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-rwxr-xr-xutils/rspamd_stats.pl1168
1 files changed, 583 insertions, 585 deletions
diff --git a/utils/rspamd_stats.pl b/utils/rspamd_stats.pl
index ac7b1349f..f97e35188 100755
--- a/utils/rspamd_stats.pl
+++ b/utils/rspamd_stats.pl
@@ -15,20 +15,20 @@ my @symbols_bidirectional;
my @symbols_groups;
my @symbols_ignored;
my %groups;
-my $reject_score = 15.0;
-my $junk_score = 6.0;
-my $diff_alpha = 0.1;
-my $correlations = 0;
-my $nrelated = 10;
-my $log_file = "";
+my $reject_score = 15.0;
+my $junk_score = 6.0;
+my $diff_alpha = 0.1;
+my $correlations = 0;
+my $nrelated = 10;
+my $log_file = "";
my $search_pattern = "";
-my $startTime="";
+my $startTime = "";
my $endTime;
my $num_logs;
my $exclude_logs = 0;
-my $man = 0;
-my $json = 0;
-my $help = 0;
+my $man = 0;
+my $json = 0;
+my $help = 0;
# Associate file extensions with decompressors
my %decompressor = (
@@ -39,44 +39,43 @@ my %decompressor = (
);
GetOptions(
- "reject-score|r=f" => \$reject_score,
- "junk-score|j=f" => \$junk_score,
- "symbol|s=s@" => \@symbols_search,
- "symbol-bidir|S=s@" => \@symbols_bidirectional,
- "exclude|X=s@" => \@symbols_exclude,
- "ignore=s@" => \@symbols_ignored,
- "group|g=s@" => \@symbols_groups,
- "log|l=s" => \$log_file,
- "alpha-score|alpha|a=f" => \$diff_alpha,
- "correlations|c" => \$correlations,
- "nrelated=i" => \$nrelated,
- "search-pattern=s" => \$search_pattern,
- "start=s" => \$startTime,
- "end=s" => \$endTime,
- "num-logs|n=i" => \$num_logs,
- "exclude-logs|x=i" => \$exclude_logs,
- "json|j" => \$json,
- "help|?" => \$help,
- "man" => \$man
+ "reject-score|r=f" => \$reject_score,
+ "junk-score|j=f" => \$junk_score,
+ "symbol|s=s@" => \@symbols_search,
+ "symbol-bidir|S=s@" => \@symbols_bidirectional,
+ "exclude|X=s@" => \@symbols_exclude,
+ "ignore=s@" => \@symbols_ignored,
+ "group|g=s@" => \@symbols_groups,
+ "log|l=s" => \$log_file,
+ "alpha-score|alpha|a=f" => \$diff_alpha,
+ "correlations|c" => \$correlations,
+ "nrelated=i" => \$nrelated,
+ "search-pattern=s" => \$search_pattern,
+ "start=s" => \$startTime,
+ "end=s" => \$endTime,
+ "num-logs|n=i" => \$num_logs,
+ "exclude-logs|x=i" => \$exclude_logs,
+ "json|j" => \$json,
+ "help|?" => \$help,
+ "man" => \$man
) or pod2usage(2);
pod2usage(1) if $help;
-pod2usage(-exitval => 0, -verbose => 2) if $man;
-
+pod2usage( -exitval => 0, -verbose => 2 ) if $man;
# 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 $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;
-my $log_file_num = 1;
+my $enabled = 0;
+my $log_file_num = 1;
my $spinner_update_time = 0;
my %action;
@@ -91,688 +90,689 @@ foreach ( $startTime, $endTime ) { $_ = &normalized_time($_) }
# Convert bidirectional symbols
foreach my $s (@symbols_bidirectional) {
- $bidir_match{$s} = {
- spam => "${s}_SPAM",
- ham => "${s}_HAM",
- };
- push @symbols_search, $s unless grep /^$s$/, @symbols_search;
+ $bidir_match{$s} = {
+ spam => "${s}_SPAM",
+ ham => "${s}_HAM",
+ };
+ push @symbols_search, $s unless grep /^$s$/, @symbols_search;
}
# Deal with groups
my $group_id = 0;
foreach my $g (@symbols_groups) {
- my @symbols = split /,/,$g;
- my $group_name = "group$group_id";
+ my @symbols = split /,/, $g;
+ my $group_name = "group$group_id";
- foreach my $s (@symbols) {
- $groups{$s} = $group_name;
- push @symbols_search, $s unless grep /^$s$/, @symbols_search;
- }
+ foreach my $s (@symbols) {
+ $groups{$s} = $group_name;
+ push @symbols_search, $s unless grep /^$s$/, @symbols_search;
+ }
}
@symbols_search = '.*'
unless @symbols_search;
-if ($log_file eq '-' || $log_file eq '') {
- $rspamd_log = \*STDIN;
- &ProcessLog();
+if ( $log_file eq '-' || $log_file eq '' ) {
+ $rspamd_log = \*STDIN;
+ &ProcessLog();
}
elsif ( -d "$log_file" ) {
- my $log_dir = "$log_file";
+ my $log_dir = "$log_file";
