| #!/usr/bin/perl -w |
| |
| # |
| # |
| # SIGHAN |
| # Copyright (c) 2003,2005 |
| # All Rights Reserved. |
| # |
| # Permission is hereby granted, free of charge, to use and distribute |
| # this software and its documentation without restriction, including |
| # without limitation the rights to use, copy, modify, merge, publish, |
| # distribute, sublicense, and/or sell copies of this work, and to |
| # permit persons to whom this work is furnished to do so, subject to |
| # the following conditions: |
| # 1. The code must retain the above copyright notice, this list of |
| # conditions and the following disclaimer. |
| # 2. Any modifications must be clearly marked as such. |
| # 3. Original authors' names are not deleted. # |
| # 4. The authors' names are not used to endorse or promote products |
| # derived from this software without specific prior written |
| # permission. |
| # |
| # SIGHAN AND THE CONTRIBUTORS TO THIS WORK DISCLAIM ALL WARRANTIES |
| # WITH REGARD TO THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF |
| # MERCHANTABILITY AND FITNESS, IN NO EVENT SHALL SIGHAN NOR THE |
| # CONTRIBUTORS BE LIABLE FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL |
| # DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA |
| # OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER |
| # TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR |
| # PERFORMANCE OF THIS SOFTWARE. |
| # |
| # |
| # |
| # Author: Richard Sproat (rws@uiuc.edu) |
| # Tom Emerson (tree@basistech.com) |
| # |
| # |
| |
| # |
| # |
| # |
| # |
| # |
| # |
| |
| $diff = "/usr/bin/diff"; |
| |
| $USAGE = "Usage:\t$0 dictionary truth test\n\t"; |
|
|
| if (@ARGV != 3) {print "$USAGE\n"; exit;} |
| |
| $tmp1 = "/tmp/comp01$$"; |
| $tmp2 = "/tmp/comp02$$"; |
| |
| %dict = (); |
|
|
| open (S, $ARGV[0]) or die "$ARGV[0]: $!\n"; |
|
|
| while (<S>) { |
| chop; |
| s/^\s*//; |
| s/\s*$//; |
| $dict{$_} = 1; |
| } |
|
|
| close(S); |
|
|
| open (TRUTH, $ARGV[1]) or die "$ARGV[1]: $!\n"; |
| open (TEST, $ARGV[2]) or die "$ARGV[2]: $!\n"; |
| |
| $Tot = $Del = $Ins = $Subst = $Truecount = $Testcount = 0; |
| $RawRecall = $RawPrecision = 0; |
| |
| $linenum = 0; |
| |
| |
| $IVMISSED = $OOVMISSED = $OOV = $IV = 0; |
| |
| $file1 = $ARGV[1]; |
| $file2 = $ARGV[2]; |
| $file1 =~ s=^/.*/==; |
| $file2 =~ s=^/.*/==; |
|
|
| while (defined($truth = <TRUTH>) && defined($test = <TEST>)) { |
| $truth =~ s/^\s*//; |
| $test =~ s/^\s*//; |
| $truth =~ s/\s*$//; |
| $test =~ s/\s*$//; |
| $truth =~ s/(\xe3\x80\x80)|(\xa1\x40)/ /g; |
| $test =~ s/(\xe3\x80\x80)|(\xa1\x40)/ /g; |
| $truth =~ s/
//g; |
| $test =~ s/
//g; |
| @truthwords = split /\s+/, $truth; |
| @testwords = split /\s+/, $test; |
| $truecount = scalar(@truthwords); |
| $testcount = scalar(@testwords); |
| ++$linenum; |
| if ($truecount == 0) { |
| if ($testcount > 0) { |
| print STDERR "Warning: training is 0 but test is nonzero, possible misalignment at line $linenum.\n"; |
| } |
| next; |
| } |
| if ($testcount == 0) { |
| print STDERR "Warning: No output in test data where there is in training data, line $linenum\n"; |
| } |
