Mercurial > hg > aimc
changeset 54:90eebc3c02ca
- Scripts for running recognition experiments using AIM-C and HTK to compare MFCCs against features generated with AIM-C
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/README.txt Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,1 @@ +Scripts to run \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/HTK/install_htk.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,15 @@ +#!/bin/bash +set -e +set -u +if [ ! -e /mnt/experiments/htk/.htk_installed_success ]; then +sudo mkdir /mnt/experiments/htk +sudo chown ubuntu /mnt/experiments/htk +cd /mnt/experiments/htk +wget --user $HTK_USERNAME --password $HTK_PASSWORD http://htk.eng.cam.ac.uk/ftp/software/HTK-3.4.1.tar.gz +tar -xzf HTK-3.4.1.tar.gz +cd htk +./configure --disable-hslab +make +sudo make install +touch /mnt/experiments/htk/.htk_installed_success +fi \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/aimc/build_aimc.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,12 @@ +#!/bin/bash +# Set up AIM-C on an Amazon EC2 instance. A useful reference for building. +AIMC_DIR=/mnt/experiments/aimc + +sudo mkdir -p $AIMC_DIR +sudo chown ubuntu $AIMC_DIR +cd $AIMC_DIR +svn checkout http://aimc.googlecode.com/svn/trunk/ aimc-read-only +cd aimc-read-only +scons +cd .. +export PATH=$PATH:$AIMC_DIR/aimc-read-only/build/posix-release/ \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/feature_generation/convert_flac_to_wav.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,31 @@ +#!/bin/bash +# Copyright 2009-2010 Thomas Walters <tom@acousticscale.org> +# +# Makes a copy of the cnbh syllables database in FLAC format found in +# $SOUNDS_ROOT/cnbh-syllables. The database is uncompressed to .WAV format +# for use with AIMCopy and HCopy. +# The first command-line argument is the location of $SOUNDS_ROOT +set -e +set -u + +$SOUNDS_ROOT=$1 + +if [ ! -e $SOUNDS_ROOT/clean/.make_clean_wavs_success ] then + mkdir -p $SOUNDS_ROOT/clean + VOWELS="a e i o u" + CONSONANTS="b d f g h k l m n p r s t v w x y z" + for v in $VOWELS; do + mkdir $SOUNDS_ROOT/clean/$v$v + for c in $CONSONANTS; do + mkdir $SOUNDS_ROOT/clean/$c$v + mkdir $SOUNDS_ROOT/clean/$v$c + done + done + CURRENT_DIR=`pwd` + cd $SOUNDS_ROOT/cnbh-syllables/ + for file in `find . -iname "*.flac"`; do + sox $file ../clean/${file%flac}.wav + done + touch $SOUNDS_ROOT/clean/.make_clean_wavs_success + cd $CURRENT_DIR +done \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/feature_generation/gen_hcopy_aimcopy_script.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,129 @@ +#!/bin/bash +# Copyright 2009-2010 Thomas Walters <tom@acousticscale.org> +# +# Generate a list of source and destination filenames from the syllables spoke +# pattern. This list can be used as a script for HTK's HCopy and AIM-C's +# AIMCopy binaries for generating features. +# +# The first argument is the path to the root directory for the features to be +# generated in. The second argument is the path to the sounds database. +# +# Generated files: +# feature_generation_script - The AIMCopy / HCopy script + +FEATURES_DIR=$1 +SOUND_SOURCE=$2 + +FULL_LIST=feature_generation_script + +# Temporary file names +SYLLIST=syllable_list +TALKERS=talker_list + +# The vowels and consonants that make up the CNBH database +VOWELS="a e i o u" +CONSONANTS="b d f g h k l m n p r s t v w x y z" + +if [ ! -e $FEATURES_DIR/.features_script_success ]; then +mkdir -p $FEATURES_DIR + +# Make the sets of VC, CV, and vowel only labels, plus silence and use them to +# generate the grammar, dictionary and list of syllables +if [ -a $FEATURES_DIR/$SYLLIST.tmp.tmp ] +then + rm $FEATURES_DIR/$SYLLIST.tmp.tmp +fi + +for v in $VOWELS; do + for c in $CONSONANTS; do + echo $v$c >> $FEATURES_DIR/$SYLLIST.tmp.tmp + echo $c$v >> $FEATURES_DIR/$SYLLIST.tmp.tmp + done +done + +# Sort the syllable list and delete the +# temporary, unsorted version +sort $FEATURES_DIR/$SYLLIST.tmp.tmp > $FEATURES_DIR/$SYLLIST.tmp +rm $FEATURES_DIR/$SYLLIST.tmp.tmp + +cat <<"EOF" > $FEATURES_DIR/${TALKERS}.tmp +170.9p112.2s +171.0p112.8s +171.3p111.7s +171.5p113.1s +171.9p111.5s +172.1p113.0s +172.4p111.9s +172.5p112.5s +171.7p112.3s +137.0p104.3s +141.3p135.4s +145.5p106.3s +148.8p128.8s +151.6p83.9s +153.0p108.1s +155.5p123.5s +156.7p90.6s +159.5p109.6s +161.1p119.4s +161.1p96.8s +163.4p157.6s +164.7p110.8s +164.9p102.1s +165.6p144.0s +165.7p116.2s +167.4p133.5s +167.8p106.5s +168.6p111.6s +168.9p125.4s +169.0p114.0s +170.0p109.7s +170.1p119.5s +171.0p115.5s +172.4p109.3s +173.3p105.6s +173.5p115.0s +174.5p100.6s +174.5p110.6s +174.9p113.0s +175.7p118.5s +176.1p94.5s +178.0p108.5s +178.1p87.6s +178.8p123.6s +179.0p113.9s +180.4p80.1s +183.0p105.7s +183.0p130.4s +184.8p115.1s +188.1p139.2s +189.6p102.1s +192.7p116.7s +194.5p150.4s +198.1p97.9s +202.7p118.6s +208.6p93.2s +215.2p121.0s +EOF + +echo "Generating script..." +exec 3> $FEATURES_DIR/$FULL_LIST +for syllable in $(cat $FEATURES_DIR/${SYLLIST}.tmp); do + for speaker in $(cat $FEATURES_DIR/${TALKERS}.tmp); do + SOURCE_FILENAME=$SOUND_SOURCE/$syllable/${syllable}${speaker}.wav + DEST_FILENAME=$FEATURES_DIR/$syllable/${syllable}${speaker}.htk + echo "$SOURCE_FILENAME ${DEST_FILENAME}" >&3 + done +done +exec 3>&- + +# Make the necessary directories for the computed features +echo "Making directory structure..." +for syllable in $(cat $FEATURES_DIR/${SYLLIST}.tmp); do + mkdir -p $FEATURES_DIR/$syllable +done + +rm $FEATURES_DIR/$SYLLIST.tmp +rm $FEATURES_DIR/${TALKERS}.tmp +touch $FEATURES_DIR/.features_script_success +fi \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/feature_generation/pink_noise.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,44 @@ +#!/bin/bash +# Copyright 2009-2010 Thomas Walters <tom@acousticscale.org> +# +# Add pink noise to the CNBH syllables database. The first argument is the +# path to the clean .wav files. The second argument is a quoted list of the +# desired SNRs in dB, separated by spaces. Directories are made for each SNR +# in the directory above that given in the first argument. +set -e +set -u + +CLEAN_SYLLABLES_DATABASE_PATH=$1 +SIGNAL_TO_NOISE_RATIOS=$2 + +# The syllables database is approximately at -9dB re. the max RMS level for a +# .wav file. +REFERENCE_SIGNAL_LEVEL="-9" +SAMPLE_RATE=48000 + +PREV_DIR=`pwd` +cd $CLEAN_SYLLABLES_DATABASE_PATH + +for SNR in ${SIGNAL_TO_NOISE_RATIOS}; do + if [ ! -e ../snr_${SNR}dB/.pink_noise_success ] + then + mkdir -p ../snr_${SNR}dB/ + VOWELS="a e i o u" + CONSONANTS="b d f g h k l m n p r s t v w x y z" + for v in $VOWELS; do + mkdir ../snr_${SNR}dB/$v$v + for c in $CONSONANTS; do + mkdir ../snr_${SNR}dB/$c$v + mkdir ../snr_${SNR}dB/$v$c + done + done + NOISE_LEVEL=$(( $REFERENCE_SIGNAL_LEVEL - $SNR )) + for file in `find . -iname "*.wav"`; do + # Note: the 0.684 below is the length of each syllable in the database + # in seconds + sox -r ${SAMPLE_RATE} -b 16 -n -t s2 - synth 0.684 pinknoise vol ${NOISE_LEVEL} dB | sox -m -v 0.25 $file -t s2 -r ${SAMPLE_RATE} -c 1 - ../snr_${SNR}dB/${file} + done + touch ../snr_${SNR}dB/.pink_noise_success + fi +done +cd $PREV_DIR \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/feature_generation/run_aimcopy.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,40 @@ +#!/bin/bash + +# Test for the existence of AIMCopy in the path +AIMCOPY=`which AIMCopy` +if [ $AIMCOPY == "" ]; then + echo "Please build AIM-C and make AIMCopy available in the path" +fi + +set -e +set -u + +FEATURES_DIR=$1 +MACHINE_CORES=$2 +FILE_LIST=feature_generation_script + +echo "Splitting data files over cores..." +total_cores=$(($MACHINE_CORES)) +echo -n $total_cores +echo " cores available" +total_files=`cat $FEATURES_DIR/$FILE_LIST | wc -l | sed 's/ *//'` +echo -n $total_files +echo " files to process" +files_per_core=$(($total_files/$total_cores+1)) +echo -n $files_per_core +echo " files per core" +split -l $files_per_core $FEATURES_DIR/$FILE_LIST $FEATURES_DIR/split_list +splits=( $(ls $FEATURES_DIR/split_list*)) +element=0 +echo -n "Spawning " +echo -n $total_cores +echo " tasks..." +for ((c=1;c<=$MACHINE_CORES;c+=1)); do + s=${splits[$element]} + AIMCopy -D $FEATURES_DIR/aimcopy_config.out -S $s & + let element=element+1 +done + +echo "Waiting for tasks to complete..." +wait +echo "Done!" \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/feature_generation/run_hcopy.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,63 @@ +#!/bin/bash + +HCOPY=`which HCopy` +if [ $HCOPY == "" ]; then + echo "Please build HTK and make the binaries available in the path" +fi + +set -e +set -u + +FEATURES_DIR=$1 +MACHINE_CORES=$2 +FILE_LIST=feature_generation_script +HCOPY_CONFIG=hcopy_configuration + +echo "Creating HCopy config file..." +cat <<"EOF" > $FEATURES_DIR/${HCOPY_CONFIG} +# Coding parameters +SOURCEFORMAT= WAV +TARGETKIND = MFCC_0_D_A +TARGETRATE = 100000.0 +SAVECOMPRESSED = T +SAVEWITHCRC = T +WINDOWSIZE = 250000.0 +USEHAMMING = T +PREEMCOEF = 0.97 +NUMCHANS = 200 +CEPLIFTER = 22 +NUMCEPS = 12 +ENORMALISE = F +# Parameters a bit like Welling and Ney (2002) +# Can't do zero, it seems. +# WARPLCUTOFF = 10 +# Upper frequency is the Nyquist freq. (24000Hz) +# so choose the break freq. close to that +# WARPUCUTOFF = 23000 +EOF + +echo "Splitting data files over cores..." +total_cores=$(($MACHINE_CORES)) +echo -n $total_cores +echo " cores available" +total_files=`cat $FEATURES_DIR/$FILE_LIST | wc -l | sed 's/ *//'` +echo -n $total_files +echo " files to process" +files_per_core=$(($total_files/$total_cores+1)) +echo -n $files_per_core +echo " files per core" +split -l $files_per_core $FEATURES_DIR/$FILE_LIST $FEATURES_DIR/split_list +splits=( $(ls $FEATURES_DIR/split_list*)) +element=0 +echo -n "Spawning " +echo -n $total_cores +echo " tasks..." +for ((c=1;c<=$MACHINE_CORES;c+=1)); do + s=${splits[$element]} + HCopy -T 1 -C $WORK/$HCOPY_CONFIG -S $s & + let element=element+1 +done + +echo "Waiting for tasks to complete..." +wait +echo "Done!" \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/feature_generation/run_mfcc_vtln_conversion.