#!/bin/bash
  # Copyright 2012  Johns Hopkins University (Author: Daniel Povey).  Apache 2.0.
  #           2014  Guoguo Chen
  
  # Create denominator lattices for MMI/MPE training, with SGMM models.  If the
  # features have fMLLR transforms you have to supply the --transform-dir option.
  # It gets any speaker vectors from the "alignment dir" ($alidir).  Note: this is
  # possibly a slight mismatch because the speaker vectors come from supervised
  # adaptation.
  
  # Begin configuration section.
  nj=4
  cmd=run.pl
  sub_split=1
  beam=13.0
  lattice_beam=7.0
  acwt=0.1
  max_active=5000
  transform_dir=
  max_mem=20000000 # This will stop the processes getting too large.
  num_threads=1
  parallel_opts=  # ignored now.
  # End configuration section.
  
  echo "$0 $@"  # Print the command line for logging
  
  [ -f ./path.sh ] && . ./path.sh; # source the path.
  . parse_options.sh || exit 1;
  
  if [ $# != 4 ]; then
     echo "Usage: steps/make_denlats_sgmm2.sh [options] <data-dir> <lang-dir> <src-dir|alidir> <exp-dir>"
     echo "  e.g.: steps/make_denlats_sgmm2.sh data/train data/lang exp/sgmm4a_ali exp/sgmm4a_denlats"
     echo "Works for (delta|lda) features, and (with --transform-dir option) such features"
     echo " plus transforms."
     echo ""
     echo "Main options (for others, see top of script file)"
     echo "  --config <config-file>                           # config containing options"
     echo "  --nj <nj>                                        # number of parallel jobs"
     echo "  --cmd (utils/run.pl|utils/queue.pl <queue opts>) # how to run jobs."
     echo "  --sub-split <n-split>                            # e.g. 40; use this for "
     echo "                           # large databases so your jobs will be smaller and"
     echo "                           # will (individually) finish reasonably soon."
     echo "  --transform-dir <transform-dir>   # directory to find fMLLR transforms."
     echo "  --num-threads  <n>                # number of threads per decoding job"
     exit 1;
  fi
  
  data=$1
  lang=$2
  alidir=$3 # could also be $srcdir, but only if no vectors supplied.
  dir=$4
  
  sdata=$data/split$nj
  splice_opts=`cat $alidir/splice_opts 2>/dev/null`
  cmvn_opts=`cat $srcdir/cmvn_opts 2>/dev/null`
  if [ $num_threads -gt 1 ]; then
    # the -parallel becomes part of the binary name we decode with.
    thread_string="-parallel --num-threads=$num_threads"
  fi
  
  mkdir -p $dir/log
  [[ -d $sdata && $data/feats.scp -ot $sdata ]] || split_data.sh $data $nj || exit 1;
  echo $nj > $dir/num_jobs
  
  oov=`cat $lang/oov.int` || exit 1;
  
  mkdir -p $dir
  
  utils/lang/check_phones_compatible.sh $lang/phones.txt $alidir/phones.txt || exit 1;
  
  cp -RH $lang $dir/
  
  # Compute grammar FST which corresponds to unigram decoding graph.
  new_lang="$dir/"$(basename "$lang")
  echo "$0: Making unigram grammar FST in $new_lang"
  cat $data/text | utils/sym2int.pl --map-oov $oov -f 2- $lang/words.txt | \
    awk '{for(n=2;n<=NF;n++){ printf("%s ", $n); } printf("
  "); }' | \
    utils/make_unigram_grammar.pl | fstcompile | fstarcsort --sort_type=ilabel > $new_lang/G.fst \
     || exit 1;
  
  # mkgraph.sh expects a whole directory "lang", so put everything in one directory...
  # it gets L_disambig.fst and G.fst (among other things) from $dir/lang, and
  # final.mdl from $alidir; the output HCLG.fst goes in $dir/graph.
  
  echo "$0: Compiling decoding graph in $dir/dengraph"
  if [ -s $dir/dengraph/HCLG.fst ] && [ $dir/dengraph/HCLG.fst -nt $srcdir/final.mdl ]; then
     echo "$0: Graph $dir/dengraph/HCLG.fst already exists: skipping graph creation."
  else
    utils/mkgraph.sh $new_lang $alidir $dir/dengraph || exit 1;
  fi
  
  if [ -f $alidir/final.mat ]; then feat_type=lda; else feat_type=delta; fi
  echo "$0: feature type is $feat_type"
  
  case $feat_type in
    delta) feats="ark,s,cs:apply-cmvn $cmvn_opts --utt2spk=ark:$sdata/JOB/utt2spk scp:$sdata/JOB/cmvn.scp scp:$sdata/JOB/feats.scp ark:- | add-deltas ark:- ark:- |";;
    lda) feats="ark,s,cs:apply-cmvn $cmvn_opts --utt2spk=ark:$sdata/JOB/utt2spk scp:$sdata/JOB/cmvn.scp scp:$sdata/JOB/feats.scp ark:- | splice-feats $splice_opts ark:- ark:- | transform-feats $alidir/final.mat ark:- ark:- |"
      cp $alidir/final.mat $dir
     ;;
    *) echo "$0: Invalid feature type $feat_type" && exit 1;
  esac
  
