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#!/bin/sh |
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htk_init () { |
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cd ./interim_files |
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mkdir hmm0 hmm1 hmm2 hmm3 hmm4 hmm5 hmm6 hmm7 hmm8 hmm9 hmm10 hmm11 hmm12 hmm13 hmm14 hmm15 |
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rm -f hmm0/hmmdefs hmm0/macros hmm0/proto hmm0/vFloors |
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rm -f hmm1/hmmdefs hmm1/macros |
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rm -f hmm2/hmmdefs hmm2/macros |
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rm -f hmm3/hmmdefs hmm3/hmmdefs.tmp2 hmm3/macros |
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rm -f hmm4/hmmdefs hmm4/hmmdefs.tmp2 hmm4/macros |
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rm -f hmm5/hmmdefs hmm5/macros |
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rm -f hmm6/hmmdefs hmm6/macros |
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rm -f hmm7/hmmdefs hmm7/macros |
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rm -f hmm8/hmmdefs hmm8/macros |
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rm -f hmm9/hmmdefs hmm9/macros |
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rm -f hmm10/hmmdefs hmm10/macros |
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rm -f hmm11/hmmdefs hmm11/macros |
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rm -f hmm12/hmmdefs hmm12/macros |
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rm -f hmm13/hmmdefs hmm13/macros |
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rm -f hmm14/hmmdefs hmm14/macros |
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rm -f hmm15/hmmdefs hmm15/macros |
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rm -f ./aligned.mlf |
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rm -f ./dict |
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rm -f ./dict1 |
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rm -f ./dict-tri |
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rm -f ./fulllist |
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rm -f ./fulllist-original |
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rm -f ./mktri.hed |
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rm -f ./monophones0 |
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rm -f ./monophones1 |
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rm -f ./phones0.mlf |
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rm -f ./phones1.mlf |
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rm -f ./stats |
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rm -f ./tiedlist |
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rm -f ./train.scp |
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rm -f ./tree.hed |
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rm -f ./trees |
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rm -f ./triphones1 |
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rm -f ./wintri.mlf |
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rm -f ./wlist |
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rm -f ./words.mlf |
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cd .. |
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rm -f ../acoustic_model_files/hmmdefs |
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rm -f ../acoustic_model_files/tiedlist |
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rm -f ../acoustic_model_files/macros |
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cd logs |
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rm -f ./Step2_HDMan1_log |
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rm -f ./Step2_HDMan2_log |
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rm -f ./Step4_HLEd_phones0_log |
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rm -f ./Step4_HLEd_phones1_log |
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rm -f ./Step6_HCompV_hmm0_log |
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rm -f ./Step6_HERest_hmm1_log |
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rm -f ./Step6_HERest_hmm2_log |
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rm -f ./Step6_HERest_hmm3_log |
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rm -f ./Step7_HERest_hmm6_log |
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rm -f ./Step7_HERest_hmm7_log |
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rm -f ./Step7_HHEd_hmm5_log |
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rm -f ./Step8_HERest_hmm8_log |
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rm -f ./Step8_HERest_hmm9_log |
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rm -f ./Step8_HVite_log |
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rm -f ./Step9_HERest_hmm10_log |
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rm -f ./Step9_HERest_hmm11_log |
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rm -f ./Step9_HLed_log |
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rm -f ./Step9_hmm10_HHEd_log |
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rm -f ./Step10_HDMan_flog |
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rm -f ./Step10_HDMan_log |
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rm -f ./Step10_HHed_hmm13_log |
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rm -f ./Step10_HERest_hmm14_log |
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rm -f ./Step10_HERest_hmm15_log |
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cd .. |
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return 0 |
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} |
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make_wlist_label_file () { |
