * Checks the correctness of TCP checksum and increments counter if the checksum was incorrect.
  28. * @param ipAddressSender The source IP.
  29. * @param ipAddressReceiver The destination IP.
  30. * @param tcpPkt The packet to get checked.
  31. */
  32. void statistics::checkTCPChecksum(const std::string &ipAddressSender, const std::string &ipAddressReceiver, TCP tcpPkt) {
  33. if(this->getDoExtraTests()) {
  34. if(check_tcpChecksum(ipAddressSender, ipAddressReceiver, tcpPkt))
  35. correctTCPChecksumCount++;
  36. else incorrectTCPChecksumCount++;
  37. }
  38. }
  39. /**
  40. * Calculates entropy of the source and destination IPs in a time interval.
  41. * @param intervalStartTimestamp The timstamp where the interval starts.
  42. * @return a vector: contains source IP entropy and destination IP entropy.
  43. */
  44. std::vector<double> statistics::calculateLastIntervalIPsEntropy(std::chrono::microseconds intervalStartTimestamp){
  45. if(this->getDoExtraTests()) {
  46. // TODO: change datastructures
  47. std::vector<long> IPsSrcPktsCounts;
  48. std::vector<long> IPsDstPktsCounts;
  49. std::vector<long> IPsSrcNovelPktsCounts;
  50. std::vector<long> IPsDstNovelPktsCounts;
  51. std::vector<double> IPsSrcProb;
  52. std::vector<double> IPsDstProb;
  53. std::vector<double> IPsSrcNovelProb;
  54. std::vector<double> IPsDstNovelProb;
  55. long pktsSent = 0, pktsReceived = 0, novelPktsSent = 0, novelPktsReceived = 0;
  56. for (auto i = ip_statistics.begin(); i != ip_statistics.end(); i++) {
  57. long IPsSrcPktsCount = 0;
  58. long IPsSrcNovelPktsCount = 0;
  59. if (intervalCumIPStats.count(i->first) == 0) {
  60. IPsSrcPktsCount = i->second.pkts_sent;
  61. IPsSrcNovelPktsCount = i->second.pkts_sent;
  62. IPsSrcNovelPktsCounts.push_back(IPsSrcNovelPktsCount);
  63. novelPktsSent += IPsSrcNovelPktsCount;
  64. } else {
  65. IPsSrcPktsCount = i->second.pkts_sent-intervalCumIPStats[i->first].pkts_sent;
  66. }
  67. if(IPsSrcPktsCount != 0) {
  68. IPsSrcPktsCounts.push_back(IPsSrcPktsCount);
  69. pktsSent += IPsSrcPktsCount;
  70. }
  71. long IPsDstPktsCount = 0;
  72. long IPsDstNovelPktsCount = 0;
  73. if (intervalCumIPStats.count(i->first) == 0) {
  74. IPsDstPktsCount = i->second.pkts_received;
  75. IPsDstNovelPktsCount = i->second.pkts_received;
  76. IPsDstNovelPktsCounts.push_back(IPsDstNovelPktsCount);
  77. novelPktsReceived += IPsDstNovelPktsCount;
  78. } else {
  79. IPsDstPktsCount = i->second.pkts_received-intervalCumIPStats[i->first].pkts_received;
  80. }
  81. if(IPsDstPktsCount != 0) {
  82. IPsDstPktsCounts.push_back(IPsDstPktsCount);
  83. pktsReceived += IPsDstPktsCount;
  84. }
  85. }
  86. for (auto i = IPsSrcPktsCounts.begin(); i != IPsSrcPktsCounts.end(); i++) {
  87. IPsSrcProb.push_back(static_cast<double>(*i) / static_cast<double>(pktsSent));
  88. }
  89. for (auto i = IPsDstPktsCounts.begin(); i != IPsDstPktsCounts.end(); i++) {
  90. IPsDstProb.push_back(static_cast<double>(*i) / static_cast<double>(pktsReceived));
  91. }
  92. for (auto i = IPsSrcNovelPktsCounts.begin(); i != IPsSrcNovelPktsCounts.end(); i++) {
  93. IPsSrcNovelProb.push_back(static_cast<double>(*i) / static_cast<double>(novelPktsSent));
  94. }
  95. for (auto i = IPsDstNovelPktsCounts.begin(); i != IPsDstNovelPktsCounts.end(); i++) {
  96. IPsDstNovelProb.push_back(static_cast<double>(*i) / static_cast<double>(novelPktsReceived));
  97. }
  98. // Calculate IP source entropy
  99. double IPsSrcEntropy = 0;
  100. for (unsigned i = 0; i < IPsSrcProb.size(); i++) {
  101. if (IPsSrcProb[i] > 0)
  102. IPsSrcEntropy += -IPsSrcProb[i] * log2(IPsSrcProb[i]);
  103. }
  104. // Calculate IP destination entropy
  105. double IPsDstEntropy = 0;
  106. for (unsigned i = 0; i < IPsDstProb.size(); i++) {
  107. if (IPsDstProb[i] > 0)
  108. IPsDstEntropy += -IPsDstProb[i] * log2(IPsDstProb[i]);
  109. }
  110. // Calculate IP source novel entropy
  111. double IPsSrcNovelEntropy = 0;
  112. for (unsigned i = 0; i < IPsSrcNovelProb.size(); i++) {
  113. if (IPsSrcNovelProb[i] > 0)
  114. IPsSrcNovelEntropy += -IPsSrcNovelProb[i] * log2(IPsSrcNovelProb[i]);
  115. }
  116. // Calculate IP destination novel entropy
  117. double IPsDstNovelEntropy = 0;
  118. for (unsigned i = 0; i < IPsDstNovelProb.size(); i++) {
  119. if (IPsDstNovelProb[i] > 0)
  120. IPsDstNovelEntropy += -IPsDstNovelProb[i] * log2(IPsDstNovelProb[i]);
  121. }
  122. this->ip_src_novel_count = IPsSrcNovelPktsCounts.size();
  123. this->ip_dst_novel_count = IPsDstNovelPktsCounts.size();
  124. double norm_src_entropy = IPsSrcEntropy / log2(IPsSrcPktsCounts.size());
  125. double norm_dst_entropy = IPsDstEntropy / log2(IPsDstPktsCounts.size());
  126. double norm_novel_src_entropy = IPsSrcNovelEntropy / log2(IPsSrcNovelPktsCounts.size());
  127. double norm_novel_dst_entropy = IPsDstNovelEntropy / log2(IPsDstNovelPktsCounts.size());
  128. std::vector<double> entropies = {IPsSrcEntropy, IPsDstEntropy, IPsSrcNovelEntropy, IPsDstNovelEntropy, norm_src_entropy, norm_dst_entropy, norm_novel_src_entropy, norm_novel_dst_entropy};
  129. return entropies;
  130. }
  131. else {
  132. return {-1, -1, -1, -1, -1, -1, -1, -1};
  133. }
  134. }
  135. /**
  136. * Calculates the cumulative entropy of the source and destination IPs, i.e., the entropy for packets from the beginning of the pcap file.