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,166 @@ +#!/bin/bash +# + +HCOPY=`which HCopy` +if [ $HCOPY == "" ]; then + echo "Please build HTK and make the binaries available in the path" +fi + +set -e +set -u + +FEATURES_DIR=$1 +SOUND_SOURCE=$2 + +FULL_LIST=feature_generation_script + +# Temporary file names +SYLLIST=syllable_list +TALKERS=talker_list + +# The vowels and consonants that make up the CNBH database +VOWELS="a e i o u" +CONSONANTS="b d f g h k l m n p r s t v w x y z" + +if [ ! -e $FEATURES_DIR/.features_script_success ]; then +mkdir -p $FEATURES_DIR + +# Make the sets of VC, CV, and vowel only labels, plus silence and use them to +# generate the grammar, dictionary and list of syllables +if [ -a $FEATURES_DIR/$SYLLIST.tmp.tmp ] +then + rm $FEATURES_DIR/$SYLLIST.tmp.tmp +fi + +for v in $VOWELS; do + for c in $CONSONANTS; do + echo $v$c >> $FEATURES_DIR/$SYLLIST.tmp.tmp + echo $c$v >> $FEATURES_DIR/$SYLLIST.tmp.tmp + done +done + +# Sort the syllable list and delete the +# temporary, unsorted version +sort $FEATURES_DIR/$SYLLIST.tmp.tmp > $FEATURES_DIR/$SYLLIST.tmp +rm $FEATURES_DIR/$SYLLIST.tmp.tmp + +cat <<"EOF" > $FEATURES_DIR/${TALKERS}.tmp +170.9p112.2s +171.0p112.8s +171.3p111.7s +171.5p113.1s +171.9p111.5s +172.1p113.0s +172.4p111.9s +172.5p112.5s +171.7p112.3s +137.0p104.3s +141.3p135.4s +145.5p106.3s +148.8p128.8s +151.6p83.9s +153.0p108.1s +155.5p123.5s +156.7p90.6s +159.5p109.6s +161.1p119.4s +161.1p96.8s +163.4p157.6s +164.7p110.8s +164.9p102.1s +165.6p144.0s +165.7p116.2s +167.4p133.5s +167.8p106.5s +168.6p111.6s +168.9p125.4s +169.0p114.0s +170.0p109.7s +170.1p119.5s +171.0p115.5s +172.4p109.3s +173.3p105.6s +173.5p115.0s +174.5p100.6s +174.5p110.6s +174.9p113.0s +175.7p118.5s +176.1p94.5s +178.0p108.5s +178.1p87.6s +178.8p123.6s +179.0p113.9s +180.4p80.1s +183.0p105.7s +183.0p130.4s +184.8p115.1s +188.1p139.2s +189.6p102.1s +192.7p116.7s +194.5p150.4s +198.1p97.9s +202.7p118.6s +208.6p93.2s +215.2p121.0s +EOF + +echo "Generating script..." +exec 3> $FEATURES_DIR/$FULL_LIST +for syllable in $(cat $FEATURES_DIR/${SYLLIST}.tmp); do + for speaker in $(cat $FEATURES_DIR/${TALKERS}.tmp); do + SOURCE_FILENAME=$SOUND_SOURCE/$syllable/${syllable}${speaker}.wav + DEST_FILENAME=$FEATURES_DIR/$syllable/${syllable}${speaker}.htk + echo "$SOURCE_FILENAME ${DEST_FILENAME}" >&3 + done +done +exec 3>&- + +# Make the necessary directories for the computed features +echo "Making directory structure..." +for syllable in $(cat $FEATURES_DIR/${SYLLIST}.tmp); do + mkdir -p $FEATURES_DIR/$syllable +done + + +echo "Creating HCopy config file..." +cat <<"EOF" > $FEATURES_DIR/${HCOPY_CONFIG} +# Coding parameters +SOURCEFORMAT= WAV +TARGETKIND = MFCC_0_D_A +TARGETRATE = 100000.0 +SAVECOMPRESSED = T +SAVEWITHCRC = T +WINDOWSIZE = 250000.0 +USEHAMMING = T +PREEMCOEF = 0.97 +NUMCHANS = 200 +CEPLIFTER = 22 +NUMCEPS = 12 +ENORMALISE = F +# Parameters a bit like Welling and Ney (2002) +# Can't do zero, it seems. +WARPLCUTOFF = 10 +# Upper frequency is the Nyquist freq. (24000Hz) +# so choose the break freq. close to that +WARPUCUTOFF = 23000 +EOF + +#echo "Splitting data files..." +#cat $WORK/${TRAIN_LIST} $WORK/${TEST_LIST} > $WORK/${COMBINED_LIST} + +for TALKER in $(cat $FEATURES_DIR/$TALKERS); do + cp $FEATURES_DIR/${HCOPY_CONFIG} $FEATURES_DIR/${HCOPY_CONFIG}_$TALKER + scale=`echo $speaker | sed 's/.*p//' | sed 's/s.*//'` + warpfactor=0`echo "scale=4; 100.0/$scale" | bc` + echo "WARPFREQ = $warpfactor" >> $WORK/${HCOPY_CONFIG}_$TALKER + ${HTK_PREFIX}HCopy -T 1 -C $FEATURES_DIR/${HCOPY_CONFIG}_$TALKER -S $FEATURES_DIR/${TRAIN_LIST}_$TALKER & +done + +echo "Waiting for tasks to complete..." +wait +echo "Done!" + +rm $FEATURES_DIR/$SYLLIST.tmp +rm $FEATURES_DIR/${TALKERS}.tmp +touch $FEATURES_DIR/.features_script_success +fi \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/results_plotting/plot_all_results.m Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,106 @@ +% Plot a figure based on recognition data from the HTK-AIM features +% experiments - a reworking of the 'spider plots' by Jess Monaghan, +% Nick Fyson and Martin Vestergaard. +% Copyright 2009 University of Cambridge +% Author: Tom Walters <tcw24@cam> +function plot_all_results(exp_path) + +% Load the results from the experimental directory +load([exp_path 'misclassified.txt_iter15']); + +% The total number