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perl $HTK/prompts2wlist ./interim_files/master_prompts ./interim_files/wlist |
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echo 'SENT-END' >> ./interim_files/wlist |
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echo 'SENT-START' >> ./interim_files/wlist |
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perl ./perlsort.pl ./interim_files/wlist ./interim_files/wlist1 |
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uniq ./interim_files/wlist1 ./interim_files/wlist |
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rm ./interim_files/wlist1 |
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return 0 |
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} |
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make_monophones0 () { |
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for STR in `cat ./interim_files/monophones1`; |
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do |
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if [ "${STR}" != "sp" ]; then |
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echo ${STR} >> ./interim_files/monophones0; |
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fi; |
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done; |
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return 0 |
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} |
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make_wordsmlf () { |
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perl $HTK/prompts2mlf ./interim_files/words.mlf ./interim_files/master_prompts |
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return 0 |
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} |
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make_hmmdefs () { |
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for WORD in `cat ./interim_files/monophones0` |
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do |
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tail -n 28 ./interim_files/hmm0/proto | sed s/~h\ \"proto\"/~h\ \"$WORD\"/g >> ./interim_files/hmm0/hmmdefs |
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done |
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return 0 |
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} |
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make_macros () { |
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head -n 3 ./interim_files/hmm0/proto > ./interim_files/hmm0/macros |
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cat ./interim_files/hmm0/vFloors >> ./interim_files/hmm0/macros |
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return 0 |
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} |
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make_hmm4 () { |
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LINE="start" |
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NUM=1 |
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rm -rf ./interim_files/hmm4/hmmdefs.tmp1 |
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rm -rf ./interim_files/hmm4/hmmdefs.tmp2 |
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while [ `echo ${LINE} | awk '{ print $1 }'` != "" ]; |
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do |
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LINE=`cat -n ./interim_files/hmm4/hmmdefs | grep ^[[:space:]]*${NUM}[[:space:]] | sed s/^[[:space:]]*[[:digit:]]*//g` |
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if [ `echo ${LINE} | awk '{ print $2 }'` = "\"sil\"" ]; then |
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while [ `echo ${LINE} | awk '{ print $1 }'` != "<ENDHMM>" ]; |
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do |
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echo ${LINE} >> ./interim_files/hmm4/hmmdefs.tmp1 |
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echo ${LINE} >> ./interim_files/hmm4/hmmdefs.tmp2 |
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print_process ${NUM} |
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let "NUM += 1" |
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LINE=`cat -n ./interim_files/hmm4/hmmdefs | grep ^[[:space:]]*${NUM}[[:space:]] | sed s/^[[:space:]]*[[:digit:]]*//g` |
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done |
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echo ${LINE} >> ./interim_files/hmm4/hmmdefs.tmp1 |
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NUM2=1 |
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while [ ${NUM2} != "28" ]; |
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do |
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LINE2=`cat -n ./interim_files/hmm4/hmmdefs.tmp2 | grep ^[[:space:]]*${NUM2}[[:space:]] \ |
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| sed s/^[[:space:]]*[[:digit:]]*//g` |
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case ${NUM2} in |
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1 ) |
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echo ${LINE2} | sed s/~h\ \"sil\"/~h\ \"sp\"/g >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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2 ) |
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echo ${LINE2} >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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3 ) |
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echo ${LINE2} | sed s/5/3/g >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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10 ) |
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echo ${LINE2} | sed s/3/2/g >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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11 | 12 | 13 | 14 | 15) |
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echo ${LINE2} >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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22 ) |
