cdec cleanup, remove bayesian stuff, parsing stuff

17 files changed, 0 insertions, 1677 deletions

diff --git a/gi/pipeline/OLD.clsp.config b/gi/pipeline/OLD.clsp.config
deleted file mode 100644
index cd0f9d65..00000000
--- a/gi/pipeline/OLD.clsp.config
+++ /dev/null
@@ -1,9 +0,0 @@
-# THIS FILE GIVES THE LOCATIONS OF THE CORPORA USED
-# name path aligned-corpus LM xfeats.grammar dev dev-refs test1 testt-eval.sh ...
-btec /export/ws10smt/data/btec/ split.zh-en.al lm/en.3gram.lm.gz xgrammar/grammar.gz devtest/devset1_2.zh devtest/devset1_2.lc.en* devtest/devset3.zh eval-devset3.sh
-fbis /export/ws10smt/data/chinese-english.fbis corpus.zh-en.al
-zhen /export/ws10smt/data/chinese-english corpus.zh-en.al
-aren /export/ws10smt/data/arabic-english corpus.ar-en.al
-uren /export/ws10smt/data/urdu-english corpus.ur-en.al
-nlfr /export/ws10smt/data/dutch-french corpus.nl-fr.al
-
diff --git a/gi/pipeline/OLD.evaluation-pipeline.pl b/gi/pipeline/OLD.evaluation-pipeline.pl
deleted file mode 100755
index 49c303eb..00000000
--- a/gi/pipeline/OLD.evaluation-pipeline.pl
+++ /dev/null
@@ -1,277 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-use Getopt::Long;
-use Cwd;
-my $CWD = getcwd;
-
-my $SCRIPT_DIR; BEGIN { use Cwd qw/ abs_path /; use File::Basename; $SCRIPT_DIR = dirname(abs_path($0)); push @INC, $SCRIPT_DIR; }
-
-my @DEFAULT_FEATS = qw(
-  LogRuleCount SingletonRule LexE2F LexF2E WordPenalty
-  LogFCount LanguageModel Glue GlueTop PassThrough SingletonF
-);
-
-my %init_weights = qw(
-  LogRuleCount 0.2
-  LexE2F -0.3
-  LexF2E -0.3
-  LogFCount 0.1
-  WordPenalty -1.5
-  LanguageModel 1.2
-  Glue -1.0
-  GlueTop 0.00001
-  PassThrough -10.0
-  SingletonRule -0.1
-  X_EGivenF -0.3
-  X_FGivenE -0.3
-  X_LogECount -1
-  X_LogFCount -0.1
-  X_LogRuleCount 0.3
-  X_SingletonE -0.1
-  X_SingletonF -0.1
-  X_SingletonRule -0.5
-);
-
-my $CDEC = "$SCRIPT_DIR/../../decoder/cdec";
-my $PARALLELIZE = "$SCRIPT_DIR/../../vest/parallelize.pl";
-my $EXTOOLS = "$SCRIPT_DIR/../../extools";
-die "Can't find extools: $EXTOOLS" unless -e $EXTOOLS && -d $EXTOOLS;
-my $VEST = "$SCRIPT_DIR/../../vest";
-die "Can't find vest: $VEST" unless -e $VEST && -d $VEST;
-my $DISTVEST = "$VEST/dist-vest.pl";
-my $FILTSCORE = "$EXTOOLS/filter_score_grammar";
-my $ADDXFEATS = "$SCRIPT_DIR/scripts/xfeats.pl";
-assert_exec($CDEC, $PARALLELIZE, $FILTSCORE, $DISTVEST, $ADDXFEATS);
-
-my $config = "$SCRIPT_DIR/OLD.clsp.config";
-print STDERR "CORPORA CONFIGURATION: $config\n";
-open CONF, "<$config" or die "Can't read $config: $!";
-my %paths;
-my %corpora;
-my %lms;
-my %devs;
-my %devrefs;
-my %tests;
-my %testevals;
-my %xgrammars;
-print STDERR "       LANGUAGE PAIRS:";
-while(<CONF>) {
-  chomp;
-  next if /^#/;
-  next if /^\s*$/;
-  s/^\s+//;
-  s/\s+$//;
-  my ($name, $path, $corpus, $lm, $xgrammar, $dev, $devref, @xtests) = split /\s+/;
-  $paths{$name} = $path;
-  $corpora{$name} = $corpus;
-  $lms{$name} = $lm;
-  $xgrammars{$name} = $xgrammar;
-  $devs{$name} = $dev;
-  $devrefs{$name} = $devref;
-  $tests{$name} = $xtests[0];
-  $testevals{$name} = $xtests[1];
-  print STDERR " $name";
-}
-print STDERR "\n";
-
-my %langpairs = map { $_ => 1 } qw( btec zhen fbis aren uren nlfr );
-
-my $outdir = "$CWD/exp";
-my $help;
-my $XFEATS;
-my $EXTRA_FILTER = '';
-my $dataDir = '/export/ws10smt/data';
-if (GetOptions(
-        "data=s" => \$dataDir,
-        "xfeats" => \$XFEATS,
-) == 0 || @ARGV!=2 || $help) {
-        print_help();
-        exit;
-}
-my $lp = $ARGV[0];
-my $grammar = $ARGV[1];
-print STDERR "   CORPUS REPO: $dataDir\n";
-print STDERR " LANGUAGE PAIR: $lp\n";
-die "I don't know about that language pair\n" unless $paths{$lp};
-my $corpdir = "$dataDir";
-if ($paths{$lp} =~ /^\//) { $corpdir = $paths{$lp}; } else { $corpdir .= '/' . $paths{$lp}; }
-die "I can't find the corpora directory: $corpdir" unless -d $corpdir;
-print STDERR "       GRAMMAR: $grammar\n";
-my $LANG_MODEL = mydircat($corpdir, $lms{$lp});
-print STDERR "            LM: $LANG_MODEL\n";
-my $CORPUS = mydircat($corpdir, $corpora{$lp});
-die "Can't find corpus: $CORPUS" unless -f $CORPUS;
-
-my $dev = mydircat($corpdir, $devs{$lp});
-my $drefs = $devrefs{$lp};
-die "Can't find dev: $dev\n" unless -f $dev;
-die "Dev refs not set" unless $drefs;
-$drefs = mydircat($corpdir, $drefs);
-
-my $test = mydircat($corpdir, $tests{$lp});
-my $teval = mydircat($corpdir, $testevals{$lp});
-die "Can't find test: $test\n" unless -f $test;
-assert_exec($teval);
-
-if ($XFEATS) {
-  my $xgram = mydircat($corpdir, $xgrammars{$lp});
-  die "Can't find x-grammar: $xgram" unless -f $xgram;
-  $EXTRA_FILTER = "$ADDXFEATS $xgram |";
-  print STDERR "ADDING X-FEATS FROM $xgram\n";
-}
-
-# MAKE DEV
-print STDERR "\nFILTERING FOR dev...\n";
-print STDERR "DEV: $dev (REFS=$drefs)\n";
-`mkdir -p $outdir`;
-my $devgrammar = filter($grammar, $dev, 'dev', $outdir);
-my $devini = mydircat($outdir, "cdec-dev.ini");
-write_cdec_ini($devini, $devgrammar);
-
-
-# MAKE TEST
-print STDERR "\nFILTERING FOR test...\n";
-print STDERR "TEST: $test (EVAL=$teval)\n";
-`mkdir -p $outdir`;
-my $testgrammar = filter($grammar, $test, 'test', $outdir);
-my $testini = mydircat($outdir, "cdec-test.ini");
-write_cdec_ini($testini, $testgrammar);
-
-
-# CREATE INIT WEIGHTS
-print STDERR "\nCREATING INITIAL WEIGHTS FILE: weights.init\n";
-my $weights = mydircat($outdir, "weights.init");
-write_random_weights_file($weights);
-
-
-# VEST
-print STDERR "\nMINIMUM ERROR TRAINING\n";
-my $tuned_weights = mydircat($outdir, 'weights.tuned');
-if (-f $tuned_weights) {
-  print STDERR "TUNED WEIGHTS $tuned_weights EXISTS: REUSING\n";
-} else {
-  my $cmd = "$DISTVEST --ref-files=$drefs --source-file=$dev --weights $weights $devini";
-  print STDERR "MERT COMMAND: $cmd\n";
-  `rm -rf $outdir/vest 2> /dev/null`;
-  chdir $outdir or die "Can't chdir to $outdir: $!";
-  $weights = `$cmd`;
-  die "MERT reported non-zero exit code" unless $? == 0;
-  chomp $weights;
-  safesystem($tuned_weights, "cp $weights $tuned_weights");
-  print STDERR "TUNED WEIGHTS: $tuned_weights\n";
-  die "$tuned_weights is missing!" unless -f $tuned_weights;
-}
-
-# DECODE
-print STDERR "\nDECODE TEST SET\n";
-my $decolog = mydircat($outdir, "test-decode.log");
-my $testtrans = mydircat($outdir, "test.trans");
-my $cmd = "cat $test | $PARALLELIZE -j 20 -e $decolog -- $CDEC -c $testini -w $tuned_weights > $testtrans";
-safesystem($testtrans, $cmd) or die "Failed to decode test set!";
-
-
-# EVALUATE
-print STDERR "\nEVALUATE TEST SET\n";
-print STDERR "TEST: $testtrans\n";
-$cmd = "$teval $testtrans";
-safesystem(undef, $cmd) or die "Failed to evaluate!";
-exit 0;
-
-
-sub write_random_weights_file {
-  my ($file, @extras) = @_;
-  open F, ">$file" or die "Can't write $file: $!";
-  my @feats = (@DEFAULT_FEATS, @extras);
-  if ($XFEATS) {
-    my @xfeats = qw(
-      X_LogRuleCount X_LogECount X_LogFCount X_EGivenF X_FGivenE X_SingletonRule X_SingletonE X_SingletonF
-    );
-    @feats = (@feats, @xfeats);
-  }
-  for my $feat (@feats) {
-    my $r = rand(1.6);
-    my $w = $init_weights{$feat} * $r;
-    if ($w == 0) { $w = 0.0001; print STDERR "WARNING: $feat had no initial weight!\n"; }
-    print F "$feat $w\n";
-  }
-  close F;
-}
-
-sub filter {
-  my ($grammar, $set, $name, $outdir) = @_;
-  my $outgrammar = mydircat($outdir, "$name.scfg.gz");
-  if (-f $outgrammar) { print STDERR "$outgrammar exists - REUSING!\n"; } else {
-    my $cmd = "gunzip -c $grammar | $FILTSCORE -c $CORPUS -t $set | $EXTRA_FILTER gzip > $outgrammar";
-    safesystem($outgrammar, $cmd) or die "Can't filter and score grammar!";
-  }
-  return $outgrammar;
-}
-
-sub mydircat {
- my ($base, $suffix) = @_;
- if ($suffix =~ /^\//) { return $suffix; }
- my $res = $base . '/' . $suffix;
- $res =~ s/\/\//\//g;
- return $res;
-}
-
-sub write_cdec_ini {
-  my ($filename, $grammar_path) = (@_);
-  open CDECINI, ">$filename" or die "Can't write $filename: $!";
-  print CDECINI <<EOT;
-formalism=scfg
-cubepruning_pop_limit=100
-add_pass_through_rules=true
-scfg_extra_glue_grammar=/export/ws10smt/data/glue/glue.scfg.gz
-grammar=$grammar_path
-feature_function=WordPenalty
-feature_function=LanguageModel -o 3 $LANG_MODEL
-EOT
-  close CDECINI;
-};
-
-sub print_help {
-  print STDERR<<EOT;
-
-Usage: $0 [OPTIONS] language-pair unfiltered-grammar.gz
-
-Given an induced grammar for an entire corpus (i.e., generated by
-local-gi-pipeline.pl), filter and featurize it for a dev and test set,
-run MERT, report scores.