  137. * @return a vector: contains the cumulative entropies of source and destination IPs
  138. */
  139. std::vector<double> statistics::calculateIPsCumEntropy(){
  140. if(this->getDoExtraTests()) {
  141. std::vector <std::string> IPs;
  142. std::vector <double> IPsSrcProb;
  143. std::vector <double> IPsDstProb;
  144. for (auto i = ip_statistics.begin(); i != ip_statistics.end(); i++) {
  145. IPs.push_back(i->first);
  146. IPsSrcProb.push_back(static_cast<double>(i->second.pkts_sent/packetCount));
  147. IPsDstProb.push_back(static_cast<double>(i->second.pkts_received/packetCount));
  148. }
  149. // Calculate IP source entropy
  150. double IPsSrcEntropy = 0;
  151. for(unsigned i=0; i < IPsSrcProb.size();i++){
  152. if (IPsSrcProb[i] > 0)
  153. IPsSrcEntropy += - IPsSrcProb[i]*log2(IPsSrcProb[i]);
  154. }
  155. // Calculate IP destination entropy
  156. double IPsDstEntropy = 0;
  157. for(unsigned i=0; i < IPsDstProb.size();i++){
  158. if (IPsDstProb[i] > 0)
  159. IPsDstEntropy += - IPsDstProb[i]*log2(IPsDstProb[i]);
  160. }
  161. double norm_src_entropy = IPsSrcEntropy / log2(IPsSrcProb.size());
  162. double norm_dst_entropy = IPsDstEntropy / log2(IPsDstProb.size());
  163. std::vector<double> entropies = {IPsSrcEntropy, IPsDstEntropy, norm_src_entropy, norm_dst_entropy};
  164. return entropies;
  165. }
  166. else {
  167. return {-1, -1, -1, -1};
  168. }
  169. }
  170. /**
  171. * Calculates sending packet rate for each IP in a time interval. Finds min and max packet rate and adds them to ip_statistics map.
  172. * @param intervalStartTimestamp The timstamp where the interval starts.
  173. */
  174. void statistics::calculateIPIntervalPacketRate(std::chrono::duration<int, std::micro> interval, std::chrono::microseconds intervalStartTimestamp){
  175. for (auto i = ip_statistics.begin(); i != ip_statistics.end(); i++) {
  176. int IPsSrcPktsCount = 0;
  177. for (auto j = i->second.pkts_sent_timestamp.begin(); j != i->second.pkts_sent_timestamp.end(); j++) {
  178. if(*j >= intervalStartTimestamp)
  179. IPsSrcPktsCount++;
  180. }
  181. float interval_pkt_rate = (float) IPsSrcPktsCount * 1000000 / interval.count(); // used 10^6 because interval in microseconds
  182. i->second.interval_pkt_rate.push_back(interval_pkt_rate);
  183. if(interval_pkt_rate > i->second.max_interval_pkt_rate || i->second.max_interval_pkt_rate == 0)
  184. i->second.max_interval_pkt_rate = interval_pkt_rate;
  185. if(interval_pkt_rate < i->second.min_interval_pkt_rate || i->second.min_interval_pkt_rate == 0)
  186. i->second.min_interval_pkt_rate = interval_pkt_rate;
  187. }
  188. }
  189. /**
  190. * Calculates the entropies for the count of integer values.
  191. * @param current map containing the values with counts
  192. * @param an old map containing the values with counts (from last iteration)
  193. * @return a vector containing the calculated entropies: entropy of all updated values, entropy of all novel values, normalized entropy of all, normalized entropy of novel
  194. */
  195. std::vector<double> statistics::calculateEntropies(std::unordered_map<int, int> &map, std::unordered_map<int, int> &old) {
  196. std::vector<double> counts;
  197. int count_total = 0;
  198. double entropy = 0.0;
  199. std::vector<double> novel_counts;
  200. int novel_count_total = 0;
  201. double novel_entropy = 0.0;
  202. // iterate over all values
  203. for (auto iter: map) {
  204. if (old.count(iter.first) == 0) {
  205. // count novel values
  206. double novel_count = static_cast<double>(iter.second);
  207. counts.push_back(novel_count);
  208. count_total += novel_count;
  209. novel_counts.push_back(novel_count);
  210. novel_count_total += novel_count;
  211. } else if (old.count(iter.first) != map.count(iter.first)) {
  212. // count all increased values
  213. double count = static_cast<double>(iter.second-old[iter.first]);
  214. if (count != 0.0) {
  215. counts.push_back(count);
  216. count_total += count;
  217. }
  218. }
  219. }
  220. // calculate entropy
  221. for (auto count: counts) {
  222. double prob = count / static_cast<double>(count_total);
  223. entropy += -1 * prob * log2(prob);
  224. }
  225. // calculate novelty entropy
  226. for (auto novel_count: novel_counts) {
  227. double novel_prob = novel_count / static_cast<double>(novel_count_total);
  228. novel_entropy += -1 * novel_prob * log2(novel_prob);
  229. }
  230. double norm_entropy = entropy / log2(counts.size());
  231. double norm_novel_entropy = novel_entropy / log2(novel_counts.size());
  232. return {entropy, novel_entropy, norm_entropy, norm_novel_entropy};
  233. }
  234. /**
  235. * Registers statistical data for a time interval.