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echo ${LINE2} | sed s/5/3/g >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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24 ) |
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echo "0.000000e+000 1.000000e+000 0.000000e+000" >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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25 ) |
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echo "0.000000e+000 0.900000e+000 0.100000e+000" >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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26 ) |
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echo "0.000000e+000 0.000000e+000 0.000000e+000" >> ./interim_files/hmm4/hmmdefs.tmp1 |
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;; |
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esac |
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let "NUM2 += 1" |
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done |
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fi |
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echo ${LINE} >> ./interim_files/hmm4/hmmdefs.tmp1 |
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print_process ${NUM} |
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let "NUM += 1" |
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done |
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mv -f ./interim_files/hmm4/hmmdefs.tmp1 ./interim_files/hmm4/hmmdefs |
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return 0 |
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} |
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make_dict1 () { |
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cat ./interim_files/dict > ./interim_files/dict1 |
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echo "silence [] sil" >> ./interim_files/dict1 |
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return 0 |
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} |
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make_mktrihed () { |
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if [ -f "$HTK/maketrihed" ]; then |
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perl $HTK/maketrihed ./interim_files/monophones1 ./interim_files/triphones1 |
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mv mktri.hed ./interim_files/ |
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else |
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echo "Error!! $HTK/maketrihed not found!" |
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return 1 |
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fi |
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return 0 |
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} |
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make_treehed () { |
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cat ./input_files/tree1.hed > ./interim_files/tree.hed |
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perl $HTK/mkclscript.prl TB 350 ./interim_files/monophones0 >> ./interim_files/tree.hed |
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echo ' ' >> ./interim_files/tree.hed |
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echo 'TR 1' >> ./interim_files/tree.hed |
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echo ' ' >> ./interim_files/tree.hed |
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echo 'AU "./interim_files/fulllist" ' >> ./interim_files/tree.hed |
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echo 'CO "./interim_files/tiedlist" ' >> ./interim_files/tree.hed |
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echo ' ' >> ./interim_files/tree.hed |
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echo 'ST "./interim_files/trees" ' >> ./interim_files/tree.hed |
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return 0 |
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} |
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make_fulllist () { |
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cat ./interim_files/fulllist > ./interim_files/fulllist-original |
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cat ./interim_files/triphones1 >> ./interim_files/fulllist |
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perl fixfulllist.pl ./interim_files/fulllist ./interim_files/fulllist1 |
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cat ./interim_files/fulllist1 > ./interim_files/fulllist |
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rm ./interim_files/fulllist1 |
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return 0 |
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} |
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print_heading () { |
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if [ $? = "0" ]; then |
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echo |
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echo -e "\t$1" |
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NUM=1 |
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while [ ${NUM} -lt 32 ]; |
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do |
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echo -n "==" |
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let "NUM += 1" |
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done |
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echo |
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else |
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exit 1 |
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fi |
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return 0 |
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} |
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######################################################################## |