-
-EOT
-}
-
-sub safesystem {
-  my $output = shift @_;
-  print STDERR "Executing: @_\n";
-  system(@_);
-  if ($? == -1) {
-      print STDERR "ERROR: Failed to execute: @_\n  $!\n";
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-      exit(1);
-  }
-  elsif ($? & 127) {
-      printf STDERR "ERROR: Execution of: @_\n  died with signal %d, %s coredump\n",
-          ($? & 127),  ($? & 128) ? 'with' : 'without';
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-      exit(1);
-  }
-  else {
-    my $exitcode = $? >> 8;
-    if ($exitcode) {
-      print STDERR "Exit code: $exitcode\n";
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-    }
-    return ! $exitcode;
-  }
-}
-
-sub assert_exec {
-  my @files = @_;
-  for my $file (@files) {
-    die "Can't find $file - did you run make?\n" unless -e $file;
-    die "Can't execute $file" unless -e $file;
-  }
-};
-
diff --git a/gi/pipeline/backoff-pipe.pl b/gi/pipeline/backoff-pipe.pl
deleted file mode 100644
index ac103c8b..00000000
--- a/gi/pipeline/backoff-pipe.pl
+++ /dev/null
@@ -1,215 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-use Getopt::Long "GetOptions";
-
-my @grammars;
-my $OUTPUTPREFIX = './giwork/bo.hier.grammar';
-safemkdir($OUTPUTPREFIX);
-my $backoff_levels = 1;
-my $glue_levels = 1;
-
-usage() unless &GetOptions('grmr=s@' => \ @grammars,
-                           'outprefix=s' => \ $OUTPUTPREFIX,
-                           'bo-lvls=i' => \ $backoff_levels,
-                           'glue-lvls=i' => \ $glue_levels,
-);
-                           
-my $OUTDIR = $OUTPUTPREFIX . '/hier';
-print STDERR "@grammars\n";
-
-
-my %grmr = ();
-foreach my $grammar (@grammars) {
-    $grammar =~ m/\/[^\/]*\.t(\d+)\.[^\/]*/;
-    $grmr{$1} = $grammar;
-}
-
-my @index = sort keys %grmr;
-$OUTDIR = $OUTDIR . join('-',@index);
-safemkdir($OUTDIR);
-my $BACKOFF_GRMR = $OUTDIR . '/backoff.hier.gz';
-safesystem("echo \"\" | gzip > $BACKOFF_GRMR");
-my $GLUE_GRMR = $OUTDIR . '/glue.hier.gz';
-safesystem("echo \"\" | gzip > $GLUE_GRMR");
-my $joinedgrammars = $OUTDIR . '/grammar.hier.gz';
-
-join_grammars();
-
-for my $i (0..(scalar @index)-2) {
-    my $freqs = extract_freqs($index[$i], $index[$i+1]);
-    if ($i < $backoff_levels) {
-        create_backoff_rules($index[$i],$index[$i+1],$freqs);
-    }
-    if ($i < $glue_levels) {
-        add_glue_rules($index[$i]);
-    }
-}
-
-output_grammar_info();
-
-
-sub usage {
-  print <<EOT;
-
-Usage: $0 [OPTIONS] corpus.fr-en-al
-
-Induces a grammar using Pitman-Yor topic modeling or Posterior Regularisation.
-
-EOT
-  exit 1;
-};
-
-sub safemkdir {
-  my $dir = shift;
-  if (-d $dir) { return 1; }
-  return mkdir($dir);
-}
-
-
-sub safesystem {
-  print STDERR "Executing: @_\n";
-  system(@_);
-  if ($? == -1) {
-      print STDERR "ERROR: Failed to execute: @_\n  $!\n";
-      exit(1);
-  }
-  elsif ($? & 127) {
-      printf STDERR "ERROR: Execution of: @_\n  died with signal %d, %s coredump\n",
-          ($? & 127),  ($? & 128) ? 'with' : 'without';
-      exit(1);
-  }
-  else {
-    my $exitcode = $? >> 8;
-    print STDERR "Exit code: $exitcode\n" if $exitcode;
-    return ! $exitcode;
-  }
-}
-
-
-sub join_grammars {
-    print STDERR "\n!!! JOINING GRAMMARS\n";
-    if(-e $joinedgrammars) {
-        print STDERR "$joinedgrammars exists, reusing...\n";
-        return;
-    }
-    safesystem("echo \"\" | gzip > $joinedgrammars");
-    foreach my $i (@index) {
-        my $g = $grmr{$i};
-        safesystem("zcat $g | sed -r -e 's/X([0-9]+)/X$i\\1/g' - | gzip > $g.2.gz");
-        safesystem("zcat $joinedgrammars $g.2.gz | gzip > $joinedgrammars.2.gz");
-        safesystem("mv $joinedgrammars.2.gz $joinedgrammars");
-    }
-}
-
-
-sub extract_freqs {
-    my($grmr1,$grmr2) = @_;
-    print STDERR "\n!!!EXTRACTING FREQUENCIES: $grmr1->$grmr2\n";
-    my $IN_COARSE = substr($grmr{$grmr1},0,index($grmr{$grmr1},".grammar/")) . "/labeled_spans.txt";
-    my $IN_FINE = substr($grmr{$grmr2},0,index($grmr{$grmr2},".grammar/")) . "/labeled_spans.txt";
-    my $OUT_SPANS = "$OUTDIR/labeled_spans.hier$grmr1-$grmr2.txt";
-    my $FREQS = "$OUTDIR/label_freq.hier$grmr1-$grmr2.txt";
-    if(-e $OUT_SPANS && -e $FREQS) {
-        print STDERR "$OUT_SPANS exists, reusing...\n";
-        print STDERR "$FREQS exists, reusing...\n";
-        return $FREQS;
-    }
-    
-    safesystem("paste -d ' ' $IN_COARSE $IN_FINE > $OUT_SPANS");
-    
-    my %FREQ_HIER = ();
-    my %finehier = ();
-    
-    open SPANS, $OUT_SPANS or die $!;
-    while (<SPANS>) {
-        my ($tmp, $coarse, $fine) = split /\|\|\|/;
-        my @coarse_spans = $coarse =~ /\d+-\d+:X(\d+)/g;
-        my @fine_spans = $fine =~ /\d+-\d+:X(\d+)/g;
-        
-        foreach my $i (0..(scalar @coarse_spans)-1) {
-            my $coarse_cat = $coarse_spans[$i];
-            my $fine_cat = $fine_spans[$i];
-            
-            $FREQ_HIER{$coarse_cat}{$fine_cat}++;
-        }
-    }
-    close SPANS;
-    foreach (values %FREQ_HIER) {
-        my $coarse_freq = $_;
-        my $total = 0;
-        $total+=$_ for (values %{ $coarse_freq });
-        $coarse_freq->{$_}=log($coarse_freq->{$_}/$total) for (keys %{ $coarse_freq });
-    }
-    open FREQS, ">", $FREQS or die $!;
-    foreach my $coarse_cat (keys %FREQ_HIER) {
-        print FREQS "$coarse_cat |||";
-        foreach my $fine_cat (keys %{$FREQ_HIER{$coarse_cat}}) {
-            my $freq = $FREQ_HIER{$coarse_cat}{$fine_cat};
-            print FREQS " $fine_cat:$freq";
-            if(! exists $finehier{$fine_cat} || $finehier{$fine_cat} < $freq) {
-               $finehier{$fine_cat} = $coarse_cat;
-            }  
-        }
-        print FREQS "\n";
-    }
-#    foreach my $fine_cat (keys %finehier) {
-#        print FREQS "$fine_cat -> $finehier{$fine_cat}\n";
-#    }
-    close FREQS;
-    return $FREQS;
-}
-
-
-sub create_backoff_rules {
-    print STDERR "\n!!! CREATING BACKOFF RULES\n";
-    my ($grmr1, $grmr2, $freq) = @_;
-    my $OUTFILE = "$OUTDIR/backoff.hier$grmr1-$grmr2.txt";
-    if(-e $OUTFILE) {
-        print STDERR "$OUTFILE exists, reusing...\n";
-        return;
-    }
-    open FREQS, $freq or die $!;
-    open TMP, ">", $OUTFILE or die $!;
-    while (<FREQS>) {
-        my $line = $_;
-        $line = m/^(\d+) \|\|\| (.+)$/;
-        my $coarse = $1;
-        $line = $2;
-        my @finefreq = $line =~ m/(\d+):(\S+)/g;
-        for(my $i = 0; $i < scalar @finefreq; $i+=2) {
-            my $finecat = $finefreq[$i];
-            my $finefreq = $finefreq[$i+1];
-            print TMP "[X$grmr1$coarse] ||| [X$grmr2$finecat,1]\t[1] ||| BackoffRule=$finefreq A=0-0\n";
-        }
-    }
-    close TMP;
-    close FREQS;
-    safesystem("zcat $BACKOFF_GRMR | cat - $OUTFILE | gzip > $BACKOFF_GRMR.2.gz");
-    safesystem("mv $BACKOFF_GRMR.2.gz $BACKOFF_GRMR");
-}
-
-sub add_glue_rules {
-    print STDERR "\n!!! CREATING GLUE RULES\n";
-    my ($grmr) = @_;
-    my $OUTFILE = "$OUTDIR/glue.$grmr.gz";
-    if (-e $OUTFILE) {
-        print STDERR "$OUTFILE exists, reusing...\n";
-        return;
-    }
-    open TMP, ">", $OUTFILE or die $!;
-    for my $i (0..($grmr-1)) {
-        print TMP "[S] ||| [S,1] [X$grmr$i,2] ||| [1] [2] ||| Glue=1\n";
-        print TMP "[S] ||| [X$grmr$i,1] ||| [1] ||| GlueTop=1\n";
-    }
-    close TMP;
-    safesystem("zcat $GLUE_GRMR | cat - $OUTFILE | gzip > $GLUE_GRMR.2.gz");
-    safesystem("mv $GLUE_GRMR.2.gz $GLUE_GRMR");
-}
-
-sub output_grammar_info {
-    print STDERR "\n!!! GRAMMAR INFORMATION\n";
-    print STDOUT "GRAMMAR: \t$joinedgrammars\n";
-    print STDOUT "GLUE: \t$GLUE_GRMR\n";
-    print STDOUT "BACKOFF: \t$BACKOFF_GRMR\n";
-}
diff --git a/gi/pipeline/blacklight.config b/gi/pipeline/blacklight.config
deleted file mode 100644
index fc59a604..00000000
--- a/gi/pipeline/blacklight.config
+++ /dev/null
@@ -1,9 +0,0 @@
-# THIS FILE GIVES THE LOCATIONS OF THE CORPORA USED
-# name path aligned-corpus LM dev dev-refs test1 testt-eval.sh ...