  236. * @param intervalStartTimestamp The timstamp where the interval starts.
  237. * @param intervalEndTimestamp The timstamp where the interval ends.
  238. * @param previousPacketCount The total number of packets in last interval.
  239. */
  240. void statistics::addIntervalStat(std::chrono::duration<int, std::micro> interval, std::chrono::microseconds intervalStartTimestamp, std::chrono::microseconds intervalEndTimestamp){
  241. // Add packet rate for each IP to ip_statistics map
  242. calculateIPIntervalPacketRate(interval, intervalStartTimestamp);
  243. std::vector<double> ipEntopies = calculateLastIntervalIPsEntropy(intervalStartTimestamp);
  244. std::vector<double> ipCumEntopies = calculateIPsCumEntropy();
  245. std::string lastPktTimestamp_s = std::to_string(intervalEndTimestamp.count());
  246. std::string intervalStartTimestamp_s = std::to_string(intervalStartTimestamp.count());
  247. // The intervalStartTimestamp_s is the previous interval lastPktTimestamp_s
  248. // TODO: check with carlos if first and last packet timestamps are alright
  249. interval_statistics[lastPktTimestamp_s].start = std::to_string(intervalStartTimestamp.count());
  250. interval_statistics[lastPktTimestamp_s].end = std::to_string(intervalEndTimestamp.count());
  251. interval_statistics[lastPktTimestamp_s].pkts_count = packetCount - intervalCumPktCount;
  252. interval_statistics[lastPktTimestamp_s].pkt_rate = static_cast<float>(interval_statistics[lastPktTimestamp_s].pkts_count) / (static_cast<double>(interval.count()) / 1000000);
  253. interval_statistics[lastPktTimestamp_s].kbytes = static_cast<float>(sumPacketSize - intervalCumSumPktSize) / 1024;
  254. interval_statistics[lastPktTimestamp_s].kbyte_rate = interval_statistics[lastPktTimestamp_s].kbytes / (static_cast<double>(interval.count()) / 1000000);
  255. interval_statistics[lastPktTimestamp_s].payload_count = payloadCount - intervalPayloadCount;
  256. interval_statistics[lastPktTimestamp_s].incorrect_tcp_checksum_count = incorrectTCPChecksumCount - intervalIncorrectTCPChecksumCount;
  257. interval_statistics[lastPktTimestamp_s].correct_tcp_checksum_count = correctTCPChecksumCount - intervalCorrectTCPChecksumCount;
  258. interval_statistics[lastPktTimestamp_s].novel_ip_src_count = this->ip_src_novel_count;
  259. interval_statistics[lastPktTimestamp_s].novel_ip_dst_count = this->ip_dst_novel_count;
  260. interval_statistics[lastPktTimestamp_s].novel_ttl_count = static_cast<int>(ttl_values.size()) - intervalCumNovelTTLCount;
  261. interval_statistics[lastPktTimestamp_s].novel_win_size_count = static_cast<int>(win_values.size()) - intervalCumNovelWinSizeCount;
  262. interval_statistics[lastPktTimestamp_s].novel_tos_count = static_cast<int>(tos_values.size()) - intervalCumNovelToSCount;
  263. interval_statistics[lastPktTimestamp_s].novel_mss_count = static_cast<int>(mss_values.size()) - intervalCumNovelMSSCount;
  264. interval_statistics[lastPktTimestamp_s].novel_port_count = static_cast<int>(port_values.size()) - intervalCumNovelPortCount;
  265. interval_statistics[lastPktTimestamp_s].ttl_entropies = calculateEntropies(ttl_values, intervalCumTTLValues);
  266. interval_statistics[lastPktTimestamp_s].win_size_entropies = calculateEntropies(win_values, intervalCumWinSizeValues);
  267. interval_statistics[lastPktTimestamp_s].tos_entropies = calculateEntropies(tos_values, intervalCumTosValues);
  268. interval_statistics[lastPktTimestamp_s].mss_entropies = calculateEntropies(mss_values, intervalCumMSSValues);
  269. interval_statistics[lastPktTimestamp_s].port_entropies = calculateEntropies(port_values, intervalCumPortValues);
  270. intervalPayloadCount = payloadCount;
  271. intervalIncorrectTCPChecksumCount = incorrectTCPChecksumCount;
  272. intervalCorrectTCPChecksumCount = correctTCPChecksumCount;
  273. intervalCumPktCount = packetCount;
  274. intervalCumSumPktSize = sumPacketSize;
  275. intervalCumNovelIPCount = static_cast<int>(ip_statistics.size());
  276. intervalCumNovelTTLCount = static_cast<int>(ttl_values.size());
  277. intervalCumNovelWinSizeCount = static_cast<int>(win_values.size());
  278. intervalCumNovelToSCount =static_cast<int>(tos_values.size());
  279. intervalCumNovelMSSCount = static_cast<int>(mss_values.size());
  280. intervalCumNovelPortCount = static_cast<int>(port_values.size());
  281. intervalCumIPStats = ip_statistics;
  282. intervalCumTTLValues = ttl_values;
  283. intervalCumWinSizeValues = win_values;
  284. intervalCumTosValues = tos_values;
  285. intervalCumMSSValues = mss_values;
  286. intervalCumPortValues = port_values;
  287. if(ipEntopies.size()>1){
  288. interval_statistics[lastPktTimestamp_s].ip_src_entropy = ipEntopies[0];
  289. interval_statistics[lastPktTimestamp_s].ip_dst_entropy = ipEntopies[1];
  290. interval_statistics[lastPktTimestamp_s].ip_src_novel_entropy = ipEntopies[2];
  291. interval_statistics[lastPktTimestamp_s].ip_dst_novel_entropy = ipEntopies[3];
  292. interval_statistics[lastPktTimestamp_s].ip_src_entropy_norm = ipEntopies[4];
  293. interval_statistics[lastPktTimestamp_s].ip_dst_entropy_norm = ipEntopies[5];
  294. interval_statistics[lastPktTimestamp_s].ip_src_novel_entropy_norm = ipEntopies[6];
  295. interval_statistics[lastPktTimestamp_s].ip_dst_novel_entropy_norm = ipEntopies[7];
  296. }
  297. if(ipCumEntopies.size()>1){
  298. interval_statistics[lastPktTimestamp_s].ip_src_cum_entropy = ipCumEntopies[0];
  299. interval_statistics[lastPktTimestamp_s].ip_dst_cum_entropy = ipCumEntopies[1];
  300. interval_statistics[lastPktTimestamp_s].ip_src_cum_entropy_norm = ipCumEntopies[2];
  301. interval_statistics[lastPktTimestamp_s].ip_dst_cum_entropy_norm = ipCumEntopies[3];
  302. }
  303. }
  304. /**
  305. * Registers statistical data for a sent packet in a given conversation (two IPs, two ports).