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# Main |
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######################################################################## |
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print_heading "init" |
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HTK=$1 |
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LexiconDirectory=$2 |
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Debug=$3 |
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htk_init |
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export PATH=$PATH:$HTK # to access HTK executables |
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print_heading "Step 1 - Task Grammar" |
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echo -e 'already completed manually\n' |
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print_heading "Step 2 - Pronunciation Dictionnary" |
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make_wlist_label_file |
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HDMan -A -D -T 1 -m -w ./interim_files/wlist -e ./input_files -n ./interim_files/monophones1 -i -l logs/Step2_HDMan1_log ./interim_files/dict $LexiconDirectory/VoxForge/VoxForgeDict > logs/Step2_HDMan2_log |
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make_monophones0 |
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echo -e '***Please review the following HDMan output***:\n' |
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cat logs/Step2_HDMan1_log |
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print_heading "Step 3 - Recording the Data" |
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echo -e 'already completed manually\n' |
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print_heading "Step 4 - Creating Transcription Files" |
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make_wordsmlf |
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# HLEd -A -D -T 1 -l '*' -d ./interim_files/dict -i ./interim_files/phones0.mlf ./input_files/mkphones0.led ./interim_files/words.mlf > logs/Step4_HLEd_phones0_log |
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# HLEd -A -D -T 1 -l '*' -d ./interim_files/dict -i ./interim_files/phones1.mlf ./input_files/mkphones1.led ./interim_files/words.mlf > logs/Step4_HLEd_phones1_log |
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HLEd -A -D -T 1 -d ./interim_files/dict -i ./interim_files/phones0.mlf ./input_files/mkphones0.led ./interim_files/words.mlf > logs/Step4_HLEd_phones0_log |
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HLEd -A -D -T 1 -d ./interim_files/dict -i ./interim_files/phones1.mlf ./input_files/mkphones1.led ./interim_files/words.mlf > logs/Step4_HLEd_phones1_log |
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print_heading "Step 5 - Coding the (Audio) Data" |
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# HCopy -A -D -T 1 -C ./input_files/wav_config -S master_codetrain_8kHz:16bit.scp > logs/Step5_HCopy_log |
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echo -e 'already completed manually\n' |
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print_heading "Step 6 - Creating Monophones" |
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perl ./prompts2trainscp.pl ./interim_files/master_prompts ./interim_files/train.scp |
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echo -e 'making hmm0\n' |
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HCompV -A -D -T 1 -C ./input_files/config -f 0.01 -m -S ./interim_files/train.scp -M ./interim_files/hmm0 input_files/proto > logs/Step6_HCompV_hmm0_log |
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make_hmmdefs |
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make_macros |
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echo -e 'making hmm1\n' |
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HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/phones0.mlf -t 250.0 150.0 1000.0 -S ./interim_files/train.scp -H ./interim_files/hmm0/macros -H ./interim_files/hmm0/hmmdefs -M ./interim_files/hmm1 ./interim_files/monophones0 > logs/Step6_HERest_hmm1_log |
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echo -e 'making hmm2\n' |
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HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/phones0.mlf -t 250.0 150.0 1000.0 -S ./interim_files/train.scp -H ./interim_files/hmm1/macros -H ./interim_files/hmm1/hmmdefs -M ./interim_files/hmm2 ./interim_files/monophones0 > logs/Step6_HERest_hmm2_log |
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echo -e 'making hmm3\n' |
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HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/phones0.mlf -t 250.0 150.0 1000.0 -S ./interim_files/train.scp -H ./interim_files/hmm2/macros -H ./interim_files/hmm2/hmmdefs -M ./interim_files/hmm3 ./interim_files/monophones0 > logs/Step6_HERest_hmm3_log |
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print_heading "Step 7 - Fixing the Silence Model" |
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# using "cp ./interim_files/hmm3/. ./interim_files/hmm4 -R" |
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# causes these errors: |
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#cp: cannot create regular file `./interim_files/hmm4/./.svn/entries': Permission denied |
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#cp: cannot create regular file `./interim_files/hmm4/./.svn/text-base/macros.svn-base': Permission denied |
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#cp: cannot create regular file `./interim_files/hmm4/./.svn/text-base/hmmdefs.svn-base': Permission denied |
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cp ./interim_files/hmm3/hmmdefs ./interim_files/hmm4/hmmdefs |