-/usr/users/0/cdyer/ws10smt/data
-btec /home/cdyer/ws10smt-data/btec/ split.zh-en.al lm/en.3gram.lm.gz devtest/devset1_2.zh devtest/devset1_2.lc.en* devtest/devset3.zh eval-devset3.sh
-zhen /home/cdyer/ws10smt-data/chinese-english corpus.zh-en.al lm/c2e.3gram.lm.gz dev_and_test/mt02.src.txt dev_and_test/mt02.ref.* dev_and_test/mt03.src.txt eval-mt03.sh
-aren /home/cdyer/ws10smt-data/arabic-english corpus.ar-en-al lm/a2e.3gram.lm.gz dev_and_test/dev.src.txt dev_and_test/dev.ref.txt.* dev_and_test/mt05.src.txt eval-mt05.sh
-uren /usr/users/0/cdyer/ws10smt/data/urdu-english corpus.ur-en.al lm/u2e.en.lm.gz dev/dev.ur dev/dev.en* devtest/devtest.ur eval-devtest.sh
-nlfr /home/cdyer/ws10smt-data/dutch-french corpus.nl-fr.al
-
diff --git a/gi/pipeline/clsp.config b/gi/pipeline/clsp.config
deleted file mode 100644
index c23d409f..00000000
--- a/gi/pipeline/clsp.config
+++ /dev/null
@@ -1,10 +0,0 @@
-# THIS FILE GIVES THE LOCATIONS OF THE CORPORA USED
-# name path aligned-corpus LM dev dev-refs test1 testt-eval.sh ...
-/export/ws10smt/data
-btec /export/ws10smt/data/btec/ split.zh-en.al lm/en.3gram.lm.gz devtest/devset1_2.zh devtest/devset1_2.lc.en* devtest/devset3.zh eval-devset3.sh
-fbis /export/ws10smt/data/chinese-english.fbis corpus.zh-en.al
-zhen /export/ws10smt/data/chinese-english corpus.zh-en.al lm/c2e.3gram.lm.gz dev_and_test/mt02.src.txt dev_and_test/mt02.ref.* dev_and_test/mt03.src.txt eval-mt03.sh
-aren /export/ws10smt/data/arabic-english corpus.ar-en-al lm/a2e.3gram.lm.gz dev_and_test/dev.src.txt dev_and_test/dev.ref.txt.* dev_and_test/mt05.src.txt eval-mt05.sh
-uren /export/ws10smt/data/urdu-english corpus.ur-en.al lm/u2e.en.lm.gz dev/dev.ur dev/dev.en* devtest/devtest.ur eval-devtest.sh
-nlfr /export/ws10smt/data/dutch-french corpus.nl-fr.al
-
diff --git a/gi/pipeline/evaluation-pipeline.pl b/gi/pipeline/evaluation-pipeline.pl
deleted file mode 100755
index 4b4529d9..00000000
--- a/gi/pipeline/evaluation-pipeline.pl
+++ /dev/null
@@ -1,364 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-use Getopt::Long;
-use Cwd;
-my $CWD = getcwd;
-
-my $SCRIPT_DIR; BEGIN { use Cwd qw/ abs_path /; use File::Basename; $SCRIPT_DIR = dirname(abs_path($0)); push @INC, $SCRIPT_DIR, "$SCRIPT_DIR/../../environment"; }
-use LocalConfig;
-
-my $JOBS = 15;
-my $PMEM = "9G";
-my $NUM_TRANSLATIONS = 50;
-my $GOAL = "S";
-
-# featurize_grammar may add multiple features from a single feature extractor
-# the key in this map is the extractor name, the value is a list of the extracted features
-my $feat_map = {
-  "LogRuleCount" => [ "LogRuleCount", "SingletonRule" ] ,
-#  "XFeatures" => [ "XFE","XEF" ] ,
-  "XFeatures" => [ "XFE","XEF","LabelledEF","LabelledFE"], # ,"XE_Singleton","XF_Singleton"] ,
-  "LabelledRuleConditionals" => [ "LabelledFE","LabelledEF" ] ,
-  "LexProb" => [ "LexE2F", "LexF2E" ] ,
-  "BackoffRule" => [ "BackoffRule" ] ,
-  "RulePenalty" => [ "RulePenalty" ] ,
-  "LHSProb" => [ "LHSProb" ] ,
-  "LabellingShape" => [ "LabellingShape" ] ,
-  "GenerativeProb" => [ "GenerativeProb" ] ,
-};
-
-my %init_weights = qw(
-  EGivenF -0.735245
-  FGivenE -0.219391
-  Glue -0.306709
-  GlueTop 0.0473331
-  LanguageModel 2.40403
-  LexE2F -0.266989
-  LexF2E -0.550373
-  LogECount -0.129853
-  LogFCount -0.194037
-  LogRuleCount 0.256706
-  BackoffRule 0.5
-  XFE -0.256706
-  XEF -0.256706
-  XF_Singleton -0.05
-  XE_Singleton -0.8
-  LabelledFE -0.256706
-  LabelledEF -0.256706
-  PassThrough -0.9304905
-  SingletonE -3.04161
-  SingletonF 0.0714027
-  SingletonRule -0.889377
-  WordPenalty -1.99495
-  RulePenalty -0.1
-  LabellingShape -0.1
-  LHSProb -0.1
-  GenerativeProb -0.1
-);
-
-
-# these features are included by default
-my @DEFAULT_FEATS = qw( PassThrough Glue GlueTop LanguageModel WordPenalty );
-
-
-
-my $FILTERBYF = "$SCRIPT_DIR/scripts/filter-by-f.pl";
-my $CDEC = "$SCRIPT_DIR/../../decoder/cdec";
-my $PARALLELIZE = "$SCRIPT_DIR/../../vest/parallelize.pl";
-my $EXTOOLS = "$SCRIPT_DIR/../../extools";
-die "Can't find extools: $EXTOOLS" unless -e $EXTOOLS && -d $EXTOOLS;
-my $VEST = "$SCRIPT_DIR/../../vest";
-die "Can't find vest: $VEST" unless -e $VEST && -d $VEST;
-my $DISTVEST = "$VEST/dist-vest.pl";
-my $FILTER = "$EXTOOLS/filter_grammar";
-my $FEATURIZE = "$EXTOOLS/featurize_grammar";
-assert_exec($CDEC, $PARALLELIZE, $FILTER, $FEATURIZE, $DISTVEST, $FILTERBYF);
-
-my $numtopics = 25;
-
-my $config = "$SCRIPT_DIR/" . (lc environment_name()) . '.config';
-print STDERR "CORPORA CONFIGURATION: $config\n";
-open CONF, "<$config" or die "Can't read $config: $!";
-my %paths;
-my %corpora;
-my %lms;
-my %devs;
-my %devrefs;
-my %tests;
-my %testevals;
-my $datadir;
-print STDERR "       LANGUAGE PAIRS:";
-while(<CONF>) {
-  chomp;
-  next if /^#/;
-  next if /^\s*$/;
-  s/^\s+//;
-  s/\s+$//;
-  if (! defined $datadir) { $datadir = $_; next; }
-  my ($name, $path, $corpus, $lm, $dev, $devref, @xtests) = split /\s+/;
-  $paths{$name} = $path;
-  $corpora{$name} = $corpus;
-  $lms{$name} = $lm;
-  $devs{$name} = $dev;
-  $devrefs{$name} = $devref;
-  $tests{$name} = $xtests[0];
-  $testevals{$name} = $xtests[1];
-  print STDERR " $name";
-}
-print STDERR "\n";
-
-my %langpairs = map { $_ => 1 } qw( btec zhen fbis aren uren nlfr );
-
-my $outdir = "$CWD/exp";
-my $help;
-my $FEATURIZER_OPTS = '';
-my $dataDir = '/export/ws10smt/data';
-my @features;
-my $bkoffgram;
-my $gluegram;
-my $oovgram;
-my $usefork;
-my $lmorder = 3;
-my $density;
-if (GetOptions(
-        "backoff-grammar=s" => \$bkoffgram,
-        "density-prune=f" => \$density,
-        "glue-grammar=s" => \$gluegram,
-        "oov-grammar=s" => \$oovgram,
-        "data=s" => \$dataDir,
-        "pmem=s" => \$PMEM,
-        "n=i" => \$NUM_TRANSLATIONS,
-        "features=s@" => \@features,
-        "use-fork" => \$usefork,
-        "jobs=i" => \$JOBS,
-        "out-dir=s" => \$outdir,
-        "lmorder=i" => \$lmorder,
-        "goal=s" => \$GOAL,
-) == 0 || @ARGV!=2 || $help) {
-        print_help();
-        exit;
-}
-my $DENSITY_PRUNE = '';
-if ($density) {
-  $DENSITY_PRUNE = "--density-prune $density";
-}
-if ($usefork) { $usefork="--use-fork"; } else { $usefork = ''; }
-my @fkeys = keys %$feat_map;
-die "You must specify one or more features with -f. Known features: @fkeys\n" unless scalar @features > 0;
