path: root/utils/rspamd_stats.pl

#!/usr/bin/env perl

use Data::Dumper;
use Getopt::Long;
use Pod::Usage;
use warnings;
use strict;

my @symbols_search;
my $reject_score = 15.0;
my $junk_score = 6.0;
my $diff_alpha = 0.1;
my $correlations = 0;
my $log_file = "";
my $search_pattern = "";
my $man = 0;
my $help = 0;

GetOptions(
  "reject-score|r=f" => \$reject_score,
  "junk-score|j=f" => \$junk_score,
  "symbol|s=s@" => \@symbols_search,
  "log|l=s" => \$log_file,
  "alpha|a=f" => \$diff_alpha,
  "correlations|c" => \$correlations,
  "search-pattern=s" => \$search_pattern,
  "help|?" => \$help,
  "man" => \$man
) or pod2usage(2);

pod2usage(1) if $help;
pod2usage(-exitval => 0, -verbose => 2) if $man;

@symbols_search = '.*'
  unless @symbols_search;

# Global vars
my $total = 0;
my $total_spam = 0;
my $total_junk = 0;
my $junk_symbols = 0;
my $spam_symbols = 0;
my $ham_symbols = 0;
my $ham_spam_change = 0;
my $ham_junk_change = 0;
my %sym_res;
my $rspamd_log;
my $enabled = 0;

if ($log_file eq '-' || $log_file eq '') {
  $rspamd_log = \*STDIN;
  &ProcessLog();
}
else {
  open($rspamd_log, '<', $log_file) or die "cannot open $log_file";
  &ProcessLog();
}

my $total_ham = $total - ($total_spam + $total_junk);

if ($total > 0) {
  while (my ($s, $r) = each(%sym_res)) {
    if ($r->{hits} > 0) {
      my $th = $r->{hits};
      my $sh = $r->{spam_hits};
      my $jh = $r->{junk_hits};
      my $hh = $r->{hits} - $sh - $jh;
      my $htp = $hh * 100.0 / $total_ham if $total_ham != 0;
      my $stp = $sh * 100.0 / $total_spam if $total_spam != 0;
      my $jtp = $jh * 100.0 / $total_junk if $total_junk != 0;

      printf "%s   avg. weight %.3f, hits %d(%.3f%%):
  Ham  %7.3f%%, %6d/%-6d (%7.3f%%)
  Spam %7.3f%%, %6d/%-6d (%7.3f%%)
  Junk %7.3f%%, %6d/%-6d (%7.3f%%)
",
        $s, $r->{weight} / $r->{hits}, $th, ( $th / $total * 100 ),
        ( $hh / $th * 100 ), $hh, $total_ham,  ( $htp or 0 ),
        ( $sh / $th * 100 ), $sh, $total_spam, ( $stp or 0 ),
        ( $jh / $th * 100 ), $jh, $total_junk, ( $jtp or 0 );

      my $schp = $r->{spam_change} / $total_spam * 100.0 if $total_spam;
      my $jchp = $r->{junk_change} / $total_junk * 100.0 if $total_junk;

      if ($r->{weight} != 0) {
        if ($r->{weight} > 0) {
          printf "
Spam changes (ham/junk -> spam): %6d/%-6d (%7.3f%%)
Spam  changes / total spam hits: %6d/%-6d (%7.3f%%)
Junk changes      (ham -> junk): %6d/%-6d (%7.3f%%)
Junk  changes / total junk hits: %6d/%-6d (%7.3f%%)
",
            $r->{spam_change}, $th, ( $r->{spam_change} / $th * 100 ),
            $r->{spam_change}, $total_spam, ( $schp or 0 ),
            $r->{junk_change}, $th, ( $r->{junk_change} / $th * 100 ),
            $r->{junk_change}, $total_junk, ( $jchp or 0 );
        }
        else {
          printf "
Spam changes (spam -> junk/ham): %6d/%-6d (%7.3f%%)
Spam changes / total spam hits : %6d/%-6d (%7.3f%%)
Junk changes (junk -> ham)     : %6d/%-6d (%7.3f%%)
Junk changes / total junk hits : %6d/%-6d (%7.3f%%)
",
            $r->{spam_change}, $th, ( $r->{spam_change} / $th * 100 ),
            $r->{spam_change}, $total_spam, ( $schp or 0 ),
            $r->{junk_change}, $th, ( $r->{junk_change} / $th * 100 ),
            $r->{junk_change}, $total_junk, ( $jchp or 0 );
        }
      }

      if ($correlations) {
        print "Correlations report:\n";

        while (my ($cs,$hits) = each %{$r->{corr}}) {
          my $corr_prob = $hits / $total;
          my $sym_prob = $r->{hits} / $total;
          printf "Probability of %s when %s fires: %.3f\n", $s, $cs, ($corr_prob / $sym_prob);
        }
      }

    }
    else {
      print "Symbol $s has not been met\n";
    }

    print '-' x 80 . "\n";
  }
}

sub ProcessLog {
  while(<$rspamd_log>) {
    if (!$enabled && ($search_pattern eq "" || /$search_pattern/)) {
      $enabled = 1;
    }

    next if !$enabled;

    if (/^.*rspamd_task_write_log.*$/) {
      my @elts = split /\s+/;
      my $ts = $elts[0] . ' ' . $elts[1];

      if ($_ !~ /\[(-?\d+(?:\.\d+)?)\/(-?\d+(?:\.\d+)?)\]\s+\[([^\]]+)\]/) {
        #print "BAD: $_\n";
        next;
      }

      $total ++;
      my $score = $1 * 1.0;

      if ($score >= $reject_score) {
        $total_spam ++;
      }
      elsif ($score >= $junk_score) {
        $total_junk ++;
      }