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cp ./interim_files/hmm3/macros ./interim_files/hmm4/macros |
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# !!!!!! |
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echo -e 'making hmm4\n' |
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make_hmm4 2> /dev/null |
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echo -e 'making hmm5\n' |
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HHEd -A -D -T 1 -H ./interim_files/hmm4/macros -H ./interim_files/hmm4/hmmdefs -M ./interim_files/hmm5 ./input_files/sil.hed ./interim_files/monophones1 > logs/Step7_HHEd_hmm5_log |
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echo -e 'making hmm6\n' |
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HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/phones1.mlf -t 250.0 150.0 3000.0 -S ./interim_files/train.scp -H ./interim_files/hmm5/macros -H ./interim_files/hmm5/hmmdefs -M ./interim_files/hmm6 ./interim_files/monophones1 > logs/Step7_HERest_hmm6_log |
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echo -e 'making hmm7\n' |
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HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/phones1.mlf -t 250.0 150.0 3000.0 -S ./interim_files/train.scp -H ./interim_files/hmm6/macros -H ./interim_files/hmm6/hmmdefs -M ./interim_files/hmm7 ./interim_files/monophones1 > logs/Step7_HERest_hmm7_log |
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print_heading "Step 8 - Realigning the Training Data" |
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make_dict1 |
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| 343 |
echo -e 'realign hmm7\n' |
|---|
| 344 |
HVite -A -D -T 1 -l '*' -o SWT -b silence -C ./input_files/config -H ./interim_files/hmm7/macros -H ./interim_files/hmm7/hmmdefs -i ./interim_files/aligned.mlf -m -t 250.0 150.0 1000.0 -y lab -a -I ./interim_files/words.mlf -S ./interim_files/train.scp ./interim_files/dict1 ./interim_files/monophones1 > logs/Step8_HVite_log |
|---|
| 345 |
echo -e '***Please review the HVite output log file: 'logs/Step8_HVite_log' ***:\n' |
|---|
| 346 |
echo -e 'if you find warning messages stating: "No tokens survived to final node of network at beam xxx.x"\n' |
|---|
| 347 |
echo -e 'listen to the wav audio file and ensure that it is properly transcribed in the corresponding label file\n' |
|---|
| 348 |
# cat logs/Step8_HVite_log |
|---|
| 349 |
echo -e 'making hmm8\n' |
|---|
| 350 |
HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/aligned.mlf -t 250.0 150.0 3000.0 -S ./interim_files/train.scp -H ./interim_files/hmm7/macros -H ./interim_files/hmm7/hmmdefs -M ./interim_files/hmm8 ./interim_files/monophones1 > logs/Step8_HERest_hmm8_log |
|---|
| 351 |
echo -e 'making hmm9\n' |
|---|
| 352 |
HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/aligned.mlf -t 250.0 150.0 3000.0 -S ./interim_files/train.scp -H ./interim_files/hmm8/macros -H ./interim_files/hmm8/hmmdefs -M ./interim_files/hmm9 ./interim_files/monophones1 > logs/Step8_HERest_hmm9_log |
|---|
| 353 |
|
|---|
| 354 |
print_heading "Step 9 - Making Triphones from Monophones" |
|---|
| 355 |
echo -e 'making triphones\n' |
|---|
| 356 |
HLEd -A -D -T 1 -n ./interim_files/triphones1 -l '*' -i ./interim_files/wintri.mlf ./input_files/mktri.led ./interim_files/aligned.mlf > logs/Step9_HLed_log |
|---|
| 357 |
make_mktrihed |
|---|
| 358 |
echo -e 'making hmm10\n' |
|---|
| 359 |
HHEd -A -D -T 1 -H ./interim_files/hmm9/macros -H ./interim_files/hmm9/hmmdefs -M ./interim_files/hmm10 ./interim_files/mktri.hed ./interim_files/monophones1 > logs/Step9_HHEd_hmm10_log |
|---|
| 360 |
echo -e 'making hmm11\n' |
|---|
| 361 |
HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/wintri.mlf -t 250.0 150.0 3000.0 -S ./interim_files/train.scp -H ./interim_files/hmm10/macros -H ./interim_files/hmm10/hmmdefs -M ./interim_files/hmm11 ./interim_files/triphones1 > logs/Step9_HERest_hmm11_log |
|---|
| 362 |
echo -e 'making hmm12\n' |
|---|
| 363 |
HERest -A -D -T 1 -C ./input_files/config -I ./interim_files/wintri.mlf -t 250.0 150.0 3000.0 -s ./interim_files/stats -S ./interim_files/train.scp -H ./interim_files/hmm11/macros -H ./interim_files/hmm11/hmmdefs -M ./interim_files/hmm12 ./interim_files/triphones1 > logs/Step9_HERest_hmm12_log |
|---|
| 364 |
|
|---|
| 365 |
print_heading "Step 10 - Making Tied-State Triphones" |
|---|
| 366 |
HDMan -A -D -T 1 -b sp -n ./interim_files/fulllist -g ./input_files/global.ded -l logs/Step10_HDMan_flog ./interim_files/dict-tri $LexiconDirectory/VoxForge/VoxForgeDict > logs/Step10_HDMan_log |
|---|
| 367 |
make_fulllist |
|---|
| 368 |
make_treehed |
|---|
| 369 |
echo -e 'making hmm13\n' |
|---|
| 370 |
HHEd -A -D -T 1 -H ./interim_files/hmm12/macros -H ./interim_files/hmm12/hmmdefs -M ./interim_files/hmm13 ./interim_files/tree.hed ./interim_files/triphones1 > logs/Step10_HHed_hmm13_log |
|---|
| 371 |
echo -e 'making hmm14\n' |
|---|
| 372 |
HERest -A -D -T 1 -T 1 -C ./input_files/config -I ./interim_files/wintri.mlf -t 250.0 150.0 3000.0 -s ./interim_files/stats -S ./interim_files/train.scp -H ./interim_files/hmm13/macros -H ./interim_files/hmm13/hmmdefs -M ./interim_files/hmm14 ./interim_files/tiedlist > logs/Step10_HERest_hmm14_log |
|---|
| 373 |
echo -e 'making hmm15\n' |
|---|
| 374 |
HERest -A -D -T 1 -T 1 -C ./input_files/config -I ./interim_files/wintri.mlf -t 250.0 150.0 3000.0 -s ./interim_files/stats -S ./interim_files/train.scp -H ./interim_files/hmm14/macros -H ./interim_files/hmm14/hmmdefs -M ./interim_files/hmm15 ./interim_files/tiedlist > logs/Step10_HERest_hmm15_log |
|---|
| 375 |
|
|---|
| 376 |
cp ./interim_files/hmm15/hmmdefs ../acoustic_model_files |
|---|
| 377 |
cp ./interim_files/hmm15/macros ../acoustic_model_files |
|---|
| 378 |
cp ./interim_files/tiedlist ../acoustic_model_files |
|---|
| 379 |
|
|---|
| 380 |
print_heading "***completed***" |
|---|
| 381 |
|
|---|