- my @logs = &GetLogfilesList($log_dir);
+ my @logs = &GetLogfilesList($log_dir);
- # Process logs
- foreach (@logs) {
- my $ext = (/[^.]+\.?([^.]*?)$/)[0];
- my $dc = $decompressor{$ext} || 'cat';
+ # Process logs
+ foreach (@logs) {
+ my $ext = (/[^.]+\.?([^.]*?)$/)[0];
+ my $dc = $decompressor{$ext} || 'cat';
- open( $rspamd_log, "-|", "$dc $log_dir/$_" )
- or die "cannot execute $dc $log_dir/$_ : $!";
+ open( $rspamd_log, "-|", "$dc $log_dir/$_" )
+ or die "cannot execute $dc $log_dir/$_ : $!";
- printf {interactive(*STDERR)} "\033[J Parsing log files: [%d/%d] %s\033[G", $log_file_num++, scalar @logs, $_;
- $spinner_update_time = 0; # Force spinner update
- &spinner;
+ printf { interactive(*STDERR) } "\033[J Parsing log files: [%d/%d] %s\033[G", $log_file_num++, scalar @logs,
+ $_;
+ $spinner_update_time = 0; # Force spinner update
+ &spinner;
- &ProcessLog;
+ &ProcessLog;
- close($rspamd_log)
- or warn "cannot close $dc $log_dir/$_: $!";
- }
- print {interactive(*STDERR)} "\033[J\033[G"; # Progress indicator clean-up
+ close($rspamd_log)
+ or warn "cannot close $dc $log_dir/$_: $!";
+ }
+ print { interactive(*STDERR) } "\033[J\033[G"; # Progress indicator clean-up
}
else {
- my $ext = ($log_file =~ /[^.]+\.?([^.]*?)$/)[0];
- my $dc = $decompressor{$ext} || 'cat';
- open( $rspamd_log, "-|", "$dc $log_file" )
- or die "cannot execute $dc $log_file : $!";
- $spinner_update_time = 0; # Force spinner update
- &spinner;
- &ProcessLog();
+ my $ext = ( $log_file =~ /[^.]+\.?([^.]*?)$/ )[0];
+ my $dc = $decompressor{$ext} || 'cat';
+ open( $rspamd_log, "-|", "$dc $log_file" )
+ or die "cannot execute $dc $log_file : $!";
+ $spinner_update_time = 0; # Force spinner update
+ &spinner;
+ &ProcessLog();
}
-my $total_ham = $total - ($total_spam + $total_junk);
+my $total_ham = $total - ( $total_spam + $total_junk );
if ($json) {
- print "{";
- &Summary();
- print '"symbols":{';
- &SymbolsStat();
- print "}}\n";
+ print "{";
+ &Summary();
+ print '"symbols":{';
+ &SymbolsStat();
+ print "}}\n";
}
else {
- &SymbolsStat();
- &Summary();
+ &SymbolsStat();
+ &Summary();
}
exit;
sub IsIgnored {
- my ($sym) = @_;
+ my ($sym) = @_;
- foreach my $ex (@symbols_ignored) {
- if ($sym =~ /^$ex$/) {
- return 1;
+ foreach my $ex (@symbols_ignored) {
+ if ( $sym =~ /^$ex$/ ) {
+ return 1;
+ }
}
- }
- return 0;
+ return 0;
}
sub GenRelated {
- my ($htb, $target_sym) = @_;
-
- my @result;
- my $i = 0;
- foreach my $sym (sort { $htb->{$b} <=> $htb->{$a} } keys %{$htb}) {
- if ($sym ne $target_sym) {
- my @elt = ($sym, $htb->{$sym});
- push @result, \@elt;
- $i ++;
- }
+ my ( $htb, $target_sym ) = @_;
+
+ my @result;
+ my $i = 0;
+ foreach my $sym ( sort { $htb->{$b} <=> $htb->{$a} } keys %{$htb} ) {
+ if ( $sym ne $target_sym ) {
+ my @elt = ( $sym, $htb->{$sym} );
+ push @result, \@elt;
+ $i++;
+ }
- last if $i > $nrelated;
- }
+ last if $i > $nrelated;
+ }
- return \@result;
+ return \@result;
}
sub StringifyRelated {
- my ($ar, $total) = @_;
- return join("\n", (map { sprintf "\t%s(%s: %.1f%%)",
- $_->[0], $_->[1], $_->[1] / ($total * 1.0) * 100.0 } @{$ar}));
+ my ( $ar, $total ) = @_;
+ return
+ join( "\n", ( map { sprintf "\t%s(%s: %.1f%%)", $_->[0], $_->[1], $_->[1] / ( $total * 1.0 ) * 100.0 } @{$ar} ) );
}
sub SymbolsStat {
- if ($total > 0) {
- my $has_comma = 0;
- while (my ($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 $total_junk != 0;
-
- if ($json) {
- if ($has_comma) {
- print ",";
- }
- else {
- $has_comma = 1;
- }
- print "\"$s\":{";
- JsonObjectElt("avg_weight", $r->{'weight'},"%.4f");
- print ",";
- JsonObjectElt("hits", $th, "%d");
- print ",";
- JsonObjectElt("hits_percentage", $th/$total, "%.4f");
- print ",";
- JsonObjectElt("spam_hits", $sh, "%d");
- print ",";
- JsonObjectElt("spam_to_total", $sh/$th, "%.4f");
- print ",";
- JsonObjectElt("spam_percentage", $stp/100.0 || 0, "%.4f");