-my @xfeats;
-for my $feat (@features) {
-  my $rs = $feat_map->{$feat};
-  if (!defined $rs) { die "DON'T KNOW ABOUT FEATURE $feat\n"; }
-  my @xfs = @$rs;
-  @xfeats = (@xfeats, @xfs);
-  $FEATURIZER_OPTS .= " -f $feat" unless $feat eq "BackoffRule";
-}
-print STDERR "X-FEATS: @xfeats\n";
-
-my $lp = $ARGV[0];
-my $grammar = $ARGV[1];
-print STDERR "   CORPUS REPO: $dataDir\n";
-print STDERR " LANGUAGE PAIR: $lp\n";
-die "I don't know about that language pair\n" unless $paths{$lp};
-my $corpdir = "$dataDir";
-if ($paths{$lp} =~ /^\//) { $corpdir = $paths{$lp}; } else { $corpdir .= '/' . $paths{$lp}; }
-die "I can't find the corpora directory: $corpdir" unless -d $corpdir;
-print STDERR "       GRAMMAR: $grammar\n";
-my $LANG_MODEL = mydircat($corpdir, $lms{$lp});
-print STDERR "            LM: $LANG_MODEL\n";
-my $CORPUS = mydircat($corpdir, $corpora{$lp});
-die "Can't find corpus: $CORPUS" unless -f $CORPUS;
-
-my $dev = mydircat($corpdir, $devs{$lp});
-my $drefs = $devrefs{$lp};
-die "Can't find dev: $dev\n" unless -f $dev;
-die "Dev refs not set" unless $drefs;
-$drefs = mydircat($corpdir, $drefs);
-
-my $test = mydircat($corpdir, $tests{$lp});
-my $teval = mydircat($corpdir, $testevals{$lp});
-#die "Can't find test: $test\n" unless -f $test;
-#assert_exec($teval);
-
-`mkdir -p $outdir`;
-
-# CREATE INIT WEIGHTS
-print STDERR "\nCREATING INITIAL WEIGHTS FILE: weights.init\n";
-my $weights = mydircat($outdir, "weights.init");
-write_random_weights_file($weights, @xfeats);
-
-my $bkoff_grmr;
-my $glue_grmr;
-if($bkoffgram) {
-    print STDERR "Placing backoff grammar…\n";
-    $bkoff_grmr = mydircat($outdir, "backoff.scfg.gz");
-    print STDERR "cp $bkoffgram $bkoff_grmr\n";
-    safesystem(undef,"cp $bkoffgram $bkoff_grmr");
-}
-if($gluegram) {
-    print STDERR "Placing glue grammar…\n";
-    $glue_grmr = mydircat($outdir, "glue.bo.scfg.gz");
-    print STDERR "cp $gluegram $glue_grmr\n";
-    safesystem(undef,"cp $gluegram $glue_grmr");
-}
-
-# MAKE DEV
-print STDERR "\nFILTERING FOR dev...\n";
-print STDERR "DEV: $dev (REFS=$drefs)\n";
-my $devgrammar = filter($grammar, $dev, 'dev', $outdir);
-my $devini = mydircat($outdir, "cdec-dev.ini");
-write_cdec_ini($devini, $devgrammar);
-
-
-# MAKE TEST
-print STDERR "\nFILTERING FOR test...\n";
-print STDERR "TEST: $test (EVAL=$teval)\n";
-`mkdir -p $outdir`;
-my $testgrammar = filter($grammar, $test, 'test', $outdir);
-my $testini = mydircat($outdir, "cdec-test.ini");
-write_cdec_ini($testini, $testgrammar);
-
-
-# VEST
-print STDERR "\nMINIMUM ERROR TRAINING\n";
-my $tuned_weights = mydircat($outdir, 'weights.tuned');
-if (-f $tuned_weights) {
-  print STDERR "TUNED WEIGHTS $tuned_weights EXISTS: REUSING\n";
-} else {
-  my $cmd = "$DISTVEST $usefork $DENSITY_PRUNE --decode-nodes $JOBS --pmem=$PMEM --ref-files=$drefs --source-file=$dev --weights $weights $devini";
-  print STDERR "MERT COMMAND: $cmd\n";
-  `rm -rf $outdir/vest 2> /dev/null`;
-  chdir $outdir or die "Can't chdir to $outdir: $!";
-  $weights = `$cmd`;
-  die "MERT reported non-zero exit code" unless $? == 0;
-  chomp $weights;
-  safesystem($tuned_weights, "cp $weights $tuned_weights");
-  print STDERR "TUNED WEIGHTS: $tuned_weights\n";
-  die "$tuned_weights is missing!" unless -f $tuned_weights;
-}
-
-# DECODE
-print STDERR "\nDECODE TEST SET\n";
-my $decolog = mydircat($outdir, "test-decode.log");
-my $testtrans = mydircat($outdir, "test.trans");
-my $cmd = "cat $test | $PARALLELIZE $usefork -j $JOBS -e $decolog -- $CDEC -c $testini -w $tuned_weights > $testtrans";
-safesystem($testtrans, $cmd) or die "Failed to decode test set!";
-
-
-# EVALUATE
-print STDERR "\nEVALUATE TEST SET\n";
-print STDERR "TEST: $testtrans\n";
-$cmd = "$teval $testtrans";
-safesystem(undef, $cmd) or die "Failed to evaluate!";
-exit 0;
-
-
-sub write_random_weights_file {
-  my ($file, @extras) = @_;
-  if (-f $file) {
-    print STDERR "$file exists - REUSING!\n";
-    return;
-  }
-  open F, ">$file" or die "Can't write $file: $!";
-  my @feats = (@DEFAULT_FEATS, @extras);
-  for my $feat (@feats) {
-    my $r = rand(0.4) + 0.8;
-    my $w = $init_weights{$feat} * $r;
-    if ($w == 0) { $w = 0.0001; print STDERR "WARNING: $feat had no initial weight!\n"; }
-    print F "$feat $w\n";
-  }
-  close F;
-}
-
-sub filter {
-  my ($grammar, $set, $name, $outdir) = @_;
-  my $out1 = mydircat($outdir, "$name.filt.gz");
-  my $out2 = mydircat($outdir, "$name.f_feat.gz");
-  my $outgrammar = mydircat($outdir, "$name.scfg.gz");
-  if (-f $outgrammar) { print STDERR "$outgrammar exists - REUSING!\n"; } else {
-    my $cmd = "gunzip -c $grammar | $FILTER -t $set | gzip > $out1";
-    safesystem($out1, $cmd) or die "Filtering failed.";
-    $cmd = "gunzip -c $out1 | $FEATURIZE $FEATURIZER_OPTS -g $out1 -c $CORPUS | gzip > $out2";
-    safesystem($out2, $cmd) or die "Featurizing failed";
-    $cmd = "$FILTERBYF $NUM_TRANSLATIONS $out2 $outgrammar";
-    safesystem($outgrammar, $cmd) or die "Secondary filtering failed";
-  }
-  return $outgrammar;
-}  
-
-sub mydircat {
- my ($base, $suffix) = @_;
- if ($suffix =~ /^\//) { return $suffix; }
- my $res = $base . '/' . $suffix;
- $res =~ s/\/\//\//g;
- return $res;
-}
-
-sub write_cdec_ini {
-  my ($filename, $grammar_path) = (@_);
-  open CDECINI, ">$filename" or die "Can't write $filename: $!";
-  my $glue = ($gluegram ? "$glue_grmr" : "$datadir/glue/glue.scfg.gz");
-  my $oov = ($oovgram ? "$oovgram" : "$datadir/oov.scfg.gz");
-  print CDECINI <<EOT;
-formalism=scfg
-cubepruning_pop_limit=100
-add_pass_through_rules=true
-scfg_extra_glue_grammar=$glue
-grammar=$oov
-grammar=$grammar_path
-scfg_default_nt=OOV
-scfg_no_hiero_glue_grammar=true
-feature_function=WordPenalty
-feature_function=LanguageModel -o $lmorder $LANG_MODEL
-goal=$GOAL
-EOT
-  print CDECINI "grammar=$bkoff_grmr\n" if $bkoffgram;
-  close CDECINI;
-};
-
-sub print_help {
-  print STDERR<<EOT;
-
-Usage: $0 [-c data-config-file] [-n N] language-pair grammar.bidir.gz [OPTIONS]
-
-Given an induced grammar for an entire corpus (i.e., generated by
-local-gi-pipeline.pl), filter and featurize it for a dev and test set,
-run MERT, report scores. Use -n to specify the number of translations
-to keep for a given source (30 is default).
