dspam 3.10.1+dfsg-4ubuntu1 / usr / bin / dspam_train

#!/usr/bin/perl
#
# $Id: dspam_train.in,v 1.01 2010/08/12 02:03:35 sbajic Exp $

use strict;
use vars qw { $USER %CONFIG $SPAM_CORPUS $NONSPAM_CORPUS };

$CONFIG{'SHOW_SUBJECTS'} = 0;
$CONFIG{'DSPAM_BINARY'}  = '/usr/bin/dspam'; 
$CONFIG{'BINDIR'}        = '/usr/bin';

### DO NOT CONFIGURE ANYTHING BELOW THIS LINE

$USER           = shift;
$SPAM_CORPUS    = shift;
if ($SPAM_CORPUS eq "--client" || $SPAM_CORPUS eq "-c") {
  $SPAM_CORPUS = shift;
  $CONFIG{'DSPAM_BINARY'} .= " --client";
}
$NONSPAM_CORPUS = shift;

if ($NONSPAM_CORPUS eq "") {
    # we were wrong about the first argument, it was the spam corpus and not
    # the user name in fact
    ($USER, $NONSPAM_CORPUS, $SPAM_CORPUS) = ((getpwuid($<))[0], $SPAM_CORPUS, $USER)
}

sub usage {
    print STDERR "Usage: $0 [username] [--client] [[-i index]|[spam_corpus] [nonspam_corpus]]\n";
    exit(-1);
}

print "Taking Snapshot...\n";
system("$CONFIG{'BINDIR'}/dspam_stats -r $USER");
if (($? >> 8) != 0) {
    print STDERR "Running dspam_stats for $USER failed.\n";
    exit(-1);
}

if ($SPAM_CORPUS eq "-i") {
    TrainOnIndex($NONSPAM_CORPUS);
}
else {
    &Train("$NONSPAM_CORPUS", "$SPAM_CORPUS");
}

FinishTraining();


sub TrainOnIndex {
  my($index) = @_;
  open(INDEX, "<$index") or die "Failed to open index file \"$index\": $!\n";

  print "Training on $index index...\n";
  while(<INDEX>) {
    chomp;
    my($class, $filename) = split(/\s+/);
    if ($class eq "ham" || $class eq "nonspam") {
        TestNonspam($filename);
    } elsif ($class eq "spam") {
        TestSpam($filename);
    } else {
        die "ERROR: Unknown class '$class'. Test Broken.";
    }
  }
}

sub Train {
    my($nonspam, $spam) = @_;
    my(@nonspam_corpus, @spam_corpus);
    my($msg);

    print "Training $nonspam / $spam corpora...\n";

    @nonspam_corpus = GetFilesOrMessages($nonspam);
    @spam_corpus = GetFilesOrMessages($spam); 

    while($#nonspam_corpus > -1 || $#spam_corpus > -1) {
        if ($#nonspam_corpus > -1) {
            my($count) = 0;

            # Process nonspam until balanced
            $msg = shift(@nonspam_corpus);
            TestNonspam($msg);
            if ($#spam_corpus > -1) {
                $count = ($#nonspam_corpus+1) / ($#spam_corpus+1);
            }
            for(1..$count-1)
            { 
                $msg = shift(@nonspam_corpus);
                TestNonspam($msg);
            }
        }

        if ($#spam_corpus > -1) {
            my($count) = 0;
            # Process spam until balanced
            $msg = shift(@spam_corpus);
            TestSpam($msg);
            if ($#nonspam_corpus > -1) {
                $count = ($#spam_corpus+1) / ($#nonspam_corpus+1);
            }
            for(1..$count-1)
            {
                $msg = shift(@spam_corpus);
                TestSpam($msg);
            }
        }
    }
}

sub FinishTraining() {
    print "TRAINING COMPLETE\n";
    print "\nTraining Snapshot:\n";
    system("$CONFIG{'BINDIR'}/dspam_stats -S -s $USER");
    if (($? >> 8) != 0) {
        print STDERR "Running dspam_stats for $USER failed.\n";
        exit(-1);
    }
    print "\nOverall Statistics:\n";
    system("$CONFIG{'BINDIR'}/dspam_stats -S $USER");
    if (($? >> 8) != 0) {
        print STDERR "Running dspam_stats for $USER failed.\n";
        exit(-1);
    }
}