- print ",";
- JsonObjectElt("ham_hits", $hh, "%d");
- print ",";
- JsonObjectElt("ham_to_total", $hh/$th, "%.4f");
- print ",";
- JsonObjectElt("ham_percentage", $htp/100.0 || 0, "%.4f");
- print ",";
- JsonObjectElt("junk_hits", $jh, "%d");
- print ",";
- JsonObjectElt("junk_to_total", $jh/$th, "%.4f");
- print ",";
- JsonObjectElt("junk_percentage", $jtp/100.0 || 0, "%.4f");
- }
- else {
- printf "%s avg. weight %.3f, hits %d(%.3f%%):
+ if ( $total > 0 ) {
+ my $has_comma = 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 $total_junk != 0;
+
+ if ($json) {
+ if ($has_comma) {
+ print ",";
+ }
+ else {
+ $has_comma = 1;
+ }
+ print "\"$s\":{";
+ JsonObjectElt( "avg_weight", $r->{'weight'}, "%.4f" );
+ print ",";
+ JsonObjectElt( "hits", $th, "%d" );
+ print ",";
+ JsonObjectElt( "hits_percentage", $th / $total, "%.4f" );
+ print ",";
+ JsonObjectElt( "spam_hits", $sh, "%d" );
+ print ",";
+ JsonObjectElt( "spam_to_total", $sh / $th, "%.4f" );
+ print ",";
+ JsonObjectElt( "spam_percentage", $stp / 100.0 || 0, "%.4f" );
+ print ",";
+ JsonObjectElt( "ham_hits", $hh, "%d" );
+ print ",";
+ JsonObjectElt( "ham_to_total", $hh / $th, "%.4f" );
+ print ",";
+ JsonObjectElt( "ham_percentage", $htp / 100.0 || 0, "%.4f" );
+ print ",";
+ JsonObjectElt( "junk_hits", $jh, "%d" );
+ print ",";
+ JsonObjectElt( "junk_to_total", $jh / $th, "%.4f" );
+ print ",";
+ JsonObjectElt( "junk_percentage", $jtp / 100.0 || 0, "%.4f" );
+ }
+ else {
+ 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);
- }
+", $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;
+ 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 (!$json) {
- if ($r->{weight} > 0) {
- printf "
+ if ( $r->{weight} != 0 ) {
+ if ( !$json ) {
+ 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 "
+ $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);
- }
- }
- else {
- print ",";
- JsonObjectElt("spam_change", $r->{spam_change}, "%.4f");
- print ",";
- JsonObjectElt("junk_change", $r->{junk_change}, "%.4f");
- }
- }
-
- if ($correlations) {
-
- my $spam_related = GenRelated($r->{symbols_met_spam}, $s);
- my $junk_related = GenRelated($r->{symbols_met_junk}, $s);
- my $ham_related = GenRelated($r->{symbols_met_ham}, $s);
-
- if (!$json) {
- print "Correlations report:\n";
-
- while (my ($cs, $hits) = each %{$r->{corr}}) {
- my $corr_prob = $r->{'hits'} / $total;
- my $merged_hits = 0;
- if($r->{symbols_met_spam}->{$cs}) {
- $merged_hits += $r->{symbols_met_spam}->{$cs};
- }
- if($r->{symbols_met_junk}->{$cs}) {
- $merged_hits += $r->{symbols_met_junk}->{$cs};
- }
- if($r->{symbols_met_ham}->{$cs}) {
- $merged_hits += $r->{symbols_met_ham}->{$cs};
- }
-
- if ($merged_hits > 0) {
- printf "Probability of %s when %s fires: %.3f\n", $cs, $s,
- (($merged_hits / $total) / $corr_prob);
- }
- }
+ $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 {
+ print ",";
+ JsonObjectElt( "spam_change", $r->{spam_change}, "%.4f" );
+ print ",";
+ JsonObjectElt( "junk_change", $r->{junk_change}, "%.4f" );
+ }
+ }
- print "Related symbols report:\n";
- printf "Top related in spam:\n %s\n", StringifyRelated($spam_related,
- $r->{spam_hits});
- printf "Top related in junk:\n %s\n", StringifyRelated($junk_related,
- $r->{junk_hits});
- printf "Top related in ham:\n %s\n", StringifyRelated($ham_related,
- $r->{hits} - $r->{spam_hits} - $r->{junk_hits});
- }
- else {
- print ",";
- print "\"correllations\":{";
+ if ($correlations) {
+
+ my $spam_related = GenRelated( $r->{symbols_met_spam}, $s );
+ my $junk_related = GenRelated( $r->{symbols_met_junk}, $s );
+ my $ham_related = GenRelated( $r->{symbols_met_ham}, $s );
+
+ if ( !$json ) {
+ print "Correlations report:\n";
+
+ while ( my ( $cs, $hits ) = each %{ $r->{corr} } ) {
+ my $corr_prob = $r->{'hits'} / $total;
+ my $merged_hits = 0;
