steps/decode.sh
#!/bin/bash # Copyright 2012 Johns Hopkins University (Author: Daniel Povey) # Apache 2.0 # Begin configuration section. transform_dir= # this option won't normally be used, but it can be used if you want to # supply existing fMLLR transforms when decoding. iter= model= # You can specify the model to use (e.g. if you want to use the .alimdl) stage=0 nj=4 cmd=run.pl max_active=7000 beam=13.0 lattice_beam=6.0 acwt=0.083333 # note: only really affects pruning (scoring is on lattices). num_threads=1 # if >1, will use gmm-latgen-faster-parallel parallel_opts= # ignored now. scoring_opts= # note: there are no more min-lmwt and max-lmwt options, instead use # e.g. --scoring-opts "--min-lmwt 1 --max-lmwt 20" skip_scoring=false decode_extra_opts= # 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 [ $# != 3 ]; then echo "Usage: steps/decode.sh [options] <graph-dir> <data-dir> <decode-dir>" echo "... where <decode-dir> is assumed to be a sub-directory of the directory" echo " where the model is." echo "e.g.: steps/decode.sh exp/mono/graph_tgpr data/test_dev93 exp/mono/decode_dev93_tgpr" echo "" echo "This script works on CMN + (delta+delta-delta | LDA+MLLT) features; it works out" echo "what type of features you used (assuming it's one of these two)" 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 " --iter <iter> # Iteration of model to test." echo " --model <model> # which model to use (e.g. to" echo " # specify the final.alimdl)" echo " --cmd (utils/run.pl|utils/queue.pl <queue opts>) # how to run jobs." echo " --transform-dir <trans-dir> # dir to find fMLLR transforms " echo " --acwt <float> # acoustic scale used for lattice generation " echo " --scoring-opts <string> # options to local/score.sh" echo " --num-threads <n> # number of threads to use, default 1." echo " --parallel-opts <opts> # ignored now, present for historical reasons." exit 1; fi graphdir=$1 #解码图 data=$2 #测试数据 dir=$3 #输出测试结果文件夹 srcdir=`dirname $dir`; # The model directory is one level up from decoding directory. sdata=$data/split$nj;#切分文件夹 mkdir -p $dir/log #创建结果文件夹/log文件夹 [[ -d $sdata && $data/feats.scp -ot $sdata ]] || split_data.sh $data $nj || exit 1;#$sdata文件夹是否存在 且 里面的feats.scp是否比该文件夹旧;文件夹切分 echo $nj > $dir/num_jobs #打印线程数字 保存在结果文件夹/num_jobs文件 if [ -z "$model" ]; then # if --model <mdl> was not specified on the command line... 命令行里，模型文件没有指定 if [ -z $iter ]; then model=$srcdir/final.mdl; #$iter也没有指定迭代次数， 则模型文件 赋值 else model=$srcdir/$iter.mdl; fi #如果$iter有指定，则模型文件 重新赋值; fi if [ $(basename $model) != final.alimdl ] ; then #如模型文件 不为 final.alidl # Do not use the $srcpath -- look at the path where the model is 则不使用srcpath路径，查看你下模型文件再哪里 if [ -f $(dirname $model)/final.alimdl ] && [ -z "$transform_dir" ]; then #如果/final.alimdl不存在，切transform_dir没有指定 echo -e ' ' echo $0 'WARNING: Running speaker independent system decoding using a SAT model!' echo $0 'WARNING: This is OK if you know what you are doing...' echo -e ' ' fi fi for f in $sdata/1/feats.scp $sdata/1/cmvn.scp $model $graphdir/HCLG.fst; do [ ! -f $f ] && echo "decode.sh: no such file $f" && exit 1; #以上文件如果不存在，则 打印提示，退出 done if [ -f $srcdir/final.mat ]; then feat_type=lda; else feat_type=delta; fi echo "decode.sh: feature type is $feat_type";#根据final.mat是否存在来判断feat_type 特征类型 splice_opts=`cat $srcdir/splice_opts 2>/dev/null` # frame-splicing options. cmvn_opts=`cat $srcdir/cmvn_opts 2>/dev/null` delta_opts=`cat $srcdir/delta_opts 2>/dev/null` thread_string= [ $num_threads -gt 1 ] && thread_string="-parallel --num-threads=$num_threads"
#根据feat_type类型，提取的特征处理不一样 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 $delta_opts 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 $srcdir/final.mat ark:- ark:- |";; *) echo "Invalid feature type $feat_type" && exit 1; esac if [ ! -z "$transform_dir" ]; then # add transforms to features... 如果没有指定变换输出的文件夹 echo "Using fMLLR transforms from $transform_dir" [ ! -f $transform_dir/trans.1 ] && echo "Expected $transform_dir/trans.1 to exist." [ ! -s $transform_dir/num_jobs ] && echo "$0: expected $transform_dir/num_jobs to contain the number of jobs." && exit 1; nj_orig=$(cat $transform_dir/num_jobs) if [ $nj -ne $nj_orig ]; then #jobs数目 与transform_dir里面的jobs数目不相等，则文档后缀用索引数字 # Copy the transforms into an archive with an index. echo "$0: num-jobs for transforms mismatches, so copying them." for n in $(seq $nj_orig); do cat $transform_dir/trans.$n; done | copy-feats ark:- ark,scp:$dir/trans.ark,$dir/trans.scp || exit 1; feats="$feats transform-feats --utt2spk=ark:$sdata/JOB/utt2spk scp:$dir/trans.scp ark:- ark:- |" else # number of jobs matches with alignment dir. feats="$feats transform-feats --utt2spk=ark:$sdata/JOB/utt2spk ark:$transform_dir/trans.JOB ark:- ark:- |" fi fi if [ $stage -le 0 ]; then #小于0 if [ -f "$graphdir/num_pdfs" ]; then [ "`cat $graphdir/num_pdfs`" -eq `am-info --print-args=false $model | grep pdfs | awk '{print $NF}'` ] || { echo "Mismatch in number of pdfs with $model"; exit 1; } fi $cmd --num-threads $num_threads JOB=1:$nj $dir/log/decode.JOB.log gmm-latgen-faster$thread_string --max-active=$max_active --beam=$beam --lattice-beam=$lattice_beam --acoustic-scale=$acwt --allow-partial=true --word-symbol-table=$graphdir/words.txt $decode_extra_opts $model $graphdir/HCLG.fst "$feats" "ark:|gzip -c > $dir/lat.JOB.gz" || exit 1;#gmm-latgen-faster解码 fi if [ $stage -le 1 ]; then #小于1 [ ! -z $iter ] && iter_opt="--iter $iter" steps/diagnostic/analyze_lats.sh --cmd "$cmd" $iter_opt $graphdir $dir fi if ! $skip_scoring ; then #是否执行评分脚本 [ ! -x local/score.sh ] && echo "Not scoring because local/score.sh does not exist or not executable." && exit 1; local/score.sh --cmd "$cmd" $scoring_opts $data $graphdir $dir || { echo "$0: Scoring failed. (ignore by '--skip-scoring true')"; exit 1; } fi exit 0;