of syllables in the CNBH syllable database +num_points = 185; +target_VTL = 15; + +misclassified(:, 1) = 1 - misclassified(:, 1) / num_points; %#ok<NODEF> + +% The individual data points are plotted as spheres +sphere_size_x = 1.2; +sphere_size_y = 0.17; +sphere_size_z = 2.5; + +% Get the location of the various points on the spoke pattern +[spokes, target] = get_spoke_points(); +results = {}; + +% Fill the results vector +for i = 1:length(spokes) + results{i} = zeros(length(spokes{1}),1); + r=round(spokes{i}*10)/10; + for j = 1:length(spokes{i}) + result = misclassified(misclassified(:,3) == r(j,2) ... + & misclassified(:,2) == r(j,1), 1); + if result + results{i}(j) = result; + else + results{i}(j) = 1.0; + end + end + results{i} = 100.0 * results{i}; + spokes{i}(:,2) = target_VTL * target(2) ./ spokes{i}(:,2); +end + +figure1 = figure; +axes1 = axes('Parent',figure1,'YScale','log','YMinorTick','on',... + 'YMinorGrid','on',... + 'XScale','log',... + 'XMinorTick','on',... + 'XMinorGrid','on'); + +shades = 50; +cmap = fliplr(autumn(shades)); +for i=1:length(spokes) + + hold on; + j=1; + x_pos = spokes{i}(j, 1); + y_pos = spokes{i}(j, 2); + z_pos = results{i}(j); + j=2; + x_pos_2 = spokes{i}(j, 1); + y_pos_2 = spokes{i}(j, 2); + z_pos_2 = results{i}(j); + + text(x_pos + 0.3*(x_pos - x_pos_2), y_pos + 0.3*(y_pos - y_pos_2), z_pos + 0.3*(z_pos - z_pos_2) , [num2str(results{i}(j), 3) '%']); + for j = 1:length(spokes{i}) + [X Y Z] = sphere(10); + X = sphere_size_x.*X + spokes{i}(j,1); + Y = sphere_size_y.*Y + spokes{i}(j,2); + Z = sphere_size_z.*Z + results{i}(j); + % C = zeros(size(X)); + plot3([spokes{i}(j, 1) spokes{i}(j, 1)], ... + [spokes{i}(j, 2),spokes{i}(j, 2)], [0 results{i}(j)], '-k.', ... + 'LineWidth', 1, 'Color', [0.8 0.8 0.8]); + surf(X, Y, Z, ones(size(Z)) .* (results{i}(j)), 'LineStyle', 'none'); + end + plot3(spokes{i}(:,1), spokes{i}(:,2), results{i}(:), '-', 'LineWidth', 2, ... + 'Color', [0.2 0.2 0.2]); +end +% Plot a zero-sized sphere at zero to get the autoscaling of the colour bar +% correct +[X Y Z] = sphere(20); +X = zeros(size(X)) - 1; +surf(X, X, X, ones(size(Z)) .* 0, 'LineStyle', 'none'); +%colorbar('WestOutside'); +view([-80 60]); +grid('on'); +xlim([132 224]); +zlim([0 100]); +ylim([10 22]); +set(gca, 'FontSize', 12); +%set(gca, 'FontName', 'Hoefler Text'); +xlabel('GPR /Hz'); +ylabel('VTL /cm'); +zlabel('Percent correct'); +set(axes1, 'YScale', 'log'); +set(axes1, 'XScale', 'log'); +set(axes1, 'XTick', [132 172 224]); +set(axes1, 'YTick', [10 15 22]); +set(axes1, 'YDir', 'reverse'); +set(axes1, 'ZTick', [0 20 40 60 80 100]); +hold('all'); +print('-depsc', 'results_plot.eps'); +!open results_plot.eps + + +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/gen_htk_base_files.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,86 @@ +#!/bin/bash +# +# Create HTK grammar and other files for the CNBH syllables database. +# +# Copyright 2009-2010 Thomas Walters <tom@acousticscale.org> +# +# The first command-line argument is the directory in which to place +# the generated files. +# +# The following files are generated: +# grammar - HTK grammar file +# dictionary - HTK dictionary file +# syllable_list_with_silence - As above, with a silence syllable appended +# word_network - Word network, as generated with HParse + +# TODO(tom): check for empty $1 and make WORK="." +WORK=$1 + +# Generated filenames +GRAM=grammar +DICT=dictionary +SYLLIST_COMPLETE=syllable_list_with_silence +WDNET=word_network + +# The vowels and consonants that make up the CNBH database +VOWELS="a e i o u" +CONSONANTS="b d f g h k l m n p r s t v w x y z" +SILENCE="sil" + +# Make the sets of VC, CV, and vowel only labels, plus silence and use them to +# generate the grammar, dictionary and list of syllables +if [ -a $WORK/$SYLLIST_COMPLETE.tmp ] +then + rm $WORK/$SYLLIST_COMPLETE.tmp +fi + +if [ -a $WORK/$DICT.tmp ] +then + rm $WORK/$DICT.tmp +fi + +echo "Generating grammar, dictionary and syllable list..." +echo -n '$word = ' > $WORK/$GRAM +FIRST=true; +for v in $VOWELS; do + echo "$v$v [$v$v] $v$v" >> $WORK/$DICT.tmp + echo $v$v >> $WORK/$SYLLIST_COMPLETE.tmp + if $FIRST; then + echo -n "$v$v" >> $WORK/$GRAM + FIRST=false + else + echo -n " | $v$v" >> $WORK/$GRAM + fi + for c in $CONSONANTS; do + echo "$v$c [$v$c] $v$c" >> $WORK/$DICT.tmp + echo -n " | $v$c" >> $WORK/$GRAM + echo "$c$v [$c$v] $c$v" >> $WORK/$DICT.tmp + echo -n " | $c$v" >> $WORK/$GRAM + echo $v$c >> $WORK/$SYLLIST_COMPLETE.tmp + echo $c$v >> $WORK/$SYLLIST_COMPLETE.tmp + done +done +echo ';' >> $WORK/$GRAM + +# Sort the dictionary and delete the +# temporary, unsorted version +sort $WORK/$DICT.tmp > $WORK/$DICT +rm $WORK/$DICT.tmp + +# Sort the syllable list and delete the +# temporary, unsorted version +sort $WORK/$SYLLIST_COMPLETE.tmp > $WORK/$SYLLIST_COMPLETE +rm $WORK/$SYLLIST_COMPLETE.tmp + +# Add silence to the end of the various files just generated +echo $SILENCE >> $WORK/$SYLLIST_COMPLETE +echo "end_$SILENCE [$SILENCE] $SILENCE" >> $WORK/$DICT +echo "start_$SILENCE [$SILENCE] $SILENCE" >> $WORK/$DICT +echo "( start_$SILENCE \$word end_$SILENCE )" >> $WORK/$GRAM + +# Use HParse to parse the grammar into a wordnet +echo "Generating wordnet from grammar..." +${HTK_PREFIX}HParse $WORK/$GRAM $WORK/$WDNET + + +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/run_test_instance.