+ if ( $r->{symbols_met_spam}->{$cs} ) {
+ $merged_hits += $r->{symbols_met_spam}->{$cs};
+ }
+ if ( $r->{symbols_met_junk}->{$cs} ) {
+ $merged_hits += $r->{symbols_met_junk}->{$cs};
+ }
+ if ( $r->{symbols_met_ham}->{$cs} ) {
+ $merged_hits += $r->{symbols_met_ham}->{$cs};
+ }
+
+ if ( $merged_hits > 0 ) {
+ printf "Probability of %s when %s fires: %.3f\n", $cs, $s,
+ ( ( $merged_hits / $total ) / $corr_prob );
+ }
+ }
+
+ print "Related symbols report:\n";
+ printf "Top related in spam:\n %s\n", StringifyRelated( $spam_related, $r->{spam_hits} );
+ printf "Top related in junk:\n %s\n", StringifyRelated( $junk_related, $r->{junk_hits} );
+ printf "Top related in ham:\n %s\n",
+ StringifyRelated( $ham_related, $r->{hits} - $r->{spam_hits} - $r->{junk_hits} );
+ }
+ else {
+ print ",";
+ print "\"correllations\":{";
+
+ my $has_comma_ = 0;
+ while ( my ( $cs, $hits ) = each %{ $r->{corr} } ) {
+ if ($has_comma_) {
+ print ",";
+ }
+ else {
+ $has_comma_ = 1;
+ }
+ my $corr_prob = $hits / $total;
+ my $sym_prob = $r->{hits} / $total;
+ JsonObjectElt( $cs, ( $corr_prob / $sym_prob ), "%.4f" );
+ }
+
+ print "}";
+ }
+ }
- my $has_comma_ = 0;
- while (my ($cs, $hits) = each %{$r->{corr}}) {
- if ($has_comma_) {
- print ",";
- }
- else {
- $has_comma_ = 1;
- }
- my $corr_prob = $hits / $total;
- my $sym_prob = $r->{hits} / $total;
- JsonObjectElt($cs, ($corr_prob / $sym_prob) ,"%.4f");
+ print "}" if $json;
+ }
+ else {
+ print "Symbol $s has not been met\n" if !$json;
}
- print "}";
- }
+ print '-' x 80 . "\n" if !$json;
}
-
- print "}" if $json;
- }
- else {
- print "Symbol $s has not been met\n" if !$json;
- }
-
- print '-' x 80 . "\n" if !$json;
}
- }
}
sub Summary() {
- if (!$json) {
- print "
+ if ( !$json ) {
+ print "
=== Summary ", '=' x 68, "
Messages scanned: $total";
- printf " [ %s / %s ]
+ printf " [ %s / %s ]
", $timeStamp{'start'}, $timeStamp{'end'}
- if defined $timeStamp{'start'};
- say '';
- printf "%11s: %6.2f%%, %d\n", $_, 100 * $action{$_} / $total, $action{$_}
- for sort keys %action;
- say '';
- printf "scan time min/avg/max = %.2f/%.2f/%.2f s
-", $scanTime{'min'} / 1000,
- ($total) ? $scanTime{'total'} / $total / 1000 : undef,
- $scanTime{'max'} / 1000
- if exists $scanTime{'min'};
- say '=' x 80;
- }
- else {
- JsonObjectElt("total", $total, "%d");
- print ",";
-
- if (defined $timeStamp{'start'}) {
- JsonObjectElt("start", $timeStamp{'start'});
- print ",";
+ if defined $timeStamp{'start'};
+ say '';
+ printf "%11s: %6.2f%%, %d\n", $_, 100 * $action{$_} / $total, $action{$_} for sort keys %action;
+ say '';
+ printf "scan time min/avg/max = %.2f/%.2f/%.2f s
+", $scanTime{'min'} / 1000, ($total) ? $scanTime{'total'} / $total / 1000 : undef, $scanTime{'max'} / 1000
+ if exists $scanTime{'min'};
+ say '=' x 80;
}
+ else {
+ JsonObjectElt( "total", $total, "%d" );
+ print ",";
- if (defined $timeStamp{'end'}) {
- JsonObjectElt("end", $timeStamp{'end'});
- print ",";
- }
+ if ( defined $timeStamp{'start'} ) {
+ JsonObjectElt( "start", $timeStamp{'start'} );
+ print ",";
+ }
- print "\"actions\":{";
+ if ( defined $timeStamp{'end'} ) {
+ JsonObjectElt( "end", $timeStamp{'end'} );
+ print ",";
+ }
- my $has_comma = 0;
- foreach my $a (sort keys %action) {
- if ($has_comma) {
- print ",";
- }
- else {
- $has_comma = 1;
- }
- JsonObjectElt($a, $action{$a}, "%d");
+ print "\"actions\":{";
+
+ my $has_comma = 0;
+ foreach my $a ( sort keys %action ) {
+ if ($has_comma) {
+ print ",";
+ }
+ else {
+ $has_comma = 1;
+ }
+ JsonObjectElt( $a, $action{$a}, "%d" );
+ }
+ print "},";
}
- print "},";
- }
}
sub ProcessRelated {
- my ($symbols, $target, $source) = @_;
+ my ( $symbols, $target, $source ) = @_;
- foreach my $s (@{$symbols}) {
- $s =~ /^([^\(]+)(\(([^\)]+)\))?/;
- my $sym_name = $1;
- my $sym_score = 0;
+ foreach my $s ( @{$symbols} ) {
+ $s =~ /^([^\(]+)(\(([^\)]+)\))?/;