  306. * Increments the counter packets_A_B or packets_B_A.
  307. * Adds the timestamp of the packet in pkts_A_B_timestamp or pkts_B_A_timestamp.
  308. * @param ipAddressSender The sender IP address.
  309. * @param sport The source port.
  310. * @param ipAddressReceiver The receiver IP address.
  311. * @param dport The destination port.
  312. * @param timestamp The timestamp of the packet.
  313. */
  314. void statistics::addConvStat(const std::string &ipAddressSender,int sport,const std::string &ipAddressReceiver,int dport, std::chrono::microseconds timestamp){
  315. conv f1 = {ipAddressReceiver, dport, ipAddressSender, sport};
  316. conv f2 = {ipAddressSender, sport, ipAddressReceiver, dport};
  317. // if already exist A(ipAddressReceiver, dport), B(ipAddressSender, sport) conversation
  318. if (conv_statistics.count(f1)>0){
  319. conv_statistics[f1].pkts_count++;
  320. if(conv_statistics[f1].pkts_count<=3)
  321. conv_statistics[f1].interarrival_time.push_back(std::chrono::duration_cast<std::chrono::microseconds> (timestamp - conv_statistics[f1].pkts_timestamp.back()));
  322. conv_statistics[f1].pkts_timestamp.push_back(timestamp);
  323. }
  324. // Add new conversation A(ipAddressSender, sport), B(ipAddressReceiver, dport)
  325. else{
  326. conv_statistics[f2].pkts_count++;
  327. if(conv_statistics[f2].pkts_timestamp.size()>0 && conv_statistics[f2].pkts_count<=3 )
  328. conv_statistics[f2].interarrival_time.push_back(std::chrono::duration_cast<std::chrono::microseconds> (timestamp - conv_statistics[f2].pkts_timestamp.back()));
  329. conv_statistics[f2].pkts_timestamp.push_back(timestamp);
  330. }
  331. }
  332. /**
  333. * Registers statistical data for a sent packet in a given extended conversation (two IPs, two ports, protocol).
  334. * Increments the counter packets_A_B or packets_B_A.
  335. * Adds the timestamp of the packet in pkts_A_B_timestamp or pkts_B_A_timestamp.
  336. * Updates all other statistics of conv_statistics_extended
  337. * @param ipAddressSender The sender IP address.
  338. * @param sport The source port.
  339. * @param ipAddressReceiver The receiver IP address.
  340. * @param dport The destination port.
  341. * @param protocol The used protocol.
  342. * @param timestamp The timestamp of the packet.
  343. */
  344. void statistics::addConvStatExt(const std::string &ipAddressSender,int sport,const std::string &ipAddressReceiver,int dport,const std::string &protocol, std::chrono::microseconds timestamp){
  345. if(this->getDoExtraTests()) {
  346. convWithProt f1 = {ipAddressReceiver, dport, ipAddressSender, sport, protocol};
  347. convWithProt f2 = {ipAddressSender, sport, ipAddressReceiver, dport, protocol};
  348. convWithProt f;
  349. // if there already exists a communication interval for the specified conversation
  350. if (conv_statistics_extended.count(f1) > 0 || conv_statistics_extended.count(f2) > 0){
  351. // find out which direction of conversation is contained in conv_statistics_extended
  352. if (conv_statistics_extended.count(f1) > 0)
  353. f = f1;
  354. else
  355. f = f2;
  356. // increase pkts count and check on delay
  357. conv_statistics_extended[f].pkts_count++;
  358. if (conv_statistics_extended[f].pkts_timestamp.size()>0 && conv_statistics_extended[f].pkts_count<=3)
  359. conv_statistics_extended[f].interarrival_time.push_back(std::chrono::duration_cast<std::chrono::microseconds> (timestamp - conv_statistics_extended[f].pkts_timestamp.back()));
  360. conv_statistics_extended[f].pkts_timestamp.push_back(timestamp);
  361. // if the time difference has exceeded the threshold, create a new interval with this message
  362. if (timestamp - conv_statistics_extended[f].comm_intervals.back().end > (std::chrono::microseconds) ((unsigned long) COMM_INTERVAL_THRESHOLD)) { // > or >= ?
  363. commInterval new_interval = {timestamp, timestamp, 1};
  364. conv_statistics_extended[f].comm_intervals.push_back(new_interval);
  365. }
  366. // otherwise, set the time of the last interval message to the current timestamp and increase interval packet count by 1
  367. else{
  368. conv_statistics_extended[f].comm_intervals.back().end = timestamp;
  369. conv_statistics_extended[f].comm_intervals.back().pkts_count++;
  370. }
  371. }
  372. // if there does not exist a communication interval for the specified conversation
  373. else{
  374. // add initial interval entry for this conversation
  375. commInterval initial_interval = {timestamp, timestamp, 1};
  376. entry_convStatExt entry;
  377. entry.comm_intervals.push_back(initial_interval);
  378. entry.pkts_count = 1;
  379. entry.pkts_timestamp.push_back(timestamp);
  380. conv_statistics_extended[f2] = entry;
  381. }
  382. }
  383. }
  384. /**
  385. * Aggregate the collected information about all communication intervals within conv_statistics_extended of every conversation.