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,76 @@ +#!/bin/bash +# Script to run a single HMM train/test cycle with the given parameters. +# This script expects the following variables to be set +# +# total_hmm_states - total number of HMM states (including the 2 non-emitting states) +# mixture_components - number of components in the output distribution for each emitting state +# input_vector_size - number or elements in the input vector (normally 39 for MFCCs, 12 for AIM) +# feature_code - HTK feature type code for the features being used (normally MFCC_0_D_A for MFCCs and USER_E_D_A for AIM features) +# FEATURE_SUFFIXES - List of suffixes appended to the feature filenames. For the MFCCs this is just "mfc" but for the AIM feature, there can be multiple features generated from each run of AIMCopy +# WORK - working directory +# SYLLIST_COMPLETE + +# Filenames generated here +HMMPROTO=hmm_prototype +HHED_SCRIPT=hhed_change_components_script +RECOUT=recognition_output +RESULTS_FILE=results +MISCLASSIFIED=misclassified_syllables + +# Filenames used here +TRAIN_SCRIPT=training_script +TEST_SCRIPT=testing_script +SYLLIST_COMPLETE=syllable_list_with_silence + +hmm_type=${total_hmm_states}states_${mixture_components}mixture_components +echo "HMM type: $hmm_type" +mkdir -p $WORK/$hmm_type + +echo "Creating HMM structure..." +./gen_hmmproto.py --input_size ${input_vector_size} --total_hmm_states ${total_hmm_states} --feature_type ${feature_code} > $WORK/$hmm_type/$HMMPROTO + +echo "Adding output mixture components..." +./gen_hhed_script.py --num_means ${mixture_components} --total_hmm_states ${total_hmm_states} > $WORK/$hmm_type/$HHED_SCRIPT + + +echo "Training HMM..." +echo "Setting up prototype HMM..." +mkdir -p $WORK/$hmm_type/hmm0 +HCompV -C $WORK/$HMMCONFIG -f 0.01 -m -S $WORK/$TRAIN_SCRIPT -M $WORK/$hmm_type/hmm0 $WORK/$hmm_type/$HMMPROTO + +echo "Generating HMM definitions..." +# Now take the prototype file from hmm0, and create the other HMM definitions +# from it +grep -A 9999 "<BEGINHMM>" $WORK/$hmm_type/hmm0/$HMMPROTO > $WORK/$hmm_type/hmm0/hmms +for syllable in $(cat $WORK/$SYLLIST_COMPLETE); do + echo "~h $syllable" >> $WORK/$hmm_type/$feature/hmm0/hmmdefs + cat $WORK/$hmm_type/$feature/hmm0/hmms >> $WORK/$hmm_type/$feature/hmm0/hmmdefs +done + +echo -n "~o<STREAMINFO> 1 ${input_vector_size}<VECSIZE> ${input_vector_size}<NULLD><${feature_code}><DIAGC>" > $WORK/$hmm_type/$feature/hmm0/macros + +cat $WORK/$hmm_type/$feature/hmm0/vFloors >> $WORK/$hmm_type/$feature/hmm0/macros + +${HTK_PREFIX}HHEd -H $WORK/$hmm_type/$feature/hmm0/macros -H $WORK/$hmm_type/$feature/hmm0/hmmdefs $WORK/$hmm_type/$HHED_SCRIPT $WORK/$SYLLIST_COMPLETE + +for iter in $TRAINING_ITERATIONS_LIST; do + echo "Training iteration ${iter}..." + let "nextiter=$iter+1" + mkdir $WORK/$hmm_type/hmm$nextiter + ${HTK_PREFIX}HERest -C $WORK/$HMMCONFIG -I $WORK/$TRAIN_MLF \ + -t 250.0 150.0 1000.0 -S $WORK/$TRAIN_SCRIPT \ + -H $WORK/$hmm_type/hmm$iter/macros -H $WORK/$hmm_type/hmm$iter/hmmdefs \ + -M $WORK/$hmm_type/hmm$nextiter $WORK/$SYLLIST_COMPLETE +done + +for iter in $TESTING_ITERATIONS_LIST; do + echo "Testing iteration ${iter}..." + ${HTK_PREFIX}HVite -H $WORK/$hmm_type/hmm$iter/macros -H $WORK/$hmm_type/hmm$iter/hmmdefs \ + -C $WORK/$HMMCONFIG -S $WORK/$TEST_SCRIPT -i $WORK/$hmm_type/$RECOUT \ + -w $WORK/$WDNET -p 0.0 -s 5.0 $WORK/$DICT $WORK/$SYLLIST_COMPLETE + echo "Results from testing on iteration ${iter}..." + ${HTK_PREFIX}HResults -e "???" ${SILENCE} -I $WORK/$TEST_MLF $WORK/$SYLLIST_COMPLETE $WORK/$hmm_type/$RECOUT + ${HTK_PREFIX}HResults -p -t -e "???" ${SILENCE} \ + -I $WORK/$TEST_MLF $WORK/$SYLLIST_COMPLETE $WORK/$hmm_type/$RECOUT > $WORK/$hmm_type/${RESULTS_FILE}_iteration_$iter + grep Aligned $WORK/$hmm_type/${RESULTS_FILE}_iteration_$iter| sed -E "s/.*\/..\/([a-z]{2})([0-9]{2,3}\.[0-9])p([0-9]{2,3}\.[0-9])s.*/\2 \3/" | sort | uniq -c > $WORK/$hmm_type/${MISCLASSIFIED}_iteration_$iter +done
