| 1 | #!/usr/bin/perl |
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| 2 | # |
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| 3 | # $Id: dspam_train.in,v 1.01 2010/08/12 02:03:35 sbajic Exp $ |
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| 4 | |
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| 5 | use strict; |
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| 6 | use vars qw { $USER %CONFIG $SPAM_CORPUS $NONSPAM_CORPUS }; |
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| 7 | |
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| 8 | $CONFIG{'SHOW_SUBJECTS'} = 0; |
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| 9 | $CONFIG{'DSPAM_BINARY'} = '@bindir@/@dspam_transformed@'; |
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| 10 | $CONFIG{'BINDIR'} = '@bindir@'; |
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| 11 | |
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| 12 | ### DO NOT CONFIGURE ANYTHING BELOW THIS LINE |
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| 13 | |
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| 14 | $USER = shift; |
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| 15 | $SPAM_CORPUS = shift; |
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| 16 | if ($SPAM_CORPUS eq "--client" || $SPAM_CORPUS eq "-c") { |
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| 17 | $SPAM_CORPUS = shift; |
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| 18 | $CONFIG{'DSPAM_BINARY'} .= " --client"; |
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| 19 | } |
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| 20 | $NONSPAM_CORPUS = shift; |
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| 21 | |
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| 22 | if ($NONSPAM_CORPUS eq "") { |
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| 23 | # we were wrong about the first argument, it was the spam corpus and not |
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| 24 | # the user name in fact |
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| 25 | ($USER, $NONSPAM_CORPUS, $SPAM_CORPUS) = ((getpwuid($<))[0], $SPAM_CORPUS, $USER) |
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| 26 | } |
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| 27 | |
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| 28 | sub usage { |
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| 29 | print STDERR "Usage: $0 [username] [--client] [[-i index]|[spam_corpus] [nonspam_corpus]]\n"; |
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| 30 | exit(-1); |
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| 31 | } |
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| 32 | |
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| 33 | print "Taking Snapshot...\n"; |
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| 34 | system("$CONFIG{'BINDIR'}/dspam_stats -r $USER"); |
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| 35 | if (($? >> 8) != 0) { |
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| 36 | print STDERR "Running dspam_stats for $USER failed.\n"; |
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| 37 | exit(-1); |
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| 38 | } |
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| 39 | |
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| 40 | if ($SPAM_CORPUS eq "-i") { |
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| 41 | TrainOnIndex($NONSPAM_CORPUS); |
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| 42 | } |
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| 43 | else { |
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| 44 | &Train("$NONSPAM_CORPUS", "$SPAM_CORPUS"); |
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| 45 | } |
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| 46 | |
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| 47 | FinishTraining(); |
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| 48 | |
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| 49 | |
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| 50 | sub TrainOnIndex { |
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| 51 | my($index) = @_; |
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| 52 | open(INDEX, "<$index") or die "Failed to open index file \"$index\": $!\n"; |
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| 53 | |
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| 54 | print "Training on $index index...\n"; |
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| 55 | while(<INDEX>) { |
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| 56 | chomp; |
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| 57 | my($class, $filename) = split(/\s+/); |
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| 58 | if ($class eq "ham" || $class eq "nonspam") { |
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| 59 | TestNonspam($filename); |
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| 60 | } elsif ($class eq "spam") { |
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| 61 | TestSpam($filename); |
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| 62 | } else { |
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| 63 | die "ERROR: Unknown class '$class'. Test Broken."; |
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| 64 | } |
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| 65 | } |
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| 66 | } |
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| 67 | |
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| 68 | sub Train { |
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| 69 | my($nonspam, $spam) = @_; |
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| 70 | my(@nonspam_corpus, @spam_corpus); |
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| 71 | my($msg); |
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| 72 | |
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| 73 | print "Training $nonspam / $spam corpora...\n"; |
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| 74 | |
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| 75 | @nonspam_corpus = GetFilesOrMessages($nonspam); |
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| 76 | @spam_corpus = GetFilesOrMessages($spam); |
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| 77 | |
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| 78 | while($#nonspam_corpus > -1 || $#spam_corpus > -1) { |
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| 79 | if ($#nonspam_corpus > -1) { |
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| 80 | my($count) = 0; |
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| 81 | |
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| 82 | # Process nonspam until balanced |
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| 83 | $msg = shift(@nonspam_corpus); |
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| 84 | TestNonspam($msg); |