| open (T1, ">$tmp1") or die "Can't open $tmp1"; |
| open (T2, ">$tmp2") or die "Can't open $tmp2"; |
| foreach my $w (@truthwords) { print T1 "$w\n"; } |
| foreach my $w (@testwords) {print T2 "$w\n";} |
| close (T1); |
| close (T2); |
| open (P, "$diff -y $tmp1 $tmp2 |") |
| or die "Can't open pipe.\n"; |
| print "--$file1-------$file2----$linenum\n"; |
| my $del = 0; |
| my $ins = 0; |
| my $subst = 0; |
| my $rawrecall = 0; |
| my $rawprecision = 0; |
| while (<P>) { |
| my $err = 0; |
| if (/\s\|\s/) {$subst++ ; $err++; } |
| elsif (/\s\>\s/) {$ins++ ; $err++; } |
| elsif (/\s\<\s/) {$del++ ; $err++; } |
| if (/^([^\s]+)\s/) { |
| my $w = $1; |
| if (!$dict{$w}) {++$OOV;} |
| else {++$IV;} |
| if (/^[^\s]+\s.*\s[\|\>\<]\s/) { |
| if (!$dict{$w}) {++$OOVMISSED;} |
| else {++$IVMISSED;} |
| ++$rawrecall; |
| } |
| } |
| if (/\s[\|\>\<]\s.*[^\s]$/) { ++$rawprecision; } |
| print "$_"; |
| } |
| close (P); |
| my $tot = $del + $ins + $subst; |
| $Tot += $tot; |
| $Del += $del; |
| $Ins += $ins; |
| $Subst += $subst; |
| $Truecount += $truecount; |
| $Testcount += $testcount; |
| $rawrecall = $truecount - $rawrecall; |
| $rawprecision = $testcount - $rawprecision; |
| $RawRecall += $rawrecall; |
| $RawPrecision += $rawprecision; |
| $rawrecall = sprintf("%2.3f", $rawrecall/$truecount); |
| $rawprecision = sprintf("%2.3f", $rawprecision/$testcount); |
| print "INSERTIONS:\t$ins\n"; |
| print "DELETIONS:\t$del\n"; |
| print "SUBSTITUTIONS:\t$subst\n"; |
| print "NCHANGE:\t$tot\n"; |
| print "NTRUTH:\t$truecount\n"; |
| print "NTEST:\t$testcount\n"; |
| print "TRUE WORDS RECALL:\t$rawrecall\n"; |
| print "TEST WORDS PRECISION:\t$rawprecision\n"; |
| } |
|
|
| close(TRUTH); |
| close(TEST); |
| unlink($tmp1); |
| unlink($tmp2); |
|
|
| print "=== SUMMARY:\n"; |
| print "=== TOTAL INSERTIONS:\t$Ins\n"; |
| print "=== TOTAL DELETIONS:\t$Del\n"; |
| print "=== TOTAL SUBSTITUTIONS:\t$Subst\n"; |
| print "=== TOTAL NCHANGE:\t$Tot\n"; |
| print "=== TOTAL TRUE WORD COUNT:\t$Truecount\n"; |
| print "=== TOTAL TEST WORD COUNT:\t$Testcount\n"; |
| $RawRecall = $RawRecall/$Truecount; |
| $RawPrecision = $RawPrecision/$Testcount; |
| $beta = 1; |
| $R = $RawRecall; |
| $P = $RawPrecision; |
| $F = (1 + $beta)*$P*$R/($beta * $P + $R); |
| $F = sprintf("%2.3f", $F); |
| $RawRecall = sprintf("%2.3f", $RawRecall); |
| $RawPrecision = sprintf("%2.3f", $RawPrecision); |
| print "=== TOTAL TRUE WORDS RECALL:\t$RawRecall\n"; |
| print "=== TOTAL TEST WORDS PRECISION:\t$RawPrecision\n"; |
| print "=== F MEASURE:\t$F\n"; |
| if ($OOV > 0) { |
| $OOVMISSED = sprintf("%2.3f", 1 - $OOVMISSED / $OOV); |
| } |
| else { |
| $OOVMISSED = "--"; |
| } |
| $OOV = sprintf("%2.3f", $OOV / $Truecount); |
| if ($IV > 0) { |
| $IVMISSED = sprintf("%2.3f", 1 - $IVMISSED / $IV); |
| } |
| else { |
| $IVMISSED = "--"; |
| } |
| print "=== OOV Rate:\t$OOV\n"; |
| print "=== OOV Recall Rate:\t$OOVMISSED\n"; |
| print "=== IV Recall Rate:\t$IVMISSED\n"; |
|
|
| print "###\t$file2\t$Ins\t$Del\t$Subst\t$Tot\t$Truecount\t$Testcount\t$RawRecall\t$RawPrecision\t$F\t$OOV\t$OOVMISSED\t$IVMISSED\n"; |
| exit(0); |
|
|