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/test_features.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,66 @@ +#!/bin/bash +# +# Train and test an HTK monophone model using AIM or MFCC +# features and the CNBH syllable databse +# +# Copyright 2009-2010 University of Cambridge +# Author: Thomas Walters <tom@acousticscale.org> +# +# Run multiple HMMs + +set -e +set -u + +WORKING_DIRECTORY=$1 +FEATURE_SOURCE=$2 +FEATURE_SUFFIX=$3 +HMM_STATES_LIST=$4 +MIXTURE_COMPONENTS_LIST=$5 +TRAINING_ITERATIONS_LIST=$6 +TESTING_ITERATIONS_LIST=$7 +FEATURE_SIZE=$8 +FEATURE_TYPE=$9 + + +TRAIN_SPEAKERS=train_speakers +TEST_SPEAKERS=test_speakers + +# These are not +SYLLIST_COMPLETE=syllist +GRAM=gram +DICT=dict +WDNET=wdnet +TRAIN_MLF=train.mlf +TEST_MLF=test.mlf +HMMCONFIG=hmmconfig + + + + + + +if [ "$MFCC_FEATURES" ] +then + cat <<"EOF" > $WORK/$HMMCONFIG +# Coding parameters +SOURCEFORMAT= HTK +EOF +else + cat <<"EOF" > $WORK/$HMMCONFIG +# Coding parameters +# The TARGETKIND and SOURCEKIND lines are to add deltas and delta-deltas to +# the AIM features +SOURCEFORMAT= HTK +SOURCEKIND= USER_E +TARGETKIND = USER_E_D_A +EOF +fi + +for total_hmm_states in 3 4 5 6 7 8; do + for mixture_components in 1 2 3 4 5 6 7; do + . run_test_instance.sh & + done +done +echo "Waiting..." +wait +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/gen_spoke_points/README.txt Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,9 @@ +The bash scripts in this directory are incomplete. spoke_point.sh serves as +a method of getting arbitrary spoke points, and +generate_train_test_scripts.sh is an incomplete method of generating training +and testing scripts. However, they don't yet include a way of getting at the +central speaker, or of creating random sets of syllables, so they're left here +for historical value. + +The canonical spoke points are generated using the MATLAB function +get_spoke_points..m \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/gen_spoke_points/generate_train_test_sets.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,50 @@ +#!/bin/bash + +if [ "${#}" -lt "1" ] + then + echo "Generate various train and test sets from the syllables database" + echo "Creates files in the current directory: train_speakers and test_speakers" + echo "for training and testing." + echo "Usage $0 train_set [value]" + echo " Where train_set is one of" + echo " ring: train on all syllabes from a given ring of points, value: 1-7" + echo " (1 is the outermost ring, 7 is the innermost (original) ring)" +# echo " spoke: train on all syllabes on a given spoke, value: 1-8" +# echo " random: a randomly distributed set of syllabes from across all" +# echo " training points" + exit -1 +fi + +# Names of various files and directories. +# Rename here if you don't like them for some reason. +WORK=work +SYLLIST=syls +TRAIN_LIST=train_speakers +TEST_LIST=test_speakers + +if [ $1 == "ring" ] + then + if [ "$#" -lt "2" ] + then + RING=7 + else + RING=$2 + fi + exec 3> $WORK/$TRAIN_LIST + exec 5> $WORK/$TEST_LIST + for r in {1..7} + do + for s in {1..8} + do + if [ "$RING" -eq "$r" ] + then + echo "`./spoke_point.sh $s $r`" >&3 + else + echo "`./spoke_point.sh $s $r`" >&5 + fi + done + done +fi + +exec 3>&- +exec 5>&-
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/gen_spoke_points/matlab/get_spoke_points.m Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,61 @@ + + +function [spokes, target] = get_spoke_points(target_pitch,target_scale,... + pitch_radius,scale_radius,... + spoke_grad,no_spokes,... + no_per_spoke) + +if ~exist('target_pitch') + fprintf('Using default parameters for get_spoke_points\n'); + % default values for get_spoke_points + target_pitch = 171.7; + target_scale = 165/146.9*100;%105.8; + pitch_radius = 4; % in semitones + scale_radius = 6; % in pseudo semitones + spoke_grad = 0.22; % gradient of first spoke, closest to origin + no_spokes = 8; + no_per_spoke = 7; +end +target = [target_pitch, target_scale]; + +% calculate max values on ellipse for each coordinate +pitch_max = target_pitch * 2^(pitch_radius/12); +scale_max = target_scale * 2^(scale_radius/12); + +% convert all values into log domain +target_p_log = log(target_pitch); +target_s_log = log(target_scale); +max_p_log = log(pitch_max); +max_s_log = log(scale_max); + +% using parametric equations for ellipse +a = max_p_log - target_p_log; % semi-axis in pitch direction +b = max_s_log - target_s_log; % semi_axis in scale direction + +t = atan(spoke_grad) + pi; + +alpha = (0:no_spokes-1) * 2*pi/(no_spokes) + t; + +pitch_log = a*cos(alpha) + target_p_log; +scale_log = b*sin(alpha) + target_s_log; + +spokes = cell(no_spokes,1); + +for i = 1:no_spokes + + vector = [target_p_log-pitch_log(i), target_s_log-scale_log(i)]; + numerator = ([0:no_per_spoke]).