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| 85 | if ($#spam_corpus > -1) { |
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| 86 | $count = ($#nonspam_corpus+1) / ($#spam_corpus+1); |
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| 87 | } |
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| 88 | for(1..$count-1) |
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| 89 | { |
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| 90 | $msg = shift(@nonspam_corpus); |
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| 91 | TestNonspam($msg); |
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| 92 | } |
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| 93 | } |
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| 94 | |
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| 95 | if ($#spam_corpus > -1) { |
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| 96 | my($count) = 0; |
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| 97 | # Process spam until balanced |
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| 98 | $msg = shift(@spam_corpus); |
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| 99 | TestSpam($msg); |
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| 100 | if ($#nonspam_corpus > -1) { |
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| 101 | $count = ($#spam_corpus+1) / ($#nonspam_corpus+1); |
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| 102 | } |
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| 103 | for(1..$count-1) |
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| 104 | { |
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| 105 | $msg = shift(@spam_corpus); |
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| 106 | TestSpam($msg); |
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| 107 | } |
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| 108 | } |
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| 109 | } |
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| 110 | } |
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| 111 | |
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| 112 | sub FinishTraining() { |
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| 113 | print "TRAINING COMPLETE\n"; |
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| 114 | print "\nTraining Snapshot:\n"; |
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| 115 | system("$CONFIG{'BINDIR'}/dspam_stats -S -s $USER"); |
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| 116 | if (($? >> 8) != 0) { |
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| 117 | print STDERR "Running dspam_stats for $USER failed.\n"; |
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| 118 | exit(-1); |
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| 119 | } |
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| 120 | print "\nOverall Statistics:\n"; |
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| 121 | system("$CONFIG{'BINDIR'}/dspam_stats -S $USER"); |
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| 122 | if (($? >> 8) != 0) { |
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| 123 | print STDERR "Running dspam_stats for $USER failed.\n"; |
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| 124 | exit(-1); |
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| 125 | } |
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| 126 | } |
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| 127 | |
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| 128 | sub GetFilesOrMessages { |
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| 129 | my ($corpus) = @_; |
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| 130 | if (-d $corpus) { |
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| 131 | return GetFiles($corpus); |
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| 132 | } |
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| 133 | elsif (-f $corpus) { |
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| 134 | return GetMessages($corpus); |
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| 135 | } |
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| 136 | else { |
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| 137 | die "Corpus \"$corpus\" must be either a MBOX file or a maildir directory.\n" |
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| 138 | } |
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| 139 | } |
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| 140 | |
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| 141 | sub GetFiles { |
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| 142 | my($corpus) = @_; |
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| 143 | my(@files); |
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| 144 | |
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| 145 | opendir(DIR, "$corpus") || die "$corpus: $!"; |
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| 146 | @files = grep(!/^\.\.?$/, readdir(DIR)); |
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| 147 | closedir(DIR); |
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| 148 | return map { $_ = "$corpus/" . $_ } @files; |
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| 149 | } |
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| 150 | |
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| 151 | sub GetMessages { |
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| 152 | my ($mbox) = @_; |
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| 153 | |
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| 154 | die "Please install Mail::MboxParser module if you want to be able to use " . |
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| 155 | "MBOX files for training.\n" unless eval { require Mail::MboxParser; }; |
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| 156 | |
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| 157 | # filter out special pseudo messages used by Pine/UW-IMAPd |
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| 158 | return grep { $_->header->{subject} ne "DON'T DELETE THIS MESSAGE -- FOLDER INTERNAL DATA" } |
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| 159 | Mail::MboxParser->new($mbox)->get_messages(); |
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| 160 | } |
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| 161 | |
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| 162 | sub TestNonspam { |
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| 163 | my($msg) = @_; |
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| 164 | TestAny($msg, "nonspam", "Innocent", "Whitelisted", "innocent", "fp") |
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| 165 | } |
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| 166 | |
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| 167 | sub TestSpam { |
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| 168 | my($msg) = @_; |