-
-EOT
-}
-
-sub safesystem {
-  my $output = shift @_;
-  print STDERR "Executing: @_\n";
-  system(@_);
-  if ($? == -1) {
-      print STDERR "ERROR: Failed to execute: @_\n  $!\n";
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-      exit(1);
-  }
-  elsif ($? & 127) {
-      printf STDERR "ERROR: Execution of: @_\n  died with signal %d, %s coredump\n",
-          ($? & 127),  ($? & 128) ? 'with' : 'without';
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-      exit(1);
-  }
-  else {
-    my $exitcode = $? >> 8;
-    if ($exitcode) {
-      print STDERR "Exit code: $exitcode\n";
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-    }
-    return ! $exitcode;
-  }
-}
-
-sub assert_exec {
-  my @files = @_;
-  for my $file (@files) {
-    die "Can't find $file - did you run make?\n" unless -e $file;
-    die "Can't execute $file" unless -e $file;
-  }
-};
-
diff --git a/gi/pipeline/local-gi-pipeline.pl b/gi/pipeline/local-gi-pipeline.pl
deleted file mode 100755
index e31167a2..00000000
--- a/gi/pipeline/local-gi-pipeline.pl
+++ /dev/null
@@ -1,465 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-use File::Copy;
-
-my $SCRIPT_DIR; BEGIN { use Cwd qw/ abs_path cwd /; use File::Basename; $SCRIPT_DIR = dirname(abs_path($0)); push @INC, $SCRIPT_DIR; }
-
-use Getopt::Long "GetOptions";
-
-my $GZIP = 'gzip';
-my $ZCAT = 'gunzip -c';
-my $SED = 'sed -e';
-my $BASE_PHRASE_MAX_SIZE = 10;
-my $COMPLETE_CACHE = 1;
-my $ITEMS_IN_MEMORY = 10000000;  # cache size in extractors
-my $NUM_TOPICS = 50;
-my $NUM_TOPICS_COARSE;
-my $NUM_TOPICS_FINE = $NUM_TOPICS;
-my $NUM_SAMPLES = 1000;
-my $CONTEXT_SIZE = 1;
-my $BIDIR = 0;
-my $TOPICS_CONFIG = "pyp-topics.conf";
-my $LANGUAGE = "target";
-my $LABEL_THRESHOLD = "0";
-my $PRESERVE_PHRASES;
-
-my $MODEL = "pyp";
-my $NUM_ITERS = 100;
-my $PR_SCALE_P = 0;
-my $PR_SCALE_C = 0;
-my $PR_FLAGS = "";
-my $MORFMARK = "";
-
-my $EXTOOLS = "$SCRIPT_DIR/../../extools";
-die "Can't find extools: $EXTOOLS" unless -e $EXTOOLS && -d $EXTOOLS;
-my $PYPTOOLS = "$SCRIPT_DIR/../pyp-topics/src";
-die "Can't find pyp-topics: $PYPTOOLS" unless -e $PYPTOOLS && -d $PYPTOOLS;
-my $PYPSCRIPTS = "$SCRIPT_DIR/../pyp-topics/scripts";
-die "Can't find pyp-topics: $PYPSCRIPTS" unless -e $PYPSCRIPTS && -d $PYPSCRIPTS;
-my $PRTOOLS = "$SCRIPT_DIR/../posterior-regularisation";
-die "Can't find posterior-regularisation: $PRTOOLS" unless -e $PRTOOLS && -d $PRTOOLS;
-my $REDUCER = "$EXTOOLS/mr_stripe_rule_reduce";
-my $C2D = "$PYPSCRIPTS/contexts2documents.py";
-my $S2L = "$PYPSCRIPTS/spans2labels.py";
-my $SPLIT = "$SCRIPT_DIR/../posterior-regularisation/split-languages.py";
-
-my $PREM_TRAIN="$PRTOOLS/prjava/train-PR-cluster.sh";
-
-my $SORT_KEYS = "$SCRIPT_DIR/scripts/sort-by-key.sh";
-my $PATCH_CORPUS = "$SCRIPT_DIR/scripts/patch-corpus.pl";
-my $REMOVE_TAGS_CORPUS = "$SCRIPT_DIR/scripts/remove-tags-from-corpus.pl";
-my $REMOVE_TAGS_CONTEXT = "$SCRIPT_DIR/scripts/remove-tags-from-contexts.pl";
-my $EXTRACTOR = "$EXTOOLS/extractor";
-my $TOPIC_TRAIN = "$PYPTOOLS/pyp-contexts-train";
-my $MORF_DOC_FILTER = "$SCRIPT_DIR/../morf-segmentation/filter_docs.pl";
-
-assert_exec($PATCH_CORPUS, $SORT_KEYS, $REDUCER, $EXTRACTOR,
-            $S2L, $C2D, $TOPIC_TRAIN, $SPLIT, $REMOVE_TAGS_CONTEXT, $REMOVE_TAGS_CORPUS, $MORF_DOC_FILTER);
-
-my $BACKOFF_GRAMMAR;
-my $DEFAULT_CAT;
-my $HIER_CAT;
-my %FREQ_HIER = ();
-my $TAGGED_CORPUS;
-
-my $NAME_SHORTCUT;
-
-my $OUTPUT = './giwork';
-usage() unless &GetOptions('base_phrase_max_size=i' => \$BASE_PHRASE_MAX_SIZE,
-                           'backoff_grammar' => \$BACKOFF_GRAMMAR,
-                           'output=s' => \$OUTPUT,
-                           'model=s' => \$MODEL,
-                           'topics=i' => \$NUM_TOPICS_FINE,
-                           'coarse_topics=i' => \$NUM_TOPICS_COARSE,
-                           'trg_context=i' => \$CONTEXT_SIZE,
-                           'samples=i' => \$NUM_SAMPLES,
-                           'label_threshold=f' => \$LABEL_THRESHOLD,
-                           'use_default_cat' => \$DEFAULT_CAT,
-                           'topics-config=s' => \$TOPICS_CONFIG,
-                           'iterations=i' => \$NUM_ITERS,
-                           'pr-scale-phrase=f' => \$PR_SCALE_P,
-                           'pr-scale-context=f' => \$PR_SCALE_C,
-                           'pr-flags=s' => \$PR_FLAGS,
-                           'tagged_corpus=s' => \$TAGGED_CORPUS,
-                           'language=s' => \$LANGUAGE,
-                           'get_name_only' => \$NAME_SHORTCUT,
-                           'preserve_phrases' => \$PRESERVE_PHRASES,
-                           'morf=s' => \$MORFMARK,
-                          );
-if ($NAME_SHORTCUT) {
-  $NUM_TOPICS = $NUM_TOPICS_FINE;
-  print STDERR labeled_dir();
-  exit 0;
-}
-usage() unless scalar @ARGV == 1;
-my $CORPUS = $ARGV[0];
-open F, "<$CORPUS" or die "Can't read $CORPUS: $!"; close F;
-
-$NUM_TOPICS = $NUM_TOPICS_FINE;
-
-$HIER_CAT = ( $NUM_TOPICS_COARSE ? 1 : 0 );
-
-print STDERR "   Output: $OUTPUT\n";
-my $DATA_DIR = $OUTPUT . '/corpora';
-my $LEX_NAME = "corpus.f_e_a.$LANGUAGE.lex";
-my $CORPUS_LEX = $DATA_DIR . '/' . $LEX_NAME;  # corpus used to extract rules
-my $CORPUS_CLUSTER = $DATA_DIR . "/corpus.f_e_a.$LANGUAGE.cluster"; # corpus used for clustering (often identical)
-
-my $CONTEXT_DIR = $OUTPUT . '/' . context_dir();
-my $CLUSTER_DIR = $OUTPUT . '/' . cluster_dir();
-my $LABELED_DIR = $OUTPUT . '/' . labeled_dir();
-my $CLUSTER_DIR_C;
-my $CLUSTER_DIR_F;
-my $LABELED_DIR_C;
-my $LABELED_DIR_F;
-if($HIER_CAT) {
-    $CLUSTER_DIR_F = $CLUSTER_DIR;
-    $LABELED_DIR_F = $LABELED_DIR;
-    $NUM_TOPICS = $NUM_TOPICS_COARSE;
-    $CLUSTER_DIR_C = $OUTPUT . '/' . cluster_dir();
-    $LABELED_DIR_C = $OUTPUT . '/' . labeled_dir();
-    $NUM_TOPICS = $NUM_TOPICS_FINE;
-}
-my $GRAMMAR_DIR = $OUTPUT . '/' . grammar_dir();
-print STDERR "  Context: $CONTEXT_DIR\n  Cluster: $CLUSTER_DIR\n  Labeled: $LABELED_DIR\n  Grammar: $GRAMMAR_DIR\n";
-safemkdir($OUTPUT) or die "Couldn't create output directory $OUTPUT: $!";
-safemkdir($DATA_DIR) or die "Couldn't create output directory $DATA_DIR: $!";
-safemkdir($CONTEXT_DIR) or die "Couldn't create output directory $CONTEXT_DIR: $!";
-safemkdir($CLUSTER_DIR) or die "Couldn't create output directory $CLUSTER_DIR: $!";
-if($HIER_CAT) {
-    safemkdir($CLUSTER_DIR_C) or die "Couldn't create output directory $CLUSTER_DIR_C: $!";
-    safemkdir($LABELED_DIR_C) or die "Couldn't create output directory $LABELED_DIR_C: $!";
-}
-safemkdir($LABELED_DIR) or die "Couldn't create output directory $LABELED_DIR: $!";
-safemkdir($GRAMMAR_DIR) or die "Couldn't create output directory $GRAMMAR_DIR: $!";
-if(-e $TOPICS_CONFIG) {
-    copy($TOPICS_CONFIG, $CLUSTER_DIR) or die "Copy failed: $!";
-}
-
-setup_data();
-
-if (lc($MODEL) eq "blagree") {
-    extract_bilingual_context();
-} else {
-    extract_context();
-}
-
-if (lc($MODEL) eq "pyp") {
-    if($HIER_CAT) {
-        $NUM_TOPICS = $NUM_TOPICS_COARSE;
-        $CLUSTER_DIR = $CLUSTER_DIR_C;
-        topic_train();
-        $NUM_TOPICS = $NUM_TOPICS_FINE;
-        $CLUSTER_DIR = $CLUSTER_DIR_F;
-        topic_train();
-    } else {
-        topic_train();
-    }
-} elsif (lc($MODEL) =~ /pr|em|agree/) {
-    prem_train();
-} else { die "Unsupported model type: $MODEL. Must be one of PYP or PREM.\n"; }
-if($HIER_CAT) {
-    $NUM_TOPICS = $NUM_TOPICS_COARSE;
-    $CLUSTER_DIR = $CLUSTER_DIR_C;
-    $LABELED_DIR = $LABELED_DIR_C;
-    label_spans_with_topics();
-    $NUM_TOPICS = $NUM_TOPICS_FINE;
-    $CLUSTER_DIR = $CLUSTER_DIR_F;
-    $LABELED_DIR = $LABELED_DIR_F;
-    label_spans_with_topics();
-    extract_freqs();
-} else {
-    label_spans_with_topics();
-}
-my $res;
-if ($BIDIR) {
-  $res = grammar_extract_bidir();
-} else {
-  $res = grammar_extract();
-}
-print STDERR "\n!!!COMPLETE!!!\n";
-print STDERR "GRAMMAR: $res\nYou should probably run: $SCRIPT_DIR/evaluation-pipeline.pl LANGPAIR giwork/ct1s0.L10.PYP.t4.s20.grammar/grammar.gz -f FEAT1 -f FEAT2\n\n";
-exit 0;
-
-sub setup_data {
-  print STDERR "\n!!!PREPARE CORPORA!!!\n";
-  if (-f $CORPUS_LEX && $CORPUS_CLUSTER) {
-    print STDERR "$CORPUS_LEX and $CORPUS_CLUSTER exist, reusing...\n";
-    return;
-  }
-  copy($CORPUS, $CORPUS_LEX);
-  if ($TAGGED_CORPUS) {
-    die "Can't find $TAGGED_CORPUS" unless -f $TAGGED_CORPUS;
-    my $opt="";
-    $opt = "-s" if ($LANGUAGE eq "source");
-    $opt = $opt . " -a" if ($PRESERVE_PHRASES);
-    my $cmd="$PATCH_CORPUS $opt $TAGGED_CORPUS $CORPUS_LEX > $CORPUS_CLUSTER";
-    safesystem($cmd) or die "Failed to extract contexts.";
-  } else {
-    symlink($LEX_NAME, $CORPUS_CLUSTER);
-  }
-}
-
-sub context_dir {
-  return "ct${CONTEXT_SIZE}s0.L$BASE_PHRASE_MAX_SIZE.l$LANGUAGE";
-}
-
-sub cluster_dir {
-    if (lc($MODEL) eq "pyp") {
-        return context_dir() . ".PYP.t$NUM_TOPICS.s$NUM_SAMPLES";
-    } elsif (lc($MODEL) eq "em") {
-        return context_dir() . ".EM.t$NUM_TOPICS.i$NUM_ITERS";
-    } elsif (lc($MODEL) eq "pr") {
-        return context_dir() . ".PR.t$NUM_TOPICS.i$NUM_ITERS.sp$PR_SCALE_P.sc$PR_SCALE_C";
-    } elsif (lc($MODEL) eq "agree") {
-        return context_dir() . ".AGREE.t$NUM_TOPICS.i$NUM_ITERS";
-    } elsif (lc($MODEL) eq "blagree") {
-        return context_dir() . ".BLAGREE.t$NUM_TOPICS.i$NUM_ITERS";
-    }
-}
-
-sub labeled_dir {
-  if (lc($MODEL) eq "pyp" && $LABEL_THRESHOLD ne "0") {
-    return cluster_dir() . "_lt$LABEL_THRESHOLD";
-  } else {
-    return cluster_dir();
-  }
-}
-
-sub grammar_dir {
-  # TODO add grammar config options -- adjacent NTs, etc
-  if($HIER_CAT) {
-    return cluster_dir() . ".hier$NUM_TOPICS_COARSE-$NUM_TOPICS_FINE.grammar";
-  } else {
-    return labeled_dir() . ".grammar";
-  }
-}
-
-
-
-sub safemkdir {
-  my $dir = shift;
-  if (-d $dir) { return 1; }
-  return mkdir($dir);
-}
-
-sub usage {
-  print <<EOT;
-
-Usage: $0 [OPTIONS] corpus.fr-en-al
-
-Induces a grammar using Pitman-Yor topic modeling or Posterior Regularisation.