^2; + + + + for j = 1:no_per_spoke + + coords(no_per_spoke+1-j,1:2) = [pitch_log(i),scale_log(i)] + vector*(numerator(no_per_spoke+1)-numerator(j+1))/numerator(no_per_spoke+1); + + end + + spokes{i} = exp(coords); +% spokes{i} = coords; + +end +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/gen_spoke_points/matlab/list_spokes.m Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,19 @@ +function list_spokes() +% Put the spoke points into a form that bash likes + +spokes = get_spoke_points; + +out = sprintf('# Bash-friendly spoke positions generated by list_spokes.m\n'); + +%out = [out sprintf('spokes = (')]; +for i=1:length(spokes) + out = [out sprintf('spokes[%d]="', i)]; + for j=1:length(spokes{i}) + out = [out sprintf('%3.1fp%3.1fs ', spokes{i}(j,1), spokes{i}(j,2))]; + end + out = [out sprintf('\b"\n')]; +end +%out = [out sprintf('\b)')]; +%out = [out sprintf('\n')]; + +disp(out); \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/gen_spoke_points/spoke_point.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,34 @@ +#!/bin/bash +if [ "${#}" -lt "1" ] + then + echo "Usage $0 spoke_number [point_on_spoke]" + echo " Spokes are numbered from 1." + echo " Points on spokes are numbered from 1." + echo " Point 1 is the outermost value, point 7 is the innermost value." + echo " (closest to the reference speaker)" + echo " Passing 0 as the spoke value gives the reference talker." + exit -1 +fi + +# These values are generated using matlab/list_spokes.m which calls +# matlab/get_spoke_points.m + +# Central talker is 171.7p112.3s +# Bash-friendly spoke positions generated by list_spokes.m +spokes[0]="171.7p112.3s" +spokes[1]="137.0p104.3s 145.5p106.3s 153.0p108.1s 159.5p109.6s 164.7p110.8s 168.6p111.6s 170.9p112.2s" +spokes[2]="151.6p83.9s 156.7p90.6s 161.1p96.8s 164.9p102.1s 167.8p106.5s 170.0p109.7s 171.3p111.7s" +spokes[3]="180.4p80.1s 178.1p87.6s 176.1p94.5s 174.5p100.6s 173.3p105.6s 172.4p109.3s 171.9p111.5s" +spokes[4]="208.6p93.2s 198.1p97.9s 189.6p102.1s 183.0p105.7s 178.0p108.5s 174.5p110.6s 172.4p111.9s" +spokes[5]="215.2p121.0s 202.7p118.6s 192.7p116.7s 184.8p115.1s 179.0p113.9s 174.9p113.0s 172.5p112.5s" +spokes[6]="194.5p150.4s 188.1p139.2s 183.0p130.4s 178.8p123.6s 175.7p118.5s 173.5p115.0s 172.1p113.0s" +spokes[7]="163.4p157.6s 165.6p144.0s 167.4p133.5s 168.9p125.4s 170.1p119.5s 171.0p115.5s 171.5p113.1s" +spokes[8]="141.3p135.4s 148.8p128.8s 155.5p123.5s 161.1p119.4s 165.7p116.2s 169.0p114.0s 171.0p112.8s" + +if [ "${#}" -eq "1" ] + then + echo ${spokes[$1]} + exit 0 + else + echo `echo ${spokes[$1]} | cut -d " " -f $2` +fi \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/generate_train_test_lists.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,121 @@ +#!/bin/bash +# Generate training and testing scripts for HTK +# +# First argument is a string: "inner_talkers" train on the inner circle of talkers +# "outer_talkers" train on the outer circle of talkers +# Second argument is the directory in which to place output files +# Third argument is the name of the features directory +# Fourth argument is the feature name +# +# File generated are: training_master_label_file, testing_master_label_file, +# training_script, testing_script +set -e +set -u + +TALKERS=$1 +WORK=$2 +FEATURES_DIR=$3 +FEATURE_NAME=$4 + +TRAIN_MLF=training_master_label_file +TEST_MLF=testing_master_label_file +TRAIN_SCRIPT=training_script +TEST_SCRIPT=testing_script +SYLLIST=syllable_list + +if [ $TALKERS == "inner_talkers" ]; then + ./train_on_central.sh $WORK/training_talkers $WORK/testing_talkers +fi + +if [ $TALKERS == "outer_talkers" ]; then + ./train_on_extrema.sh $WORK/training_talkers $WORK/testing_talkers +fi + +# The vowels and consonants that make up the CNBH database +VOWELS="a e i o u" +CONSONANTS="b d f g h k l m n p r s t v w x y z" +SILENCE="sil" + +# Generate a temporary list of the sylables in the database +if [ -a $WORK/$SYLLIST.tmp ] +then + rm $WORK/$SYLLIST.tmp +fi + +echo "Generating temporary syllable list..." +for v in $VOWELS; do + echo $v$v >> $WORK/$SYLLIST.tmp + for c in $CONSONANTS; do + echo $v$c >> $WORK/$SYLLIST.tmp + echo $c$v >> $WORK/$SYLLIST.tmp + done +done + +# Sort the syllable list and delete the +# temporary, unsorted version +sort $WORK/$SYLLIST.tmp > $WORK/$SYLLIST +rm $WORK/$SYLLIST.tmp + +# Construct the conversion scripts for AIMCopy (or HCopy) and +# the master label files for the train and test sets +echo "Generating master label files..." +if [ -a $WORK/$TRAIN_MLF ] +then + rm $WORK/$TRAIN_MLF +fi +if [ -a $WORK/$TEST_MLF ] +then + rm $WORK/$TEST_MLF +fi +exec 4> $WORK/$TRAIN_MLF +exec 6> $WORK/$TEST_MLF +echo '#!MLF!#' >&4 +echo '#!MLF!