  if [ ! -z "$transform_dir" ]; then # add transforms to features...
    echo "$0: using fMLLR transforms from $transform_dir"
    [ ! -f $transform_dir/trans.1 ] && echo "Expected $transform_dir/trans.1 to exist." && exit 1
    [ ! -f $transform_dir/num_jobs ] && echo "Expected $transform_dir/num_jobs to exist." && exit 1
    [ "`cat $transform_dir/num_jobs`" -ne "$nj" ] \
      && echo "$0: mismatch in number of jobs with $transform_dir" && exit 1;
    [ -f $alidir/final.mat ] && ! cmp $transform_dir/final.mat $alidir/final.mat && \
       echo "$0: LDA transforms differ between $alidir and $transform_dir"
    feats="$feats transform-feats --utt2spk=ark:$sdata/JOB/utt2spk ark:$transform_dir/trans.JOB ark:- ark:- |"
  else
    echo "$0: Assuming you don't have a SAT system, since no --transform-dir option supplied "
  fi
  
  if [ -f $alidir/gselect.1.gz ]; then
    gselect_opt="--gselect=ark,s,cs:gunzip -c $alidir/gselect.JOB.gz|"
  else
    echo "$0: no such file $alidir/gselect.1.gz" && exit 1;
  fi
  
  if [ -f $alidir/vecs.1 ]; then
    spkvecs_opt="--spk-vecs=ark:$alidir/vecs.JOB --utt2spk=ark:$sdata/JOB/utt2spk"
    [ "`cat $alidir/num_jobs`" -ne "$nj" ] \
      && echo "$0: mismatch in number of jobs with $alidir" && exit 1;
  else
    if [ -f $alidir/final.alimdl ]; then
      echo "$0: You seem to have an SGMM system with speaker vectors,"
      echo "yet we can't find speaker vectors.  Perhaps you supplied"
      echo "the model director instead of the alignment directory?"
      exit 1;
    fi
  fi
  
  # if this job is interrupted by the user, we want any background jobs to be
  # killed too.
  cleanup() {
    local pids=$(jobs -pr)
    [ -n "$pids" ] && kill $pids
  }
  trap "cleanup" INT QUIT TERM EXIT
  
  if [ $sub_split -eq 1 ]; then
    $cmd --num-threads $num_threads JOB=1:$nj $dir/log/decode_den.JOB.log \
      sgmm2-latgen-faster$thread_string $spkvecs_opt "$gselect_opt" --beam=$beam \
      --lattice-beam=$lattice_beam --acoustic-scale=$acwt \
      --max-mem=$max_mem --max-active=$max_active \
      --word-symbol-table=$lang/words.txt $alidir/final.mdl  \
      $dir/dengraph/HCLG.fst "$feats" "ark:|gzip -c >$dir/lat.JOB.gz" || exit 1;
  else
    # each job from 1 to $nj is split into multiple pieces (sub-split), and we aim
    # to have at most two jobs running at each time.  The idea is that if we have
    # stragglers from one job, we can be processing another one at the same time.
    rm $dir/.error 2>/dev/null
  
    prev_pid=
    for n in `seq $[nj+1]`; do
      if [ $n -gt $nj ]; then
        this_pid=
      elif [ -f $dir/.done.$n ] && [ $dir/.done.$n -nt $alidir/final.mdl ]; then
        echo "$0: Not processing subset $n as already done (delete $dir/.done.$n if not)";
        this_pid=
      else
        sdata2=$data/split$nj/$n/split${sub_split}utt;
        split_data.sh --per-utt $sdata/$n $sub_split || exit 1;
        mkdir -p $dir/log/$n
        mkdir -p $dir/part
        feats_subset=`echo $feats | sed "s/trans.JOB/trans.$n/g" | sed s:JOB/:$n/split${sub_split}utt/JOB/:g`
        spkvecs_opt_subset=`echo $spkvecs_opt | sed "s/JOB/$n/g"`
        gselect_opt_subset=`echo $gselect_opt | sed "s/JOB/$n/g"`
        $cmd --num-threads $num_threads JOB=1:$sub_split $dir/log/$n/decode_den.JOB.log \
          sgmm2-latgen-faster$thread_string \
          $spkvecs_opt_subset "$gselect_opt_subset" \
          --beam=$beam --lattice-beam=$lattice_beam \
          --acoustic-scale=$acwt --max-mem=$max_mem --max-active=$max_active \
          --word-symbol-table=$lang/words.txt $alidir/final.mdl  \
          $dir/dengraph/HCLG.fst "$feats_subset" \
          "ark:|gzip -c >$dir/lat.$n.JOB.gz" || touch $dir/.error &
        this_pid=$!
      fi
      if [ ! -z "$prev_pid" ]; then # Wait for the previous job to merge lattices.
        wait $prev_pid
        [ -f $dir/.error ] && \
          echo "$0: error generating denominator lattices" && exit 1;
        rm $dir/.merge_error 2>/dev/null
        echo "$0: Merging archives for data subset $prev_n"
        for k in `seq $sub_split`; do
          gunzip -c $dir/lat.$prev_n.$k.gz || touch $dir/.merge_error;
        done | gzip -c > $dir/lat.$prev_n.gz || touch $dir/.merge_error;
        [ -f $dir/.merge_error ] && \
          echo "$0: Merging lattices for subset $prev_n failed" && exit 1;
        rm $dir/lat.$prev_n.*.gz
        touch $dir/.done.$prev_n
      fi
      prev_n=$n
      prev_pid=$this_pid
    done
  fi
  
  
  echo "$0: done generating denominator lattices with SGMMs."