-
-EOT
-  exit 1;
-};
-
-sub assert_exec {
-  my @files = @_;
-  for my $file (@files) {
-    die "Can't find $file - did you run make?\n" unless -e $file;
-    die "Can't execute $file" unless -e $file;
-  }
-};
-
-sub extract_context {
- print STDERR "\n!!!CONTEXT EXTRACTION\n"; 
- my $OUT_CONTEXTS = "$CONTEXT_DIR/context.txt.gz";
- if (-e $OUT_CONTEXTS) {
-   print STDERR "$OUT_CONTEXTS exists, reusing...\n";
- } else {
-   my $ccopt = "-c $ITEMS_IN_MEMORY";
-   my $postsort = "| $REDUCER ";
-   if ($COMPLETE_CACHE) {
-     print STDERR "COMPLETE_CACHE is set: removing memory limits on cache.\n";
-     $ccopt = "-c 0";
-     $postsort = "" unless ($PRESERVE_PHRASES);
-   }
-
-   my $presort = ($PRESERVE_PHRASES ? "| $REMOVE_TAGS_CONTEXT --phrase=tok --context=tag " : "");
-
-   if ($MORFMARK ne "") { 
-     $presort = $presort . "| $MORF_DOC_FILTER \"$MORFMARK\" "; 
-   }
-
-   my $cmd = "$EXTRACTOR -i $CORPUS_CLUSTER $ccopt -L $BASE_PHRASE_MAX_SIZE -C -S $CONTEXT_SIZE --phrase_language $LANGUAGE --context_language $LANGUAGE $presort | $SORT_KEYS $postsort | $GZIP > $OUT_CONTEXTS";
-   safesystem($cmd) or die "Failed to extract contexts.";
-  }
-}
-
-sub extract_bilingual_context {
- print STDERR "\n!!!CONTEXT EXTRACTION\n"; 
- my $OUT_SRC_CONTEXTS = "$CONTEXT_DIR/context.source";
- my $OUT_TGT_CONTEXTS = "$CONTEXT_DIR/context.target";
-
- if (-e $OUT_SRC_CONTEXTS . ".gz" and -e $OUT_TGT_CONTEXTS . ".gz") {
-   print STDERR "$OUT_SRC_CONTEXTS.gz and $OUT_TGT_CONTEXTS.gz exist, reusing...\n";
- } else {
-   my $OUT_BI_CONTEXTS = "$CONTEXT_DIR/context.bilingual.txt.gz";
-   my $cmd = "$EXTRACTOR -i $CORPUS_CLUSTER -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE -C -S $CONTEXT_SIZE --phrase_language both --context_language both | $SORT_KEYS | $REDUCER | $GZIP > $OUT_BI_CONTEXTS";
-   if ($COMPLETE_CACHE) {
-     print STDERR "COMPLETE_CACHE is set: removing memory limits on cache.\n";
-     $cmd = "$EXTRACTOR -i $CORPUS_CLUSTER -c 0 -L $BASE_PHRASE_MAX_SIZE -C -S $CONTEXT_SIZE  --phrase_language both --context_language both  | $SORT_KEYS | $GZIP > $OUT_BI_CONTEXTS";
-   }
-   safesystem($cmd) or die "Failed to extract contexts.";
-
-   safesystem("$ZCAT $OUT_BI_CONTEXTS | $SPLIT $OUT_SRC_CONTEXTS $OUT_TGT_CONTEXTS") or die "Failed to split contexts.\n";
-   safesystem("$GZIP -f $OUT_SRC_CONTEXTS") or die "Failed to zip output contexts.\n";
-   safesystem("$GZIP -f $OUT_TGT_CONTEXTS") or die "Failed to zip output contexts.\n";
- }
-}
-
-
-sub topic_train {
-  print STDERR "\n!!!TRAIN PYP TOPICS\n";
-  my $IN_CONTEXTS = "$CONTEXT_DIR/context.txt.gz";
-  my $OUT_CLUSTERS = "$CLUSTER_DIR/docs.txt.gz";
-  if (-e $OUT_CLUSTERS) {
-    print STDERR "$OUT_CLUSTERS exists, reusing...\n";
-  } else {
-    safesystem("$TOPIC_TRAIN --data $IN_CONTEXTS --backoff-type simple -t $NUM_TOPICS -s $NUM_SAMPLES -o $OUT_CLUSTERS -c $TOPICS_CONFIG -w /dev/null") or die "Topic training failed.\n";
-  }
-}
-
-sub prem_train {
-  print STDERR "\n!!!TRAIN PR/EM model\n";
-  my $OUT_CLUSTERS = "$CLUSTER_DIR/docs.txt.gz";
-  if (-e $OUT_CLUSTERS) {
-    print STDERR "$OUT_CLUSTERS exists, reusing...\n";
-  } else {
-    my $in = "--in $CONTEXT_DIR/context.txt.gz";
-    my $opts = "";
-    if (lc($MODEL) eq "pr") {
-        $opts = "--scale-phrase $PR_SCALE_P --scale-context $PR_SCALE_C";
-    } elsif (lc($MODEL) eq "agree") {
-        $opts = "--agree-direction";
-    } elsif (lc($MODEL) eq "blagree") {
-        $in = "--in $CONTEXT_DIR/context.source.gz --in1 $CONTEXT_DIR/context.target.gz";
-        $opts = "--agree-language";
-    }
-    safesystem("$PREM_TRAIN $in --topics $NUM_TOPICS --out $OUT_CLUSTERS --iterations $NUM_ITERS $opts $PR_FLAGS") or die "Topic training failed.\n";
-  }
-}
-
-sub label_spans_with_topics {
-  my ($file) = (@_);
-  print STDERR "\n!!!LABEL SPANS\n";
-  my $IN_CLUSTERS = "$CLUSTER_DIR/docs.txt.gz";
-  my $OUT_SPANS = "$LABELED_DIR/labeled_spans.txt";
-  if (-e $OUT_SPANS) {
-    print STDERR "$OUT_SPANS exists, reusing...\n";
-  } else {
-    my $extra = "tt";
-    if ($LANGUAGE eq "source") {
-        $extra = "ss";
-    } elsif ($LANGUAGE eq "both") {
-        $extra = "bb";
-    } else { die "Invalid language specifier $LANGUAGE\n" unless $LANGUAGE eq "target" };
-    $extra = $extra . " tok,tag" if ($PRESERVE_PHRASES);
-    safesystem("$ZCAT $IN_CLUSTERS > $CLUSTER_DIR/clusters.txt") or die "Failed to unzip";
-    safesystem("$EXTRACTOR --base_phrase_spans -i $CORPUS_CLUSTER -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE -S $CONTEXT_SIZE | $S2L $CLUSTER_DIR/clusters.txt $CONTEXT_SIZE $LABEL_THRESHOLD $extra > $OUT_SPANS") or die "Failed to label spans";
-    unlink("$CLUSTER_DIR/clusters.txt") or warn "Failed to remove $CLUSTER_DIR/clusters.txt";
-    safesystem("paste -d ' ' $CORPUS_LEX $OUT_SPANS | sed 's/ *||| *\$//'  > $LABELED_DIR/corpus.src_trg_al_label") or die "Couldn't paste";
-  }
-}
-
-sub extract_freqs {
-    print STDERR "\n!!!EXTRACTING FREQUENCIES\n";
-    my $IN_COARSE = "$LABELED_DIR_C/labeled_spans.txt";
-    my $IN_FINE = "$LABELED_DIR_F/labeled_spans.txt";
-    my $OUT_SPANS = "$LABELED_DIR_F/labeled_spans.hier$NUM_TOPICS_COARSE-$NUM_TOPICS_FINE.txt";
-    my $FREQS = "$LABELED_DIR_F/label_freq.hier$NUM_TOPICS_COARSE-$NUM_TOPICS_FINE.txt";
-    my $COARSE_EXPR = "\'s/\\(X[0-9][0-9]*\\)/\\1c/g\'"; #'
-    my $FINE_EXPR = "\'s/\\(X[0-9][0-9]*\\)/\\1f/g\'"; #'
-    my %finehier = ();
-    if (-e $OUT_SPANS) {
-        print STDERR "$OUT_SPANS exists, reusing...\n";
-    } else {
-        safesystem("paste -d ' ' $IN_COARSE $IN_FINE > $OUT_SPANS");
-    }
-    open SPANS, $OUT_SPANS or die $!;
-    while (<SPANS>) {
-        my ($tmp, $coarse, $fine) = split /\|\|\|/;
-        my @coarse_spans = $coarse =~ /\d+-\d+:X(\d+)/g;
-        my @fine_spans = $fine =~ /\d+-\d+:X(\d+)/g;
-        
-        foreach my $i (0..(scalar @coarse_spans)-1) {
-            my $coarse_cat = $coarse_spans[$i];
-            my $fine_cat = $fine_spans[$i];
-            
-            $FREQ_HIER{$coarse_cat}{$fine_cat}++;
-        }
-    }
-    close SPANS;
-    foreach (values %FREQ_HIER) {
-        my $coarse_freq = $_;
-        my $total = 0;
-        $total+=$_ for (values %{ $coarse_freq });
-        $coarse_freq->{$_}=log($coarse_freq->{$_}/$total) for (keys %{ $coarse_freq });
-    }
-    open FREQS, ">", $FREQS or die $!;
-    foreach my $coarse_cat (keys %FREQ_HIER) {
-        print FREQS "$coarse_cat |||";
-        foreach my $fine_cat (keys %{$FREQ_HIER{$coarse_cat}}) {
-            my $res = $FREQ_HIER{$coarse_cat}{$fine_cat};
-            print FREQS " $fine_cat:$res";
-            if(! exists $finehier{$fine_cat} || $finehier{$fine_cat} < $res) {
-               $finehier{$fine_cat} = $coarse_cat;
-            }  
-        }
-        print FREQS "\n";
-    }
-#    foreach my $fine_cat (keys %finehier) {
-#        print FREQS "$fine_cat -> $finehier{$fine_cat}\n";
-#    }
-    close FREQS;