  386. * Do this by computing the average packet rate per interval and the average time between intervals.
  387. * Also compute average interval duration and total communication duration (i.e. last_msg.time - first_msg.time)
  388. */
  389. void statistics::createCommIntervalStats(){
  390. // iterate over all <convWithProt, entry_convStatExt> pairs
  391. for (auto &cur_elem : conv_statistics_extended) {
  392. entry_convStatExt &entry = cur_elem.second;
  393. std::vector<commInterval> &intervals = entry.comm_intervals;
  394. // if there is only one interval, the time between intervals cannot be computed and is therefore set to 0
  395. if (intervals.size() == 1){
  396. double interval_duration = (double) (intervals[0].end - intervals[0].start).count() / (double) 1e6;
  397. entry.avg_int_pkts_count = (double) intervals[0].pkts_count;
  398. entry.avg_time_between_ints = (double) 0;
  399. entry.avg_interval_time = interval_duration;
  400. }
  401. // If there is more than one interval, compute the specified averages
  402. else if (intervals.size() > 1){
  403. long summed_pkts_count = intervals[0].pkts_count;
  404. std::chrono::microseconds time_between_ints_sum = (std::chrono::microseconds) 0;
  405. std::chrono::microseconds summed_int_duration = intervals[0].end - intervals[0].start;
  406. for (std::size_t i = 1; i < intervals.size(); i++) {
  407. summed_pkts_count += intervals[i].pkts_count;
  408. summed_int_duration += intervals[i].end - intervals[i].start;
  409. time_between_ints_sum += intervals[i].start - intervals[i - 1].end;
  410. }
  411. entry.avg_int_pkts_count = summed_pkts_count / ((double) intervals.size());
  412. entry.avg_time_between_ints = (time_between_ints_sum.count() / (double) (intervals.size() - 1)) / (double) 1e6;
  413. entry.avg_interval_time = (summed_int_duration.count() / (double) intervals.size()) / (double) 1e6;
  414. }
  415. entry.total_comm_duration = (double) (entry.pkts_timestamp.back() - entry.pkts_timestamp.front()).count() / (double) 1e6;
  416. }
  417. }
  418. /**
  419. * Increments the packet counter for the given IP address and MSS value.
  420. * @param ipAddress The IP address whose MSS packet counter should be incremented.
  421. * @param mssValue The MSS value of the packet.
  422. */
  423. void statistics::incrementMSScount(const std::string &ipAddress, int mssValue) {
  424. mss_values[mssValue]++;
  425. mss_distribution[{ipAddress, mssValue}]++;
  426. }
  427. /**
  428. * Increments the packet counter for the given IP address and window size.
  429. * @param ipAddress The IP address whose window size packet counter should be incremented.
  430. * @param winSize The window size of the packet.
  431. */
  432. void statistics::incrementWinCount(const std::string &ipAddress, int winSize) {
  433. win_values[winSize]++;
  434. win_distribution[{ipAddress, winSize}]++;
  435. }
  436. /**
  437. * Increments the packet counter for the given IP address and TTL value.
  438. * @param ipAddress The IP address whose TTL packet counter should be incremented.
  439. * @param ttlValue The TTL value of the packet.
  440. */
  441. void statistics::incrementTTLcount(const std::string &ipAddress, int ttlValue) {
  442. ttl_values[ttlValue]++;
  443. ttl_distribution[{ipAddress, ttlValue}]++;
  444. }
  445. /**
  446. * Increments the packet counter for the given IP address and ToS value.
  447. * @param ipAddress The IP address whose ToS packet counter should be incremented.
  448. * @param tosValue The ToS value of the packet.
  449. */
  450. void statistics::incrementToScount(const std::string &ipAddress, int tosValue) {
  451. tos_values[tosValue]++;
  452. tos_distribution[{ipAddress, tosValue}]++;
  453. }
  454. /**
  455. * Increments the protocol counter for the given IP address and protocol.
  456. * @param ipAddress The IP address whose protocol packet counter should be incremented.
  457. * @param protocol The protocol of the packet.
  458. */
  459. void statistics::incrementProtocolCount(const std::string &ipAddress, const std::string &protocol) {
  460. protocol_distribution[{ipAddress, protocol}].count++;
  461. }
  462. /**
  463. * Returns the number of packets seen for the given IP address and protocol.
  464. * @param ipAddress The IP address whose packet count is wanted.
  465. * @param protocol The protocol whose packet count is wanted.
  466. */
  467. int statistics::getProtocolCount(const std::string &ipAddress, const std::string &protocol) {
  468. return protocol_distribution[{ipAddress, protocol}].count;
  469. }
  470. /**
  471. * Increases the byte counter for the given IP address and protocol.
  472. * @param ipAddress The IP address whose protocol byte counter should be increased.
  473. * @param protocol The protocol of the packet.
  474. * @param byteSent The packet's size.
  475. */
  476. void statistics::increaseProtocolByteCount(const std::string &ipAddress, const std::string &protocol, long bytesSent) {
  477. protocol_distribution[{ipAddress, protocol}].byteCount += bytesSent;
  478. }
  479. /**
  480. * Returns the number of bytes seen for the given IP address and protocol.
  481. * @param ipAddress The IP address whose byte count is wanted.
  482. * @param protocol The protocol whose byte count is wanted.
  483. * @return a float: The number of bytes
  484. */
  485. float statistics::getProtocolByteCount(const std::string &ipAddress, const std::string &protocol) {
  486. return protocol_distribution[{ipAddress, protocol}].byteCount;
  487. }
  488. /**
  489. * Increments the packet counter for
  490. * - the given sender IP address with outgoing port and
  491. * - the given receiver IP address with incoming port.
  492. * @param ipAddressSender The IP address of the packet sender.