+ my $sym_name = $1;
+ my $sym_score = 0;
- if ($groups{$sym_name}) {
- $sym_name = $groups{$sym_name};
- }
+ if ( $groups{$sym_name} ) {
+ $sym_name = $groups{$sym_name};
+ }
- next if ($source eq $sym_name);
+ next if ( $source eq $sym_name );
- next if IsIgnored($sym_name);
+ next if IsIgnored($sym_name);
- if ($2) {
- $sym_score = $3 * 1.0;
+ if ($2) {
+ $sym_score = $3 * 1.0;
- if (abs($sym_score) < $diff_alpha) {
- next;
- }
+ if ( abs($sym_score) < $diff_alpha ) {
+ next;
+ }
+
+ my $bm = $bidir_match{$sym_name};
+ if ($bm) {
+ if ( $sym_score >= 0 ) {
+ $sym_name = $bm->{'spam'};
+ }
+ else {
+ $sym_name = $bm->{'ham'};
+ }
+ }
+ }
- my $bm = $bidir_match{$sym_name};
- if ($bm) {
- if ($sym_score >= 0) {
- $sym_name = $bm->{'spam'};
+ if ( exists( $target->{$sym_name} ) ) {
+ $target->{$sym_name}++;
}
else {
- $sym_name = $bm->{'ham'};
+ $target->{$sym_name} = 1;
}
- }
- }
-
- if (exists($target->{$sym_name})) {
- $target->{$sym_name} ++;
- }
- else {
- $target->{$sym_name} = 1;
}
- }
}
sub ProcessLog {
- my ( $ts_format, @line ) = &log_time_format($rspamd_log);
+ my ( $ts_format, @line ) = &log_time_format($rspamd_log);
- while() {
- last if eof $rspamd_log;
- $_ = (@line) ? shift @line : <$rspamd_log>;
+ while () {
+ last if eof $rspamd_log;
+ $_ = (@line) ? shift @line : <$rspamd_log>;
- if (!$enabled && ($search_pattern eq "" || /$search_pattern/)) {
- $enabled = 1;
- }
-
- next if !$enabled;
-
- if (/^.*rspamd_task_write_log.*$/) {
- &spinner;
- my $ts;
- if ( $ts_format eq 'syslog' ) {
- $ts = syslog2iso( join ' ', ( split /\s+/ )[ 0 .. 2 ] );
- } elsif ( $ts_format eq 'syslog5424' ) {
- /^([0-9-]+)T([0-9:]+)/;
- $ts = "$1 $2";
- } else {
- $ts = join ' ', ( split /\s+/ )[ 0 .. 1 ];
- }
-
- next if ( $ts lt $startTime );
- next if ( defined $endTime && $ts gt $endTime );
-
- if ($_ !~ /\(([^()]+)\): \[(NaN|-?\d+(?:\.\d+)?)\/(-?\d+(?:\.\d+)?)\]\s+\[([^\]]+)\].+? time: (\d+\.\d+)ms real/) {
- #print "BAD: $_\n";
- next;
- }
-
- my @symbols = split /(?:\{[^}]*\})?(?:$|,)/, $4;
- my $scan_time = $5;
- my $act = $1;
- my $score = $2 * 1.0;
- my $skip = 0;
-
- foreach my $ex (@symbols_exclude) {
- my @found = grep {/^$ex/} @symbols;
-
- if (scalar(@found) > 0) {
- $skip = 1;
- last;
+ if ( !$enabled && ( $search_pattern eq "" || /$search_pattern/ ) ) {
+ $enabled = 1;
}
- }
-
- next if ( $skip != 0 );
-
- if (defined($timeStamp{'end'})) {
- $timeStamp{'end'} = $ts if ( $ts gt $timeStamp{'end'} );
- }
- else {
- $timeStamp{'end'} = $ts;
- }
-
- if (defined($timeStamp{'start'})) {
- $timeStamp{'start'} = $ts if ( $ts lt $timeStamp{'start'} );
- }
- else {
- $timeStamp{'start'} = $ts;
- }
-
- $scanTime{'min'} = $scan_time if ( !exists $scanTime{'min'} || $scanTime{'min'} > $scan_time );
- $scanTime{'max'} = $scan_time if ( $scanTime{'max'} < $scan_time );
- $scanTime{'total'} += $scan_time;
-
- $action{$act}++;
- $total ++;
- if ($score >= $reject_score) {
- $total_spam ++;
- }
- elsif ($score >= $junk_score) {
- $total_junk ++;
- }
+ next if !$enabled;
- my @sym_names;
-
- foreach my $s (@symbols_search) {
- my @selected = grep /$s/, @symbols;
+ if (/^.*rspamd_task_write_log.*$/) {
+ &spinner;
+ my $ts;
+ if ( $ts_format eq 'syslog' ) {
+ $ts = syslog2iso( join ' ', ( split /\s+/ )[ 0 .. 2 ] );
+ }
+ elsif ( $ts_format eq 'syslog5424' ) {
+ /^([0-9-]+)T([0-9:]+)/;
+ $ts = "$1 $2";
+ }
+ else {
+ $ts = join ' ', ( split /\s+/ )[ 0 .. 1 ];
+ }
- if (scalar(@selected) > 0) {
+ next if ( $ts lt $startTime );
+ next if ( defined $endTime && $ts gt $endTime );
- foreach my $sym (@selected) {
- $sym =~ /^([^\(]+)(\(([^\)]+)\))?/;
- my $sym_name = $1;
- my $sym_score = 0;
- my $orig_name = $sym_name;
+ if ( $_ !~
+ /\(([^()]+)\): \[(NaN|-?\d+(?:\.\d+)?)\/(-?\d+(?:\.\d+)?)\]\s+\[([^\]]+)\].+? time: (\d+\.\d+)ms real/ )
+ {
+ #print "BAD: $_\n";
+ next;