-    $CLUSTER_DIR = $CLUSTER_DIR_F;
-}
-
-sub grammar_extract {
-  my $LABELED = "$LABELED_DIR/corpus.src_trg_al_label";
-  print STDERR "\n!!!EXTRACTING GRAMMAR\n";
-  my $OUTGRAMMAR = "$GRAMMAR_DIR/grammar.gz";
-  if (-e $OUTGRAMMAR) {
-    print STDERR "$OUTGRAMMAR exists, reusing...\n";
-  } else {
-    my $BACKOFF_ARG = ($BACKOFF_GRAMMAR ? "-g" : "");
-    my $DEFAULT_CAT_ARG = ($DEFAULT_CAT ? "-d X" : "");
-    safesystem("$EXTRACTOR -i $LABELED -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE -t $NUM_TOPICS $BACKOFF_ARG $DEFAULT_CAT_ARG | $SORT_KEYS | $REDUCER -p | $GZIP > $OUTGRAMMAR") or die "Couldn't extract grammar";
-  }
-  return $OUTGRAMMAR;
-}
-
-sub grammar_extract_bidir {
-#gzcat ex.output.gz | ./mr_stripe_rule_reduce -p -b | sort -t $'\t' -k 1 | ./mr_stripe_rule_reduce | gzip > phrase-table.gz
-  my $LABELED = "$LABELED_DIR/corpus.src_trg_al_label";
-  print STDERR "\n!!!EXTRACTING GRAMMAR\n";
-  my $OUTGRAMMAR = "$GRAMMAR_DIR/grammar.bidir.gz";
-  if (-e $OUTGRAMMAR) {
-    print STDERR "$OUTGRAMMAR exists, reusing...\n";
-  } else {
-    my $BACKOFF_ARG = ($BACKOFF_GRAMMAR ? "-g" : "");
-    safesystem("$EXTRACTOR -i $LABELED -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE -b -t $NUM_TOPICS $BACKOFF_ARG | $SORT_KEYS | $REDUCER -p -b | $SORT_KEYS | $REDUCER | $GZIP > $OUTGRAMMAR") or die "Couldn't extract grammar";
-  }
-  return $OUTGRAMMAR;
-}
-
-sub safesystem {
-  print STDERR "Executing: @_\n";
-  system(@_);
-  if ($? == -1) {
-      print STDERR "ERROR: Failed to execute: @_\n  $!\n";
-      exit(1);
-  }
-  elsif ($? & 127) {
-      printf STDERR "ERROR: Execution of: @_\n  died with signal %d, %s coredump\n",
-          ($? & 127),  ($? & 128) ? 'with' : 'without';
-      exit(1);
-  }
-  else {
-    my $exitcode = $? >> 8;
-    print STDERR "Exit code: $exitcode\n" if $exitcode;
-    return ! $exitcode;
-  }
-}
-
diff --git a/gi/pipeline/lticluster.config b/gi/pipeline/lticluster.config
deleted file mode 100644
index 3e23c8cb..00000000
--- a/gi/pipeline/lticluster.config
+++ /dev/null
@@ -1,9 +0,0 @@
-# THIS FILE GIVES THE LOCATIONS OF THE CORPORA USED
-# name path aligned-corpus LM dev dev-refs test1 testt-eval.sh ...
-/home/cdyer/ws10smt-data
-btec /home/cdyer/ws10smt-data/btec/ split.zh-en.al lm/en.3gram.lm.gz devtest/devset1_2.zh devtest/devset1_2.lc.en* devtest/devset3.zh eval-devset3.sh
-zhen /home/cdyer/ws10smt-data/chinese-english corpus.zh-en.al lm/c2e.3gram.lm.gz dev_and_test/mt02.src.txt dev_and_test/mt02.ref.* dev_and_test/mt03.src.txt eval-mt03.sh
-aren /home/cdyer/ws10smt-data/arabic-english corpus.ar-en-al lm/a2e.3gram.lm.gz dev_and_test/dev.src.txt dev_and_test/dev.ref.txt.* dev_and_test/mt05.src.txt eval-mt05.sh
-uren /home/cdyer/ws10smt-data/urdu-english corpus.ur-en.al lm/u2e.en.lm.gz dev/dev.ur dev/dev.en* devtest/devtest.ur eval-devtest.sh
-nlfr /home/cdyer/ws10smt-data/dutch-french corpus.nl-fr.al
-
diff --git a/gi/pipeline/scripts/filter-by-f.pl b/gi/pipeline/scripts/filter-by-f.pl
deleted file mode 100755
index 0cef0606..00000000
--- a/gi/pipeline/scripts/filter-by-f.pl
+++ /dev/null
@@ -1,56 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-my $SCRIPT_DIR; BEGIN { use Cwd qw/ abs_path /; use File::Basename; $SCRIPT_DIR = dirname(abs_path($0)); push @INC, $SCRIPT_DIR; }
-
-my $REKEY="$SCRIPT_DIR/rekey.pl";
-my $REFILTER="$SCRIPT_DIR/refilter.pl";
-my $SORT="$SCRIPT_DIR/sort-by-key.sh";
-assert_exec($REKEY, $REFILTER, $SORT);
-
-
-die "Usage: $0 NUM-TRANSLATIONS ingrammar.gz outgrammar.gz\n" unless scalar @ARGV == 3;
-my $translations = shift @ARGV;
-die "Need number: $translations" unless $translations > 0;
-die unless $ARGV[0] =~ /\.gz$/;
-die unless $ARGV[1] =~ /\.gz$/;
-die if $ARGV[0] eq $ARGV[1];
-die "Can't find $ARGV[0]" unless -f $ARGV[0];
-
-my $cmd = "gunzip -c $ARGV[0] | $REKEY | $SORT | $REFILTER $translations | gzip > $ARGV[1]";
-safesystem($ARGV[1], $cmd) or die "Filtering failed";
-exit 0;
-
-sub assert_exec {
-  my @files = @_;
-  for my $file (@files) {
-    die "Can't find $file - did you run make?\n" unless -e $file;
-    die "Can't execute $file" unless -e $file;
-  }
-};
-
-sub safesystem {
-  my $output = shift @_;
-  print STDERR "Executing: @_\n";
-  system(@_);
-  if ($? == -1) {
-      print STDERR "ERROR: Failed to execute: @_\n  $!\n";
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-      exit(1);
-  }
-  elsif ($? & 127) {
-      printf STDERR "ERROR: Execution of: @_\n  died with signal %d, %s coredump\n",
-          ($? & 127),  ($? & 128) ? 'with' : 'without';
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-      exit(1);
-  }
-  else {
-    my $exitcode = $? >> 8;
-    if ($exitcode) {
-      print STDERR "Exit code: $exitcode\n";
-      if (defined $output && -e $output) { printf STDERR "Removing $output\n"; `rm -rf $output`; }
-    }
-    return ! $exitcode;
-  }
-}
-
diff --git a/gi/pipeline/scripts/patch-corpus.pl b/gi/pipeline/scripts/patch-corpus.pl
deleted file mode 100755
index c0eec43e..00000000
--- a/gi/pipeline/scripts/patch-corpus.pl
+++ /dev/null
@@ -1,65 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-my $PATCH = shift @ARGV;
-my $TGT = 1;
-my $APPEND;
-while ($PATCH eq "-s" || $PATCH eq "-a") {
-    if ($PATCH eq "-s") {
-        undef $TGT;
-    } else {
-        $APPEND = 1;
-    }
-    $PATCH = shift @ARGV;
-}
-
-die "Usage: $0 [-s] [-a] tagged.en[_fr] < lexical.en_fr_al[_...]\n" unless $PATCH;
-
-open P, "<$PATCH" or die "Can't read tagged corpus $PATCH: $!";
-my $first=<P>; close P;
-my @fields = split / \|\|\| /, $first;
-die "Bad format!" if (scalar @fields > 2);
-
-if (scalar @fields != 1) {
-  # TODO support this
-  die "Patching source and target not supported yet!";
-}
-
-my $line = 0;
-open P, "<$PATCH" or die "Can't read tagged corpus $PATCH: $!";
-while(my $pline = <P>) {
-  chomp $pline;
-  $line++;
-  my $line = <>;
-  die "Too few lines in lexical corpus!" unless $line;
-  chomp $line;
-  @fields = split / \|\|\| /, $line;
-  my @pwords = split /\s+/, $pline;
-  if ($TGT) {
-      my @lwords = split /\s+/, $fields[1];
-      die "Length mismatch in line $line!\n" unless (scalar @pwords == scalar @lwords);
-      if ($APPEND) {
-          foreach my $i (0..(scalar @pwords-1)) {
-              $lwords[$i] = $lwords[$i] . '_' . $pwords[$i];
-          }
-          $fields[1] = join ' ', @lwords;
-      } else {
-          $fields[1] = $pline;
-      }
-  } else { # source side
-      my @lwords = split /\s+/, $fields[0];
-      die "Length mismatch in line $line!\n" unless (scalar @pwords == scalar @lwords);
-      if ($APPEND) {
-          foreach my $i (0..(scalar @pwords-1)) {
-              $lwords[$i] = $lwords[$i] . '_' . $pwords[$i];
-          }
-          $fields[0] = join ' ', @lwords;
-      } else {
-          $fields[0] = $pline;
-      }
-  }
-  print join ' ||| ', @fields;
-  print "\n";
-}
-
-
diff --git a/gi/pipeline/scripts/refilter.pl b/gi/pipeline/scripts/refilter.pl