sub GetFilesOrMessages {
    my ($corpus) = @_;
    if (-d $corpus) {
        return GetFiles($corpus);
    }
    elsif (-f $corpus) {
        return GetMessages($corpus);
    }
    else {
        die "Corpus \"$corpus\" must be either a MBOX file or a maildir directory.\n"
    }
}

sub GetFiles {
  my($corpus) = @_;
  my(@files);

  opendir(DIR, "$corpus") || die "$corpus: $!";
  @files = grep(!/^\.\.?$/, readdir(DIR));
  closedir(DIR);
  return map { $_ = "$corpus/" . $_ } @files;
} 

sub GetMessages {
    my ($mbox) = @_;

    die "Please install Mail::MboxParser module if you want to be able to use " .
        "MBOX files for training.\n" unless eval { require Mail::MboxParser; };

    # filter out special pseudo messages used by Pine/UW-IMAPd
    return grep { $_->header->{subject} ne "DON'T DELETE THIS MESSAGE -- FOLDER INTERNAL DATA" }
            Mail::MboxParser->new($mbox)->get_messages();
}

sub TestNonspam {
    my($msg) = @_;
    TestAny($msg, "nonspam", "Innocent", "Whitelisted", "innocent", "fp")
}

sub TestSpam {
    my($msg) = @_;
    TestAny($msg, "spam   ", "Spam", "Blacklisted", "spam", "fn")
}

sub TestAny {
    my($msg, $testname, $ok1, $ok2, $dspam_class, $short_class) = @_;
    my $response;
    print "[test: $testname] " . substr($msg . " " x 32, 0, 32) .  " result: ";
    my $cmd = "$CONFIG{'DSPAM_BINARY'} --user $USER --deliver=summary --stdout";
    if ( -f $msg ) {
        $response = `$cmd < '$msg'`;
    }
    else {
        use FileHandle;
        use IPC::Open2;
        my ($dspam_in, $dspam_out);
        my $pid = open2($dspam_out, $dspam_in, $cmd);
        print $dspam_in $msg->as_string();
        close $dspam_in;
        $response = join('', <$dspam_out>);
        waitpid $pid, 0
    }

    my $code = "UNKNOWN";
    if ($response =~ /class="(\S+)"/i) {
        $code = $1;
    }
    if ($code eq "UNKNOWN") {
        # print "\n===== WOAH THERE =====\n";
        # print "I was unable to parse the result. Test Broken.\n";
        # print "======================\n";
        # exit(0);
        print "BROKEN result!!\n";
        return;
    }

    if ($code eq $ok1 || $code eq $ok2) {
        print "PASS";
    } else {
        my($class) = "UNKNOWN";
        my($signature) = "UNKNOWN";
        if ($response =~ /class="(\S+)"/i) {
            $class = $1;
        } else {
            print "BROKEN class!!\n";
            return;
        }

        if ($response =~ /signature=(\S+)/i) {
            $signature = $1;
        } else {
            # print "\n===== WOAH THERE =====\n";
            # print "I was unable to find the DSPAM signature. Test Broken.\n";
            # print "======================\n";
            # print "\n$response\n";
            # exit(0);
            print "BROKEN signature!!\n";
            return;
        }

        print "FAIL ($class)";
        if ($CONFIG{'SHOW_SUBJECTS'} == 1) {
            print "\n\t[$short_class] ";
            if ( -f $msg ) {
                open(FILE, "<$msg");
                while(<FILE>) {
                    if (/^Subject:/i) {
                        chomp;
                        print $_;
                        close(FILE);
                    }
                }
                close(FILE);
            }
            else {
                print $msg->header->{subject}
            }
        }
        open(TRAIN, "|$CONFIG{'DSPAM_BINARY'} --user $USER --class=$dspam_class " .
                    "--source=error --signature=$signature");
        close(TRAIN);
    }
    print "\n";
}