+ }
- if ($2) {
- $sym_score = $3 * 1.0;
+ my @symbols = split /(?:\{[^}]*\})?(?:$|,)/, $4;
+ my $scan_time = $5;
+ my $act = $1;
+ my $score = $2 * 1.0;
+ my $skip = 0;
- if (abs($sym_score) < $diff_alpha) {
- next;
- }
+ foreach my $ex (@symbols_exclude) {
+ my @found = grep { /^$ex/ } @symbols;
- my $bm = $bidir_match{$sym_name};
- if ($bm) {
- if ($sym_score >= 0) {
- $sym_name = $bm->{'spam'};
- }
- else {
- $sym_name = $bm->{'ham'};
+ if ( scalar(@found) > 0 ) {
+ $skip = 1;
+ last;
}
- }
}
- next if $orig_name !~ /^$s/;
+ next if ( $skip != 0 );
- if ($groups{$s}) {
- # Replace with group
- $sym_name = $groups{$s};
+ if ( defined( $timeStamp{'end'} ) ) {
+ $timeStamp{'end'} = $ts if ( $ts gt $timeStamp{'end'} );
+ }
+ else {
+ $timeStamp{'end'} = $ts;
}
- 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 => {},
- symbols_met_spam => {},
- symbols_met_ham => {},
- symbols_met_junk => {},
- };
+ if ( defined( $timeStamp{'start'} ) ) {
+ $timeStamp{'start'} = $ts if ( $ts lt $timeStamp{'start'} );
+ }
+ else {
+ $timeStamp{'start'} = $ts;
}
- my $r = $sym_res{$sym_name};
+ $scanTime{'min'} = $scan_time if ( !exists $scanTime{'min'} || $scanTime{'min'} > $scan_time );
+ $scanTime{'max'} = $scan_time if ( $scanTime{'max'} < $scan_time );
+ $scanTime{'total'} += $scan_time;
- $r->{hits} ++;
- $r->{weight} += $sym_score;
- my $is_spam = 0;
- my $is_junk = 0;
+ $action{$act}++;
+ $total++;
- if ($score >= $reject_score) {
- $is_spam = 1;
- $r->{spam_hits} ++;
- if ($correlations) {
- ProcessRelated(\@symbols, $r->{symbols_met_spam}, $sym_name);
- }
+ if ( $score >= $reject_score ) {
+ $total_spam++;
}
- elsif ($score >= $junk_score) {
- $is_junk = 1;
- $r->{junk_hits} ++;
- if ($correlations) {
- ProcessRelated(\@symbols, $r->{symbols_met_junk}, $sym_name);
- }
- }
- else {
- if ($correlations) {
- ProcessRelated(\@symbols, $r->{symbols_met_ham}, $sym_name);
- }
+ elsif ( $score >= $junk_score ) {
+ $total_junk++;
}
- if ($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} ++;
+ 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;
+ my $orig_name = $sym_name;
+
+ if ($2) {
+ $sym_score = $3 * 1.0;
+
+ if ( abs($sym_score) < $diff_alpha ) {
+ next;
+ }
+
+ my $bm = $bidir_match{$sym_name};
+ if ($bm) {
+ if ( $sym_score >= 0 ) {
+ $sym_name = $bm->{'spam'};
+ }
+ else {
+ $sym_name = $bm->{'ham'};
+ }
+ }
+ }
+
+ next if $orig_name !~ /^$s/;
+
+ if ( $groups{$s} ) {
+
+ # Replace with group
+ $sym_name = $groups{$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 => {},
+ symbols_met_spam => {},
+ symbols_met_ham => {},
+ symbols_met_junk => {},
+ };
+ }
+
+ 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;
+ $r->{spam_hits}++;
+ if ($correlations) {
+ ProcessRelated( \@symbols, $r->{symbols_met_spam}, $sym_name );
+ }
+ }
+ elsif ( $score >= $junk_score ) {
+ $is_junk = 1;
+ $r->{junk_hits}++;
+ if ($correlations) {
+ ProcessRelated( \@symbols, $r->{symbols_met_junk}, $sym_name );
+ }
+ }
+ else {
+ if ($correlations) {
+ ProcessRelated( \@symbols, $r->{symbols_met_ham}, $sym_name );
+ }
+ }
+
+ 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 ) {
+ $r->{junk_change}++;
+ }
+ }
+ }
+ } # End foreach symbols selected
}
- }
- else {
- if (!$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 $sym (@sym_names) {
- next if IsIgnored($sym);
- 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;
- }
+
+ if ($correlations) {
+ foreach my $sym (@sym_names) {
+ next if IsIgnored($sym);
+ 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 of correlations check
- }
+ }
}
- }
}
sub JsonObjectElt() {
- my ($k, $v) = @_;
- my $f = defined $_[2] ? $_[2] : '%s';
+ my ( $k, $v ) = @_;
+ my $f = defined $_[2] ? $_[2] : '%s';
- if ($f eq "%s") {
- $f = "\"%s\"";
- }
+ if ( $f eq "%s" ) {
+ $f = "\"%s\"";
+ }
- printf "\"%s\":$f", $k, $v;