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| 169 | TestAny($msg, "spam ", "Spam", "Blacklisted", "spam", "fn") |
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| 170 | } |
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| 171 | |
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| 172 | sub TestAny { |
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| 173 | my($msg, $testname, $ok1, $ok2, $dspam_class, $short_class) = @_; |
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| 174 | my $response; |
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| 175 | print "[test: $testname] " . substr($msg . " " x 32, 0, 32) . " result: "; |
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| 176 | my $cmd = "$CONFIG{'DSPAM_BINARY'} --user $USER --deliver=summary --stdout"; |
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| 177 | if ( -f $msg ) { |
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| 178 | $response = `$cmd < '$msg'`; |
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| 179 | } |
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| 180 | else { |
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| 181 | use FileHandle; |
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| 182 | use IPC::Open2; |
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| 183 | my ($dspam_in, $dspam_out); |
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| 184 | my $pid = open2($dspam_out, $dspam_in, $cmd); |
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| 185 | print $dspam_in $msg->as_string(); |
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| 186 | close $dspam_in; |
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| 187 | $response = join('', <$dspam_out>); |
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| 188 | waitpid $pid, 0 |
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| 189 | } |
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| 190 | |
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| 191 | my $code = "UNKNOWN"; |
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| 192 | if ($response =~ /class="(\S+)"/i) { |
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| 193 | $code = $1; |
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| 194 | } |
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| 195 | if ($code eq "UNKNOWN") { |
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| 196 | # print "\n===== WOAH THERE =====\n"; |
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| 197 | # print "I was unable to parse the result. Test Broken.\n"; |
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| 198 | # print "======================\n"; |
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| 199 | # exit(0); |
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| 200 | print "BROKEN result!!\n"; |
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| 201 | return; |
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| 202 | } |
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| 203 | |
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| 204 | if ($code eq $ok1 || $code eq $ok2) { |
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| 205 | print "PASS"; |
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| 206 | } else { |
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| 207 | my($class) = "UNKNOWN"; |
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| 208 | my($signature) = "UNKNOWN"; |
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| 209 | if ($response =~ /class="(\S+)"/i) { |
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| 210 | $class = $1; |
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| 211 | } else { |
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| 212 | print "BROKEN class!!\n"; |
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| 213 | return; |
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| 214 | } |
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| 215 | |
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| 216 | if ($response =~ /signature=(\S+)/i) { |
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| 217 | $signature = $1; |
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| 218 | } else { |
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| 219 | # print "\n===== WOAH THERE =====\n"; |
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| 220 | # print "I was unable to find the DSPAM signature. Test Broken.\n"; |
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| 221 | # print "======================\n"; |
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| 222 | # print "\n$response\n"; |
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| 223 | # exit(0); |
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| 224 | print "BROKEN signature!!\n"; |
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| 225 | return; |
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| 226 | } |
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| 227 | |
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| 228 | print "FAIL ($class)"; |
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| 229 | if ($CONFIG{'SHOW_SUBJECTS'} == 1) { |
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| 230 | print "\n\t[$short_class] "; |
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| 231 | if ( -f $msg ) { |
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| 232 | open(FILE, "<$msg"); |
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| 233 | while(<FILE>) { |
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| 234 | if (/^Subject:/i) { |
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| 235 | chomp; |
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| 236 | print $_; |
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| 237 | close(FILE); |
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| 238 | } |
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| 239 | } |
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| 240 | close(FILE); |
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| 241 | } |
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| 242 | else { |
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| 243 | print $msg->header->{subject} |
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| 244 | } |
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| 245 | } |
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| 246 | open(TRAIN, "|$CONFIG{'DSPAM_BINARY'} --user $USER --class=$dspam_class " . |
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| 247 | "--source=error --signature=$signature"); |
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| 248 | close(TRAIN); |
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| 249 | } |
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| 250 | print "\n"; |
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| 251 | } |
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