  493. * @param outgoingPort The port used by the sender.
  494. * @param ipAddressReceiver The IP address of the packet receiver.
  495. * @param incomingPort The port used by the receiver.
  496. */
  497. void statistics::incrementPortCount(const std::string &ipAddressSender, int outgoingPort, const std::string &ipAddressReceiver,
  498. int incomingPort, const std::string &protocol) {
  499. port_values[outgoingPort]++;
  500. port_values[incomingPort]++;
  501. ip_ports[{ipAddressSender, "out", outgoingPort, protocol}].count++;
  502. ip_ports[{ipAddressReceiver, "in", incomingPort, protocol}].count++;
  503. }
  504. /**
  505. * Increases the packet byte counter for
  506. * - the given sender IP address with outgoing port and
  507. * - the given receiver IP address with incoming port.
  508. * @param ipAddressSender The IP address of the packet sender.
  509. * @param outgoingPort The port used by the sender.
  510. * @param ipAddressReceiver The IP address of the packet receiver.
  511. * @param incomingPort The port used by the receiver.
  512. * @param byteSent The packet's size.
  513. */
  514. void statistics::increasePortByteCount(const std::string &ipAddressSender, int outgoingPort, const std::string &ipAddressReceiver,
  515. int incomingPort, long bytesSent, const std::string &protocol) {
  516. ip_ports[{ipAddressSender, "out", outgoingPort, protocol}].byteCount += bytesSent;
  517. ip_ports[{ipAddressReceiver, "in", incomingPort, protocol}].byteCount += bytesSent;
  518. }
  519. /**
  520. * Increments the packet counter for
  521. * - the given sender MAC address and
  522. * - the given receiver MAC address.
  523. * @param srcMac The MAC address of the packet sender.
  524. * @param dstMac The MAC address of the packet receiver.
  525. * @param typeNumber The payload type number of the packet.
  526. */
  527. void statistics::incrementUnrecognizedPDUCount(const std::string &srcMac, const std::string &dstMac, uint32_t typeNumber,
  528. const std::string &timestamp) {
  529. unrecognized_PDUs[{srcMac, dstMac, typeNumber}].count++;
  530. unrecognized_PDUs[{srcMac, dstMac, typeNumber}].timestamp_last_occurrence = timestamp;
  531. }
  532. /**
  533. * Creates a new statistics object.
  534. */
  535. statistics::statistics(std::string resourcePath) {;
  536. this->resourcePath = resourcePath;
  537. }
  538. /**
  539. * Stores the assignment IP address -> MAC address.
  540. * @param ipAddress The IP address belonging to the given MAC address.
  541. * @param macAddress The MAC address belonging to the given IP address.
  542. */
  543. void statistics::assignMacAddress(const std::string &ipAddress, const std::string &macAddress) {
  544. ip_mac_mapping[ipAddress] = macAddress;
  545. }
  546. /**
  547. * Registers statistical data for a sent packet. Increments the counter packets_sent for the sender and
  548. * packets_received for the receiver. Adds the bytes as kbytes_sent (sender) and kybtes_received (receiver).
  549. * @param ipAddressSender The IP address of the packet sender.
  550. * @param ipAddressReceiver The IP address of the packet receiver.
  551. * @param bytesSent The packet's size.
  552. */
  553. void statistics::addIpStat_packetSent(const std::string &ipAddressSender, const std::string &ipAddressReceiver, long bytesSent, std::chrono::microseconds timestamp) {
  554. // Adding IP as a sender for first time
  555. if(ip_statistics[ipAddressSender].pkts_sent==0){
  556. // Add the IP class
  557. ip_statistics[ipAddressSender].ip_class = getIPv4Class(ipAddressSender);
  558. }
  559. // Adding IP as a receiver for first time
  560. if(ip_statistics[ipAddressReceiver].pkts_received==0){
  561. // Add the IP class
  562. ip_statistics[ipAddressReceiver].ip_class = getIPv4Class(ipAddressReceiver);
  563. }
  564. // Update stats for packet sender
  565. ip_statistics[ipAddressSender].kbytes_sent += (float(bytesSent) / 1024);
  566. ip_statistics[ipAddressSender].pkts_sent++;
  567. ip_statistics[ipAddressSender].pkts_sent_timestamp.push_back(timestamp);
  568. // Update stats for packet receiver
  569. ip_statistics[ipAddressReceiver].kbytes_received += (float(bytesSent) / 1024);
  570. ip_statistics[ipAddressReceiver].pkts_received++;
  571. ip_statistics[ipAddressReceiver].pkts_received_timestamp.push_back(timestamp);
  572. if(this->getDoExtraTests()) {
  573. // Increment Degrees for sender and receiver, if Sender sends its first packet to this receiver
  574. std::unordered_set<std::string>::const_iterator found_receiver = contacted_ips[ipAddressSender].find(ipAddressReceiver);
  575. if(found_receiver == contacted_ips[ipAddressSender].end()){
  576. // Receiver is NOT contained in the List of IPs, that the Sender has contacted, therefore this is the first packet in this direction
  577. ip_statistics[ipAddressSender].out_degree++;
  578. ip_statistics[ipAddressReceiver].in_degree++;
  579. // Increment overall_degree only if this is the first packet for the connection (both directions)
  580. // Therefore check, whether Receiver has contacted Sender before
  581. std::unordered_set<std::string>::const_iterator sender_contacted = contacted_ips[ipAddressReceiver].find(ipAddressSender);
  582. if(sender_contacted == contacted_ips[ipAddressReceiver].end()){
  583. ip_statistics[ipAddressSender].overall_degree++;
  584. ip_statistics[ipAddressReceiver].overall_degree++;
  585. }
  586. contacted_ips[ipAddressSender].insert(ipAddressReceiver);
  587. }
  588. }
  589. }
  590. /**
  591. * Setter for the timestamp_firstPacket field.
  592. * @param ts The timestamp of the first packet in the PCAP file.
  593. */
  594. void statistics::setTimestampFirstPacket(Tins::Timestamp ts) {
  595. timestamp_firstPacket = ts;
  596. }
  597. /**
  598. * Setter for the timestamp_lastPacket field.