+ printf "\"%s\":$f", $k, $v;
}
sub GetLogfilesList {
- my ($dir) = @_;
- opendir( DIR, $dir ) or die $!;
+ my ($dir) = @_;
+ opendir( DIR, $dir ) or die $!;
- my $pattern = join( '|', keys %decompressor );
- my $re = qr/\.[0-9]+(?:\.(?:$pattern))?/;
+ my $pattern = join( '|', keys %decompressor );
+ my $re = qr/\.[0-9]+(?:\.(?:$pattern))?/;
- # Add unnumbered logs first
- my @logs =
- grep { -f "$dir/$_" && !/$re/ } readdir(DIR);
+ # Add unnumbered logs first
+ my @logs =
+ grep { -f "$dir/$_" && !/$re/ } readdir(DIR);
- # Add numbered logs
- rewinddir(DIR);
- push( @logs,
- ( sort numeric ( grep { -f "$dir/$_" && /$re/ } readdir(DIR) ) ) );
+ # Add numbered logs
+ rewinddir(DIR);
+ push( @logs, ( sort numeric ( grep { -f "$dir/$_" && /$re/ } readdir(DIR) ) ) );
- closedir(DIR);
+ closedir(DIR);
- # Select required logs and revers their order
- @logs =
- reverse
- splice( @logs, $exclude_logs, $num_logs ||= @logs - $exclude_logs );
+ # Select required logs and revers their order
+ @logs =
+ reverse splice( @logs, $exclude_logs, $num_logs ||= @logs - $exclude_logs );
- # Loop through array printing out filenames
- print {interactive(*STDERR)} "\nLog files to process:\n";
- foreach my $file (@logs) {
- print {interactive(*STDERR)} " $file\n";
- }
- print {interactive(*STDERR)} "\n";
+ # Loop through array printing out filenames
+ print { interactive(*STDERR) } "\nLog files to process:\n";
+ foreach my $file (@logs) {
+ print { interactive(*STDERR) } " $file\n";
+ }
+ print { interactive(*STDERR) } "\n";
- return @logs;
+ return @logs;
}
sub log_time_format {
- my $fh = shift;
- my ( $format, $line );
- while (<$fh>) {
- $line = $_;
-
- # 2017-08-08 00:00:01 #66984(
- # 2017-08-08 00:00:01.001 #66984(
- if (/^\d{4}-\d\d-\d\d \d\d:\d\d:\d\d(\.\d{3})? #\d+\(/) {
- $format = 'rspamd';
- last;
- }
+ my $fh = shift;
+ my ( $format, $line );
+ while (<$fh>) {
+ $line = $_;
+
+ # 2017-08-08 00:00:01 #66984(
+ # 2017-08-08 00:00:01.001 #66984(
+ if (/^\d{4}-\d\d-\d\d \d\d:\d\d:\d\d(\.\d{3})? #\d+\(/) {
+ $format = 'rspamd';
+ last;
+ }
- # Aug 8 00:02:50 #66986(
- elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d #\d+\(/) {
- $format = 'syslog';
- last;
- }
+ # Aug 8 00:02:50 #66986(
+ elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d #\d+\(/) {
+ $format = 'syslog';
+ last;
+ }
- # Aug 8 00:02:50 hostname rspamd[66986]
- elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d \S+ rspamd\[\d+\]/) {
- $format = 'syslog';
- last;
- }
+ # Aug 8 00:02:50 hostname rspamd[66986]
+ elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d \S+ rspamd\[\d+\]/) {
+ $format = 'syslog';
+ last;
+ }
- # 2018-04-16T06:25:46.012590+02:00 rspamd rspamd[12968]
- elsif(/\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}(\.\d{1,6})?(Z|[-+]\d{2}:\d{2}) \S+ rspamd\[\d+\]/) {
- $format = 'syslog5424';
- last;
- }
+ # 2018-04-16T06:25:46.012590+02:00 rspamd rspamd[12968]
+ elsif (/\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}(\.\d{1,6})?(Z|[-+]\d{2}:\d{2}) \S+ rspamd\[\d+\]/) {
+ $format = 'syslog5424';
+ last;
+ }
- # Skip newsyslog messages
- # Aug 8 00:00:00 hostname newsyslog[63284]: logfile turned over
- elsif ( /^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d\ \S+ newsyslog\[\d+\]: logfile turned over$/ ) {
- next;
- }
- # Skip journalctl messages
- # -- Logs begin at Mon 2018-01-15 11:16:24 MSK, end at Fri 2018-04-27 09:10:30 MSK. --
- elsif ( /^-- Logs begin at \w{3} \d{4}-\d\d-\d\d \d\d:\d\d:\d\d [A-Z]{3}, end at \w{3} \d{4}-\d\d-\d\d \d\d:\d\d:\d\d [A-Z]{3}\. --$/ ) {
- next;
- }
- else {
- print "Unknown log format\n";
- exit 1;
+ # Skip newsyslog messages
+ # Aug 8 00:00:00 hostname newsyslog[63284]: logfile turned over
+ elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d\ \S+ newsyslog\[\d+\]: logfile turned over$/) {
+ next;
+ }
+
+ # Skip journalctl messages