      # Symbols
      my @symbols = split /,/, $3;
      my @sym_names;

      foreach my $s (@symbols_search) {
        my @selected = grep /$s/, @symbols;

        if (scalar(@selected) > 0) {

          foreach my $sym (@selected) {
            $sym =~ /^([^\(]+)(\(([^\)]+)\))?/;
            my $sym_name = $1;
            my $sym_score = 0;
            if ($2) {
              $sym_score = $3 * 1.0;

              if (abs($sym_score) < $diff_alpha) {
                next;
              }
            }
            next if $sym_name !~ /^$s/;

            push @sym_names, $sym_name;

            if (!$sym_res{$sym_name}) {
              $sym_res{$sym_name} = {
                hits => 0,
                spam_hits => 0,
                junk_hits => 0,
                spam_change => 0,
                junk_change => 0,
                weight => 0,
                corr => {},
              };
            }

            my $r = $sym_res{$sym_name};

            $r->{hits} ++;
            $r->{weight} += $sym_score;
            my $is_spam = 0;
            my $is_junk = 0;

            if ($score >= $reject_score) {
              $is_spam = 1;
              $r->{spam_hits} ++;
            }
            elsif ($score >= $junk_score) {
              $is_junk = 1;
              $r->{junk_hits} ++;
            }

            if ($sym_score != 0) {
              my $score_without = $score - $sym_score;

              if ($sym_score > 0) {
                if ($is_spam && $score_without < $reject_score) {
                  $r->{spam_change} ++;
                }
                if ($is_junk && $score_without < $junk_score) {
                  $r->{junk_change} ++;
                }
              }
              else {
                if (!$is_spam && $score_without >= $reject_score) {
                  $r->{spam_change} ++;
                }
                if (!$is_junk && $score_without >= $junk_score) {
                  $r->{junk_change} ++;
                }
              }
            }
          } # End foreach symbols selected
        }
      }

      if ($correlations) {
        foreach my $sym (@sym_names) {
          my $r = $sym_res{$sym};

          foreach my $corr_sym (@sym_names) {
            if ($corr_sym ne $sym) {
              if ($r->{'corr'}->{$corr_sym}) {
                $r->{'corr'}->{$corr_sym} ++;
              }
              else {
                $r->{'corr'}->{$corr_sym} = 1;
              }
            }
          }
        } # End of correlations check
      }
    }
  }
}

__END__

=head1 NAME

rspamd_stats - analyze Rspamd rules by parsing log files

=head1 SYNOPSIS

rspamd_stats [options] [--symbol=SYM1 [--symbol=SYM2...]] [--log file]

 Options:
   --log=file             log file to read (stdin by default)
   --reject-score=score   set reject threshold (15 by default)
   --junk-score=score     set junk score (6.0 by default)
   --symbol=sym           check specified symbol (perl regexps, '.*' by default)
   --alpha=value          set ignore score for symbols (0.1 by default)
   --correlations         enable correlations report
   --search-pattern       do not process input unless the desired pattern is found
   --help                 brief help message
   --man                  full documentation

=head1 OPTIONS

=over 8

=item B<--log>

Specifies log file to read data from.

=item B<--reject-score>

Specifies the reject (spam) threshold.

=item B<--junk-score>

Specifies the junk (add header or rewrite subject) threshold.

=item B<--alpha-score>

Specifies the minimum score for a symbol to be considered by this script.

=item B<--symbol>

Add symbol or pattern (pcre format) to analyze.

=item B<--correlations>

Additionaly print correlation rate for each symbol displayed. This routine calculates merely paired correlations between symbols.

=item B<--search-pattern>

Do not process input unless finding the specified regular expression. Useful to skip logs to certain date, for example, --search-pattern="2016-08-09 10:00:0[0-9]"

=item B<--help>

Print a brief help message and exits.

=item B<--man>

Prints the manual page and exits.

=back

=head1 DESCRIPTION

B<rspamd_stats> will read the given log file (or standard input) and provide statistics for the specified symbols:

    Symbol: BAYES_SPAM (weight 3.763) (381985 hits, 26.827%)
    Ham hits: 184557 (48.315%), total ham: 1095487 (ham with BAYES_SPAM: 16.847%)
    Spam hits: 15134 (3.962%), total spam: 16688 (spam with BAYES_SPAM: 90.688%)
    Junk hits: 182294 (47.723%), total junk: 311699 (junk with BAYES_SPAM: 58.484%)
    Spam changes (ham/junk -> spam): 7026 (1.839%), total percentage (changes / spam hits): 42.102%
    Junk changes (ham -> junk): 95192 (24.920%), total percentage (changes / junk hits): 30.540%

Where there are the following attributes:

=over 4

=item *

B<Weight>: average score for a symbols

=item *

B<Total hits>: total number of hits and percentage of symbol hits divided by total number of messages

=item *

B<HAM hits>: provides the following information about B<HAM> messages with the specified symbol (from left to right):

=over 4

=item 1.

B<total symbol hits>: number of messages that has this symbol and are B<HAM>

=item 2.

B<ham percentage>: number of symbol hits divided by overall B<HAM> messages count

=item 3.

B<total ham hits>: overall number of B<HAM> messages

=item 4.

B<ham with symbol percentage>: percentage of number of hits with specified symbol in B<HAM> messages divided by total number of B<HAM> messages.

=back

=item *

B<SPAM hits>: provides the following information about B<SPAM> messages - same as previous but for B<SPAM> class.

=item *

B<Junk hits>: provides the following information about B<Junk> messages - same as previous but for B<JUNK> class.

=item *

B<Spam changes>: displays data about how much messages switched their class because of the specific symbol weight.

=item *

B<Junk changes>: displays data about how much messages switched their class because of the specific symbol weight.

=back

=cut