  599. * @param ts The timestamp of the last packet in the PCAP file.
  600. */
  601. void statistics::setTimestampLastPacket(Tins::Timestamp ts) {
  602. timestamp_lastPacket = ts;
  603. }
  604. /**
  605. * Getter for the timestamp_firstPacket field.
  606. */
  607. Tins::Timestamp statistics::getTimestampFirstPacket() {
  608. return timestamp_firstPacket;
  609. }
  610. /**
  611. * Getter for the timestamp_lastPacket field.
  612. */
  613. Tins::Timestamp statistics::getTimestampLastPacket() {
  614. return timestamp_lastPacket;
  615. }
  616. /**
  617. * Getter for the packetCount field.
  618. */
  619. int statistics::getPacketCount() {
  620. return packetCount;
  621. }
  622. /**
  623. * Getter for the sumPacketSize field.
  624. */
  625. int statistics::getSumPacketSize() {
  626. return sumPacketSize;
  627. }
  628. /**
  629. * Returns the average packet size.
  630. * @return a float indicating the average packet size in kbytes.
  631. */
  632. float statistics::getAvgPacketSize() const {
  633. // AvgPktSize = (Sum of all packet sizes / #Packets)
  634. return (sumPacketSize / packetCount) / 1024;
  635. }
  636. /**
  637. * Adds the size of a packet (to be used to calculate the avg. packet size).
  638. * @param packetSize The size of the current packet in bytes.
  639. */
  640. void statistics::addPacketSize(uint32_t packetSize) {
  641. sumPacketSize += ((float) packetSize);
  642. }
  643. /**
  644. * Setter for the doExtraTests field.
  645. */
  646. void statistics::setDoExtraTests(bool var) {
  647. doExtraTests = var;
  648. }
  649. /**
  650. * Getter for the doExtraTests field.
  651. */
  652. bool statistics::getDoExtraTests() {
  653. return doExtraTests;
  654. }
  655. /**
  656. * Calculates the capture duration.
  657. * @return a formatted string HH:MM:SS.mmmmmm with
  658. * HH: hour, MM: minute, SS: second, mmmmmm: microseconds
  659. */
  660. std::string statistics::getCaptureDurationTimestamp() const {
  661. // Calculate duration
  662. timeval fp, lp, d;
  663. fp.tv_sec = timestamp_firstPacket.seconds();
  664. fp.tv_usec = timestamp_firstPacket.microseconds();
  665. lp.tv_sec = timestamp_lastPacket.seconds();
  666. lp.tv_usec = timestamp_lastPacket.microseconds();
  667. timersub(&lp, &fp, &d);
  668. long int hour = d.tv_sec / 3600;
  669. long int remainder = (d.tv_sec - hour * 3600);
  670. long int minute = remainder / 60;
  671. long int second = (remainder - minute * 60) % 60;
  672. long int microseconds = d.tv_usec;
  673. // Build desired output format: YYYY-mm-dd hh:mm:ss
  674. char out[64];
  675. sprintf(out, "%02ld:%02ld:%02ld.%06ld ", hour, minute, second, microseconds);
  676. return std::string(out);
  677. }
  678. /**
  679. * Calculates the capture duration.
  680. * @return a formatted string SS.mmmmmm with
  681. * S: seconds (UNIX time), mmmmmm: microseconds
  682. */
  683. float statistics::getCaptureDurationSeconds() const {
  684. timeval fp, lp, d;
  685. fp.tv_sec = timestamp_firstPacket.seconds();
  686. fp.tv_usec = timestamp_firstPacket.microseconds();
  687. lp.tv_sec = timestamp_lastPacket.seconds();
  688. lp.tv_usec = timestamp_lastPacket.microseconds();
  689. timersub(&lp, &fp, &d);
  690. char buf[64];
  691. snprintf(buf, sizeof(buf), "%u.%06u", static_cast<uint>(d.tv_sec), static_cast<uint>(d.tv_usec));
  692. return std::stof(std::string(buf));
  693. }
  694. /**
  695. * Creates a timestamp based on a time_t seconds (UNIX time format) and microseconds.
  696. * @param seconds
  697. * @param microseconds
  698. * @return a formatted string Y-m-d H:M:S.m with
  699. * Y: year, m: month, d: day, H: hour, M: minute, S: second, m: microseconds
  700. */
  701. std::string statistics::getFormattedTimestamp(time_t seconds, suseconds_t microseconds) const {
  702. timeval tv;
  703. tv.tv_sec = seconds;
  704. tv.tv_usec = microseconds;
  705. char tmbuf[20], buf[64];
  706. auto nowtm = gmtime(&(tv.tv_sec));
  707. strftime(tmbuf, sizeof(tmbuf), "%Y-%m-%d %H:%M:%S", nowtm);
  708. snprintf(buf, sizeof(buf), "%s.%06u", tmbuf, static_cast<uint>(tv.tv_usec));
  709. return std::string(buf);
  710. }
  711. /**
  712. * Calculates the statistics for a given IP address.
  713. * @param ipAddress The IP address whose statistics should be calculated.
  714. * @return a ip_stats struct containing statistical data derived by the statistical data collected.
  715. */
  716. ip_stats statistics::getStatsForIP(const std::string &ipAddress) {
  717. float duration = getCaptureDurationSeconds();
  718. entry_ipStat ipStatEntry = ip_statistics[ipAddress];
  719. ip_stats s;
  720. s.bandwidthKBitsIn = (ipStatEntry.kbytes_received / duration) * 8;
  721. s.bandwidthKBitsOut = (ipStatEntry.kbytes_sent / duration) * 8;
  722. s.packetPerSecondIn = (ipStatEntry.pkts_received / duration);
  723. s.packetPerSecondOut = (ipStatEntry.pkts_sent / duration);
  724. s.AvgPacketSizeSent = (ipStatEntry.kbytes_sent / ipStatEntry.pkts_sent);
  725. s.AvgPacketSizeRecv = (ipStatEntry.kbytes_received / ipStatEntry.pkts_received);
  726. return s;
  727. }
  728. int statistics::getDefaultInterval() {
  729. return this->default_interval;
  730. }
  731. void statistics::setDefaultInterval(int interval) {
  732. this->default_interval = interval;
  733. }
  734. /**
  735. * Increments the packet counter.
