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