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TRAFFIC_LEARNER(7)		  User Commands 	      TRAFFIC_LEARNER(7)

NAME
     traffic_learner - Samba tool to assist with traffic generation.

SYNOPSIS
     traffic_learner {-o OUTPUT_FILE ...} [-h] [--dns-mode {inline|count}] [SUM-
      MARY_FILE] [SUMMARY_FILE ...]

DESCRIPTION
     This tool is part of the samba(7) suite.

     This tool assists with generation of Samba traffic. It takes a traffic-sum-
     mary  file  (produced  by traffic_summary.pl) as input and produces a traf-
     fic-model file that can be used by traffic_replay for traffic generation.

     The model file summarizes the types of traffic ('conversations'  between  a
     host  and a Samba DC) that occur on a network. The model file describes the
     traffic in a way that allows it to be scaled so that either more (or fewer)
     packets get sent, and the packets can be sent at a faster (or slower)  rate
     than that seen in the network.

OPTIONS
     -h|--help
	 Print a summary of command line options.

     SUMMARY_FILE
	 File  containing  a  network  traffic-summary. The traffic-summary file
	 should be generated by traffic_summary.pl from a packet capture of  ac-
	 tual  network	traffic.  More	than one file can be specified, in which
	 case the traffic will be combined into a single  traffic-model.  If  no
	 SUMMARY_FILE is specified, this tool will read the traffic-summary from
	 STDIN, i.e. you can pipe the output from traffic_summary.pl directly to
	 this tool.

     -o|--out OUTPUT_FILE
	 The  traffic-model  that  is produced will be written to this file. The
	 OUTPUT_FILE can then be passed to traffic_replay to generate  (and  ma-
	 nipulate) Samba network traffic.

     --dns-mode [inline|count]
	 How DNS traffic should be handled by the model.

EXAMPLES
     To take a traffic-summary file and produce a traffic-model file, use:

     traffic_learner traffic-summary.txt -o traffic-model.txt

     To generate a traffic-model from a packet capture, you can pipe the traffic
     summary to STDIN using:

     tshark  -r capture.pcapng -T pdml | traffic_summary.pl | traffic_learner -o
     traffic-model.txt

OUTPUT FILE FORMAT
     The output model file describes a Markov model estimating	the  probability
     of a packet occurring given the last two packets.

     The  count  of  each  continuation  after	a  pair of successive packets is
     stored, and the ratios of these counts is used to	calculate  probabilities
     for the next packet.

     The model is stored in JSON format, and also contains information about the
     packet rate and DNS traffic rate.

   Example ngram listing
     The following listing shows a contrived example of a single ngram entry.

		   "ngrams": {
		      "ldap:0\tdcerpc:11": {
			  "lsarpc:77": 1,
			  "ldap:2": 370,
			  "ldap:3": 62,
			  "wait:3": 2,
			  "-": 1
		      }, [...]
		   }

     This  counts  the observed continuations after an ldap packet with opcode 0
     (a bind) followed by a dcerpc packet with opcode 11 (also a bind). The most
     common next packet is "ldap:2" which is an unbind,  so  this  is  the  most
     likely  packet  type to be selected in replay. At the other extreme, lsarpc
     opcode 77 (lookup names) has been seen only once, and it  is  unlikely  but
     possible that this will be selected in replay.

     There  are  two  special  packet types here. "wait:3" refers to a temporary
     pause in the conversation, where the "3" pseudo-opcode indicates the length
     of the wait on an exponential scale. That is, a  "wait:4"	pause  would  be
     about  2.7  times	longer that a "wait:3", which in turn would be similarly
     longer than a "wait:2".

     The other special packet is "-", which represents the limit of the  conver-
     sation. In the example, this indicates that one observed conversation ended
     after this particular ngram. This special opcode is also used at the begin-
     ning of conversations, which are indicated by the ngram "-\t-".

VERSION
     This man page is complete for version 4.23.8 of the Samba suite.

SEE ALSO
     traffic_replay(7).

AUTHOR
     The  original  Samba  software and related utilities were created by Andrew
     Tridgell. Samba is now developed by  the  Samba  Team  as	an  Open  Source
     project similar to the way the Linux kernel is developed.

     The  traffic_learner  tool  was  developed by the Samba team at Catalyst IT
     Ltd.

     The traffic_learner manpage was written by Tim Beale.

Samba 4.23.8			   08/01/2026		      TRAFFIC_LEARNER(7)

Want to link to this manual page? Use this URL:
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