  736. */
  737. void statistics::incrementPacketCount() {
  738. packetCount++;
  739. }
  740. /**
  741. * Prints the statistics of the PCAP and IP specific statistics for the given IP address.
  742. * @param ipAddress The IP address whose statistics should be printed. Can be empty "" to print only general file statistics.
  743. */
  744. void statistics::printStats(const std::string &ipAddress) {
  745. std::stringstream ss;
  746. ss << std::endl;
  747. ss << "Capture duration: " << getCaptureDurationSeconds() << " seconds" << std::endl;
  748. ss << "Capture duration (HH:MM:SS.mmmmmm): " << getCaptureDurationTimestamp() << std::endl;
  749. ss << "#Packets: " << packetCount << std::endl;
  750. ss << std::endl;
  751. // Print IP address specific statistics only if IP address was given
  752. if (ipAddress != "") {
  753. entry_ipStat e = ip_statistics[ipAddress];
  754. ss << "\n----- STATS FOR IP ADDRESS [" << ipAddress << "] -------" << std::endl;
  755. ss << std::endl << "KBytes sent: " << e.kbytes_sent << std::endl;
  756. ss << "KBytes received: " << e.kbytes_received << std::endl;
  757. ss << "Packets sent: " << e.pkts_sent << std::endl;
  758. ss << "Packets received: " << e.pkts_received << "\n\n";
  759. ip_stats is = getStatsForIP(ipAddress);
  760. ss << "Bandwidth IN: " << is.bandwidthKBitsIn << " kbit/s" << std::endl;
  761. ss << "Bandwidth OUT: " << is.bandwidthKBitsOut << " kbit/s" << std::endl;
  762. ss << "Packets per second IN: " << is.packetPerSecondIn << std::endl;
  763. ss << "Packets per second OUT: " << is.packetPerSecondOut << std::endl;
  764. ss << "Avg Packet Size Sent: " << is.AvgPacketSizeSent << " kbytes" << std::endl;
  765. ss << "Avg Packet Size Received: " << is.AvgPacketSizeRecv << " kbytes" << std::endl;
  766. }
  767. std::cout << ss.str();
  768. }
  769. /**
  770. * Derives general PCAP file statistics from the collected statistical data and
  771. * writes all data into a SQLite database, located at database_path.
  772. * @param database_path The path of the SQLite database file ending with .sqlite3.
  773. */
  774. void statistics::writeToDatabase(std::string database_path, std::vector<std::chrono::duration<int, std::micro>> timeIntervals, bool del) {
  775. // Generate general file statistics
  776. float duration = getCaptureDurationSeconds();
  777. long sumPacketsSent = 0, senderCountIP = 0;
  778. float sumBandwidthIn = 0.0, sumBandwidthOut = 0.0;
  779. for (auto i = ip_statistics.begin(); i != ip_statistics.end(); i++) {
  780. sumPacketsSent += i->second.pkts_sent;
  781. // Consumed bandwith (bytes) for sending packets
  782. sumBandwidthIn += (i->second.kbytes_received / duration);
  783. sumBandwidthOut += (i->second.kbytes_sent / duration);
  784. senderCountIP++;
  785. }
  786. float avgPacketRate = (packetCount / duration);
  787. long avgPacketSize = getAvgPacketSize();
  788. if(senderCountIP>0) {
  789. long avgPacketsSentPerHost = (sumPacketsSent / senderCountIP);
  790. float avgBandwidthInKBits = (sumBandwidthIn / senderCountIP) * 8;
  791. float avgBandwidthOutInKBits = (sumBandwidthOut / senderCountIP) * 8;
  792. // Create database and write information
  793. statistics_db db(database_path, resourcePath);
  794. db.writeStatisticsFile(packetCount, getCaptureDurationSeconds(),
  795. getFormattedTimestamp(timestamp_firstPacket.seconds(), timestamp_firstPacket.microseconds()),
  796. getFormattedTimestamp(timestamp_lastPacket.seconds(), timestamp_lastPacket.microseconds()),
  797. avgPacketRate, avgPacketSize, avgPacketsSentPerHost, avgBandwidthInKBits,
  798. avgBandwidthOutInKBits, doExtraTests);
  799. db.writeStatisticsIP(ip_statistics);
  800. db.writeStatisticsTTL(ttl_distribution);
  801. db.writeStatisticsIpMac(ip_mac_mapping);
  802. db.writeStatisticsDegree(ip_statistics);
  803. db.writeStatisticsPorts(ip_ports);
  804. db.writeStatisticsProtocols(protocol_distribution);
  805. db.writeStatisticsMSS(mss_distribution);
  806. db.writeStatisticsToS(tos_distribution);
  807. db.writeStatisticsWin(win_distribution);
  808. db.writeStatisticsConv(conv_statistics);
  809. db.writeStatisticsConvExt(conv_statistics_extended);
  810. db.writeStatisticsInterval(interval_statistics, timeIntervals, del, this->default_interval, this->getDoExtraTests());
  811. db.writeDbVersion();
  812. db.writeStatisticsUnrecognizedPDUs(unrecognized_PDUs);
  813. }
  814. else {
  815. // Tinslib failed to recognize the types of the packets in the input PCAP
  816. std::cerr<<"ERROR: Statistics could not be collected from the input PCAP!"<<"\n";
  817. return;
  818. }
  819. }
  820. void statistics::writeIntervalsToDatabase(std::string database_path, std::vector<std::chrono::duration<int, std::micro>> timeIntervals, bool del) {
  821. statistics_db db(database_path, resourcePath);
  822. db.writeStatisticsInterval(interval_statistics, timeIntervals, del, this->default_interval, this->getDoExtraTests());
  823. }