#!/bin/bash
  # Copyright 2012  Johns Hopkins University (Author: Daniel Povey).  Apache 2.0.
  
  # Create denominator lattices for MMI/MPE training.
  # Creates its output in $dir/lat.*.gz
  
  # Begin configuration section.
  transform_dir=    # dir to find fMLLR transforms.
  nj=4 # number of decoding jobs.  If --transform-dir set, must match that number!
  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.
  # This is in bytes, but not "real" bytes-- you have to multiply
  # by something like 5 or 10 to get real bytes (not sure why so large)
  # End configuration section.
  num_threads=1 # Number of threads used in nnet-logprob computation.  If you set
                # this to a different value, make sure to also set the appropriate
                # queue options.  If you set this too high it won't use all the
                # threads as most of the time will be taken in the decoder.
  
  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_nnet_cpu.sh [options] <data-dir> <lang-dir> <src-dir> <exp-dir>"
     echo "  e.g.: steps/make_denlats_nnet_cpu.sh data/train data/lang exp/tri1 exp/tri1_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."
     exit 1;
  fi
  
  data=$1
  lang=$2
  srcdir=$3
  dir=$4
  
  sdata=$data/split$nj
  splice_opts=`cat $srcdir/splice_opts 2>/dev/null`
  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
  
  cp -r $lang $dir/
  
  # Compute grammar FST which corresponds to unigram decoding graph.
  new_lang="$dir/"$(basename "$lang")
  echo "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 > $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 $srcdir; the output HCLG.fst goes in $dir/graph.
  
  echo "Compiling decoding graph in $dir/dengraph"
  if [ -s $dir/dengraph/HCLG.fst ] && [ $dir/dengraph/HCLG.fst -nt $srcdir/final.mdl ]; then
     echo "Graph $dir/dengraph/HCLG.fst already exists: skipping graph creation."
  else
    utils/mkgraph.sh $new_lang $srcdir $dir/dengraph || exit 1;
  fi
  
  if [ -f $srcdir/final.mat ]; then feat_type=lda; else feat_type=delta; fi
  echo "align_si.sh: feature type is $feat_type"
  
  case $feat_type in
    delta) feats="ark,s,cs:apply-cmvn --norm-vars=false --utt2spk=ark:$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 --norm-vars=false --utt2spk=ark:$sdata/JOB/utt2spk scp:$sdata/JOB/cmvn.scp scp:$sdata/JOB/feats.scp ark:- | splice-feats $splice_opts ark:- ark:- | transform-feats $srcdir/final.mat ark:- ark:- |"
      cp $srcdir/final.mat $dir    
     ;;
    *) echo "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."
    [ "`cat $transform_dir/num_jobs`" -ne "$nj" ] \
      && echo "$0: mismatch in number of jobs with $transform_dir" && exit 1;
    [ -f $srcdir/final.mat ] && ! cmp $transform_dir/final.mat $srcdir/final.mat && \
       echo "$0: LDA transforms differ between $srcdir and $transform_dir"
    feats="$feats transform-feats --utt2spk=ark:$sdata/JOB/utt2spk ark:$transform_dir/trans.JOB ark:- ark:- |"
  else
    if [ -f $srcdir/final.alimdl ]; then
      echo "$0: you seem to have a SAT system but you did not supply the --transform-dir option.";
      exit 1;
    fi
  fi
  
  if [ $sub_split -eq 1 ]; then 
    $cmd JOB=1:$nj $dir/log/decode_den.JOB.log \
     nnet-logprob-parallel --num-threads=$num_threads $srcdir/final.mdl "$feats" ark:- \| \
     latgen-faster-mapped --beam=$beam --lattice-beam=$lattice_beam --acoustic-scale=$acwt \
      --max-mem=$max_mem --max-active=$max_active --word-symbol-table=$lang/words.txt $srcdir/final.mdl  \
       $dir/dengraph/HCLG.fst ark:- "ark:|gzip -c >$dir/lat.JOB.gz" || exit 1;
  else
    for n in `seq $nj`; do
      if [ -f $dir/.done.$n ] && [ $dir/.done.$n -nt $alidir/final.mdl ]; then
        echo "Not processing subset $n as already done (delete $dir/.done.$n if not)";
      else 
        sdata2=$data/split$nj/$n/split$sub_split;
        if [ ! -d $sdata2 ] || [ $sdata2 -ot $sdata/$n/feats.scp ]; then
          split_data.sh --per-utt $sdata/$n $sub_split || exit 1;
        fi
        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/JOB/:g`
        $cmd JOB=1:$sub_split $dir/log/$n/decode_den.JOB.log \
          nnet-logprob-parallel --num-threads=$num_threads $srcdir/final.mdl "$feats_subset" ark:- \| \
          latgen-faster-mapped --beam=$beam --lattice-beam=$lattice_beam --acoustic-scale=$acwt \
          --max-mem=$max_mem --max-active=$max_active --word-symbol-table=$lang/words.txt $srcdir/final.mdl  \
            $dir/dengraph/HCLG.fst ark:- "ark:|gzip -c >$dir/lat.$n.JOB.gz" || exit 1;
        echo Merging archives for data subset $n
        rm $dir/.error 2>/dev/null;
        for k in `seq $sub_split`; do
          gunzip -c $dir/lat.$n.$k.gz || touch $dir/.error;
        done | gzip -c > $dir/lat.$n.gz || touch $dir/.error;
        [ -f $dir/.error ] && echo Merging lattices for subset $n failed && exit 1;
        rm $dir/lat.$n.*.gz
        touch $dir/.done.$n
      fi
    done
  fi
  
  
  echo "$0: done generating denominator lattices."