+ # -- Logs begin at Mon 2018-01-15 11:16:24 MSK, end at Fri 2018-04-27 09:10:30 MSK. --
+ elsif (
+/^-- Logs begin at \w{3} \d{4}-\d\d-\d\d \d\d:\d\d:\d\d [A-Z]{3}, end at \w{3} \d{4}-\d\d-\d\d \d\d:\d\d:\d\d [A-Z]{3}\. --$/
+ )
+ {
+ next;
+ }
+ else {
+ print "Unknown log format\n";
+ exit 1;
+ }
}
- }
- return ( $format, $line );
+ return ( $format, $line );
}
sub normalized_time {
- return undef
- if !defined( $_ = shift );
+ return undef
+ if !defined( $_ = shift );
- /^\d\d(?::\d\d){0,2}$/
- ? sprintf '%04d-%02d-%02d %s', 1900 + (localtime)[5], 1 + (localtime)[4],
- (localtime)[3], $_
- : $_;
+ /^\d\d(?::\d\d){0,2}$/
+ ? sprintf '%04d-%02d-%02d %s', 1900 + (localtime)[5], 1 + (localtime)[4], (localtime)[3], $_
+ : $_;
}
sub numeric {
- $a =~ /\.(\d+)\./;
- my $a_num = $1;
- $b =~ /\.(\d+)\./;
- my $b_num = $1;
+ $a =~ /\.(\d+)\./;
+ my $a_num = $1;
+ $b =~ /\.(\d+)\./;
+ my $b_num = $1;
- $a_num <=> $b_num;
+ $a_num <=> $b_num;
}
sub spinner {
@@ -780,7 +780,7 @@ sub spinner {
return
if ( ( time - $spinner_update_time ) < 1 );
$spinner_update_time = time;
- printf {interactive(*STDERR)} "%s\r", $spinner[ $spinner_update_time % @spinner ];
+ printf { interactive(*STDERR) } "%s\r", $spinner[ $spinner_update_time % @spinner ];
select()->flush();
}
@@ -788,33 +788,30 @@ sub spinner {
# using current year as syslog does not record the year (nor the timezone)
# or the last year if the guessed time is in the future.
sub syslog2iso {
- my %month_map;
- @month_map{qw(Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec)} = 0 .. 11;
-
- my ( $month, @t ) =
- $_[0] =~ m/^(\w{3}) \s\s? (\d\d?) \s (\d\d):(\d\d):(\d\d)/x;
- my $epoch =
- timelocal( ( reverse @t ), $month_map{$month}, 1900 + (localtime)[5] );
- sprintf '%04d-%02d-%02d %02d:%02d:%02d',
- 1900 + (localtime)[5] - ( $epoch > time ),
- $month_map{$month} + 1, @t;
+ my %month_map;
+ @month_map{qw(Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec)} = 0 .. 11;
+
+ my ( $month, @t ) = $_[0] =~ m/^(\w{3}) \s\s? (\d\d?) \s (\d\d):(\d\d):(\d\d)/x;
+ my $epoch =
+ timelocal( ( reverse @t ), $month_map{$month}, 1900 + (localtime)[5] );
+ sprintf '%04d-%02d-%02d %02d:%02d:%02d', 1900 + (localtime)[5] - ( $epoch > time ), $month_map{$month} + 1, @t;
}
### Imported from IO::Interactive 1.022 Perl module
sub is_interactive {
- my ($out_handle) = (@_, select); # Default to default output handle
+ my ($out_handle) = ( @_, select ); # Default to default output handle
# Not interactive if output is not to terminal...
return 0 if not -t $out_handle;
# If *ARGV is opened, we're interactive if...
- if ( tied(*ARGV) or defined(fileno(ARGV)) ) { # this is what 'Scalar::Util::openhandle *ARGV' boils down to
+ if ( tied(*ARGV) or defined( fileno(ARGV) ) ) { # this is what 'Scalar::Util::openhandle *ARGV' boils down to
# ...it's currently opened to the magic '-' file
return -t *STDIN if defined $ARGV && $ARGV eq '-';
# ...it's at end-of-file and the next file is the magic '-' file
- return @ARGV>0 && $ARGV[0] eq '-' && -t *STDIN if eof *ARGV;
+ return @ARGV > 0 && $ARGV[0] eq '-' && -t *STDIN if eof *ARGV;
# ...it's directly attached to the terminal
return -t *ARGV;
@@ -828,17 +825,18 @@ sub is_interactive {
}
### Imported from IO::Interactive 1.022 Perl module
-local (*DEV_NULL, *DEV_NULL2);
+local ( *DEV_NULL, *DEV_NULL2 );
my $dev_null;
+
BEGIN {
pipe *DEV_NULL, *DEV_NULL2
- or die "Internal error: can't create null filehandle";
+ or die "Internal error: can't create null filehandle";
$dev_null = \*DEV_NULL;
}
### Imported from IO::Interactive 1.022 Perl module
sub interactive {
- my ($out_handle) = (@_, \*STDOUT); # Default to STDOUT
+ my ($out_handle) = ( @_, \*STDOUT ); # Default to STDOUT
return &is_interactive ? $out_handle : $dev_null;
}
generated by cgit v1.2.3 (git 2.39.1) at 2025-01-15 03:49:40 +0000