deleted file mode 100755
index a783eb4e..00000000
--- a/gi/pipeline/scripts/refilter.pl
+++ /dev/null
@@ -1,40 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-my $NUM_TRANSLATIONS = shift @ARGV;
-unless ($NUM_TRANSLATIONS) { $NUM_TRANSLATIONS=30; }
-print STDERR "KEEPING $NUM_TRANSLATIONS TRANSLATIONS FOR SOURCE\n";
-
-my $pk = '';
-my %dict;
-while(<>) {
-  s/^(.+)\t//;
-  my $key = $1;
-  if ($key ne $pk) {
-    if ($pk) {
-      emit_dict();
-    }
-    %dict = ();
-    $pk = $key;
-  }
-  my ($lhs, $f, $e, $s) = split / \|\|\| /;
-  my $score = 0;
-  if ($s =~ /XEF=([^ ]+)/) {
-    $score += $1;
-  } else { die; }
-  if ($s =~ /GenerativeProb=([^ ]+)/) {
-    $score += ($1 / 10);
-  } else { die; }
-  $dict{"$lhs ||| $f ||| $e ||| $s"} = $score;
-}
-emit_dict();
-
-sub emit_dict {
-  my $cc = 0;
-  for my $k (sort { $dict{$a} <=> $dict{$b} } keys %dict) {
-    print "$k";
-    $cc++;
-    if ($cc >= $NUM_TRANSLATIONS) { last; }
-  }
-}
-
diff --git a/gi/pipeline/scripts/rekey.pl b/gi/pipeline/scripts/rekey.pl
deleted file mode 100755
index 31eb86b8..00000000
--- a/gi/pipeline/scripts/rekey.pl
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/usr/bin/perl
-
-while(<>) {
-  my ($lhs, $f, $e, $s) = split / \|\|\| /;
-  $f =~ s/\[X[0-9]+\]/\[X\]/g;
-  print "$f\t$_";
-}
-
diff --git a/gi/pipeline/scripts/remove-tags-from-contexts.pl b/gi/pipeline/scripts/remove-tags-from-contexts.pl
deleted file mode 100755
index 20698816..00000000
--- a/gi/pipeline/scripts/remove-tags-from-contexts.pl
+++ /dev/null
@@ -1,53 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-use Getopt::Long "GetOptions";
-
-my $PHRASE = 'tok';
-my $CONTEXT = 'tag';
-
-die "Usage: $0 [--phrase=tok|tag] [--context=tok|tag] < corpus" 
-    unless &GetOptions('phrase=s' => \$PHRASE, 'context=s' => \$CONTEXT);
-
-my $lno = 0;
-while(my $line = <>) {
-    $lno++;
-    chomp $line;
-    my @top = split /\t/, $line;
-    die unless (scalar @top == 2); 
-
-    my @pwords = split /\s+/, $top[0];
-    foreach my $token (@pwords) {
-        #print $token . "\n";
-        my @parts = split /_(?!.*_)/, $token;
-        die unless (scalar @parts == 2); 
-        if ($PHRASE eq "tok") {
-            $token = $parts[0]
-        } elsif ($PHRASE eq "tag") {
-            $token = $parts[1]
-        }
-    }
-
-    my @fields = split / \|\|\| /, $top[1];
-    foreach my $i (0..((scalar @fields) / 2 - 1)) {
-        #print $i . ": " . $fields[2*$i] . " of " . (scalar @fields) . "\n";
-        my @cwords = split /\s+/, $fields[2*$i];
-        foreach my $token (@cwords) {
-            #print $i . ": " . $token . "\n";
-            my @parts = split /_(?!.*_)/, $token;
-            if (scalar @parts == 2) {
-                if ($CONTEXT eq "tok") {
-                    $token = $parts[0]
-                } elsif ($CONTEXT eq "tag") {
-                    $token = $parts[1]
-                }
-            }
-        }
-        $fields[2*$i] = join ' ', @cwords;
-    }
-
-    print join ' ', @pwords;
-    print "\t";
-    print join ' ||| ', @fields;
-    print "\n";
-}
diff --git a/gi/pipeline/scripts/remove-tags-from-corpus.pl b/gi/pipeline/scripts/remove-tags-from-corpus.pl
deleted file mode 100755
index be3e97c0..00000000
--- a/gi/pipeline/scripts/remove-tags-from-corpus.pl
+++ /dev/null
@@ -1,44 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-use Getopt::Long "GetOptions";
-
-my $LANGUAGE = shift @ARGV;
-$LANGUAGE = 'target' unless ($LANGUAGE);
-
-my $lno = 0;
-while(my $line = <>) {
-    $lno++;
-    chomp $line;
-
-    my @fields = split / \|\|\| /, $line;
-
-    if ($LANGUAGE eq "source" or $LANGUAGE eq "both") {
-        my @cwords = split /\s+/, $fields[0];
-        foreach my $token (@cwords) {
-            my @parts = split /_(?!.*_)/, $token;
-            if (scalar @parts == 2) {
-                $token = $parts[0]
-            } else {
-                print STDERR "WARNING: invalid tagged token $token\n";
-            }
-        }
-        $fields[0] = join ' ', @cwords;
-    }
-
-    if ($LANGUAGE eq "target" or $LANGUAGE eq "both") {
-        my @cwords = split /\s+/, $fields[1];
-        foreach my $token (@cwords) {
-            my @parts = split /_(?!.*_)/, $token;
-            if (scalar @parts == 2) {
-                $token = $parts[1]
-            } else {
-                print STDERR "WARNING: invalid tagged token $token\n";
-            }
-        }
-        $fields[0] = join ' ', @cwords;
-    }
-
-    print join ' ||| ', @fields;
-    print "\n";
-}
diff --git a/gi/pipeline/scripts/sort-by-key.sh b/gi/pipeline/scripts/sort-by-key.sh
deleted file mode 100755
index 7ae33e03..00000000
--- a/gi/pipeline/scripts/sort-by-key.sh
+++ /dev/null
@@ -1,5 +0,0 @@
-#!/bin/bash
-
-export LANG=C
-sort -t $'\t' -k 1 -T /tmp -S 6000000000
-
diff --git a/gi/pipeline/scripts/xfeats.pl b/gi/pipeline/scripts/xfeats.pl
deleted file mode 100755
index dc578513..00000000
--- a/gi/pipeline/scripts/xfeats.pl
+++ /dev/null
@@ -1,39 +0,0 @@
-#!/usr/bin/perl -w
-use strict;
-
-die "Usage: $0 x-grammar.scfg[.gz] < cat-grammar.scfg\n" unless scalar @ARGV > 0;
-
-my $xgrammar = shift @ARGV;
-die "Can't find $xgrammar" unless -f $xgrammar;
-my $fh;
-if ($xgrammar =~ /\.gz$/) {
-  open $fh, "gunzip -c $xgrammar|" or die "Can't fork: $!";
-} else {
-  open $fh, "<$xgrammar" or die "Can't read $xgrammar: $!";
-}
-print STDERR "Reading X-feats from $xgrammar...\n";
-my %dict;
-while(<$fh>) {
-  chomp;
-  my ($lhs, $f, $e, $feats) = split / \|\|\| /;
-  my $xfeats;
-  my $cc = 0;
-  my @xfeats = ();
-  while ($feats =~ /(EGivenF|FGivenE|LogRuleCount|LogECount|LogFCount|SingletonRule|SingletonE|SingletonF)=([^ ]+)( |$)/og) {
-    push @xfeats, "X_$1=$2";
-  }
-  #print "$lhs ||| $f ||| $e ||| @xfeats\n";
-  $dict{"$lhs ||| $f ||| $e"} = "@xfeats";
-}
-close $fh;
-
-print STDERR "Add features...\n";
-while(<>) {
-  chomp;
-  my ($lhs, $f, $e) = split / \|\|\| /;
-  $f=~ s/\[[^]]+,([12])\]/\[X,$1\]/g;
-  my $xfeats = $dict{"[X] ||| $f ||| $e"};
-  die "Can't find x features for: $_\n" unless $xfeats;
-  print "$_ $xfeats\n";
-}
-
diff --git a/gi/pipeline/valhalla.config b/gi/pipeline/valhalla.config
deleted file mode 100644
index e00a8485..00000000
--- a/gi/pipeline/valhalla.config
+++ /dev/null
@@ -1,9 +0,0 @@
-# THIS FILE GIVES THE LOCATIONS OF THE CORPORA USED
-# name path aligned-corpus LM dev dev-refs test1 testt-eval.sh ...
-/home/chris/ws10smt/data
-btec /home/chris/ws10smt/data/btec/ split.zh-en.al lm/en.3gram.lm.gz devtest/devset1_2.zh devtest/devset1_2.lc.en* devtest/devset3.zh eval-devset3.sh
-fbis /home/chris/ws10smt/data/chinese-english.fbis corpus.zh-en.al
-zhen /home/chris/ws10smt/data/chinese-english corpus.zh-en.al
-aren /home/chris/ws10smt/data/arabic-english corpus.ar-en.al
-uren /home/chris/ws10smt/data/urdu-english corpus.ur-en.al lm/u2e.en.lm.gz dev/dev.ur dev/dev.en* devtest/devtest.ur eval-devtest.sh
-nlfr /home/chris/ws10smt/data/dutch-french corpus.nl-fr.al