#' >&6 + +for syllable in $(cat $WORK/${SYLLIST}); do + for speaker in $(cat $WORK/training_talkers); do + DEST_FILENAME=$FEATURES_DIR/$syllable/${syllable}${speaker} + echo "'\"${DEST_FILENAME}.lab\"'" >&4 + echo "$SILENCE" >&4 + echo $syllable >&4 + echo "$SILENCE" >&4 + echo "." >&4 + done + for speaker in $(cat $WORK/testing_talkers); do + DEST_FILENAME=$FEATURES_DIR/$syllable/${syllable}${speaker} + echo "'\"${DEST_FILENAME}.lab\"'" >&6 + echo "$SILENCE" >&6 + echo $syllable >&6 + echo "$SILENCE" >&6 + echo "." >&6 + done +done +exec 4>&- +exec 6>&- + +echo "Generating train and test scripts..." +if [ -a $WORK/$TRAIN_SCRIPT ] +then + rm $WORK/$TRAIN_SCRIPT +fi +if [ -a $WORK/$TEST_SCRIPT ] +then + rm $WORK/$TEST_SCRIPT +fi +exec 7> $WORK/$TRAIN_SCRIPT +exec 8> $WORK/$TEST_SCRIPT +for syllable in $(cat $WORK/${SYLLIST}); do + for speaker in $(cat $WORK/training_talkers); do + DEST_FILENAME=$FEATURES_DIR/$syllable/${syllable}${speaker} + echo "'${DEST_FILENAME}.${FEATURE_NAME}'" >&7 + done + for speaker in $(cat $WORK/testing_talkers); do + DEST_FILENAME=$FEATURES_DIR/$syllable/${syllable}${speaker} + echo "'${DEST_FILENAME}.${FEATURE_NAME}'" >&8 + done +done +exec 7>&- +exec 8>&- + +rm $WORK/${SYLLIST} +rm $WORK/training_talkers $WORK/testing_talkers \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/random_syllables/test_rand.mlf Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,45326 @@ +#!MLF!# +'"snr+30dB/features/am/am171.3p111.7s100.0t+000itd.lab"' +sil +am +sil +. +'"snr+30dB/features/aa/aa184.8p115.1s100.0t+000itd.lab"' +sil +aa +sil +. +'"snr+30dB/features/uv/uv178.1p87.6s100.0t+000itd.lab"' +sil +uv +sil +. +'"snr+30dB/features/fo/fo141.3p135.4s100.0t+000itd.lab"' +sil +fo +sil +. +'"snr+30dB/features/ux/ux172.4p111.9s100.0t+000itd.lab"' +sil +ux +sil +. +'"snr+30dB/features/oz/oz151.6p83.9s100.0t+000itd.lab"' +sil +oz +sil +. +'"snr+30dB/features/fa/fa174.5p110.6s100.0t+000itd.lab"' +sil +fa +sil +. +'"snr+30dB/features/ig/ig170.9p112.2s100.0t+000itd.lab"' +sil +ig +sil +. +'"snr+30dB/features/ix/ix165.6p144.0s100.0t+000itd.lab"' +sil +ix +sil +. +'"snr+30dB/features/ox/ox167.4p133.5s100.0t+000itd.lab"' +sil +ox +sil +. +'"snr+30dB/features/pu/pu178.0p108.5s100.0t+000itd.lab"' +sil +pu +sil +. +'"snr+30dB/features/bi/bi202.7p118.6s100.0t+000itd.lab"' +sil +bi +sil +. +'"snr+30dB/features/bo/bo175.7p118.5s100.0t+000itd.lab"' +sil +bo +sil +. +'"snr+30dB/features/uk/uk153.0p108.1s100.0t+000itd.lab"' +sil +uk +sil +. +'"snr+30dB/features/us/us168.9p125.4s100.0t+000itd.lab"' +sil +us +sil +. +'"snr+30dB/features/vu/vu173.3p105.6s100.0t+000itd.lab"' +sil +vu +sil +. +'"snr+30dB/features/aa/aa168.9p125.4s100.0t+000itd.lab"' +sil +aa +sil +. +'"snr+30dB/features/bo/bo170.1p119.5s100.0t+000itd.lab"' +sil +bo +sil +. +'"snr+30dB/features/ee/ee165.6p144.0s100.0t+000itd.lab"' +sil +ee +sil +. +'"snr+30dB/features/fu/fu164.9p102.1s100.0t+000itd.lab"' +sil +fu +sil +. +'"snr+30dB/features/el/el173.5p115.0s100.0t+000itd.lab"' +sil +el +sil +. +'"snr+30dB/features/ko/ko184.8p115.1s100.0t+000itd.lab"' +sil +ko +sil +. +'"snr+30dB/features/lu/lu174.5p100.6s100.0t+000itd.lab"' +sil +lu +sil +. +'"snr+30dB/features/di/di179.0p113.9s100.0t+000itd.lab"' +sil +di +sil +. +'"snr+30dB/features/ro/ro141.3p135.4s100.0t+000itd.lab"' +sil +ro +sil +. +'"snr+30dB/features/ot/ot170.1p119.5s100.0t+000itd.lab"' +sil +ot +sil +. +'"snr+30dB/features/eb/eb159.5p109.6s100.0t+000itd.lab"' +sil +eb +sil +. +'"snr+30dB/features/xu/xu188.1p139.2s100.0t+000itd.lab"' +sil +xu +sil +. +'"snr+30dB/features/ya/ya171.7p112.3s100.0t+000itd.lab"' +sil +ya +sil +. +'"snr+30dB/features/ab/ab172.4p111.9s100.0t+000itd.lab"' +sil +ab +sil +. +'"snr+30dB/features/si/si161.1p119.4s100.0t+000itd.lab"' +sil +si +sil +. +'"snr+30dB/features/on/on170.9p112.2s100.0t+000itd.lab"' +sil +on +sil +. +'"snr+30dB/features/ki/ki170.9p112.2s100.0t+000itd.lab"' +sil +ki +sil +. +'"snr+30dB/features/uk/uk169.0p114.0s100.0t+000itd.lab"' +sil +uk +sil +. +'"snr+30dB/features/pu/pu172.4p111.9s100.0t+000itd.lab"' +sil +pu +sil +. +'"snr+30dB/features/li/li188.1p139.2s100.0t+000itd.lab"' +sil +li +sil +. +'"snr+30dB/features/se/se178.0p108.5s100.0t+000itd.lab"' +sil +se +sil +. +'"snr+30dB/features/iv/iv178.0p108.5s100.0t+000itd.lab"' +sil +iv +sil +. +'"snr+30dB/features/di/di171.7p112.3s100.0t+000itd.lab"' +sil +di +sil +. +'"snr+30dB/features/ko/ko168.6p111.6s100.0t+000itd.lab"' +sil +ko +sil +. +'"snr+30dB/features/aa/aa180.4p80.1s100.0t+000itd.lab"' +sil +aa +sil +. +'"snr+30dB/features/ak/ak168.6p111.6s100.0t+000itd.lab"' +sil +ak +sil +. +'"snr+30dB/features/re/re178.8p123.6s100.0t+000itd.lab"' +sil +re +sil +. +'"snr+30dB/features/um/um156.7p90.6s100.0t+000itd.lab"' +sil +um +sil +. +'"snr+30dB/features/me/me192.7p116.7s100.0t+000itd.lab"' +sil +me +sil +. +'"snr+30dB/features/ox/ox174.5p110.6s100.0t+000itd.lab"' +sil +ox +sil +. +'"snr+30dB/features/va/va184.8p115.1s100.0t+000itd.lab"' +sil +va +sil +. +'"snr+30dB/features/du/du161.1p96.8s100.0t+000itd.lab"' +sil +du +sil +. +'"snr+30dB/features/et/et161.1p119.4s100.0t+000itd.lab"' +sil +et +sil +. +'"snr+30dB/features/ve/ve173.5p115.0s100.0t+000itd.lab"' +sil +ve +sil +. +'"snr+30dB/features/iy/iy194.5p150.4s100.0t+000itd.lab"' +sil +iy +sil +. +'"snr+30dB/features/ib/ib171.7p112.3s100.0t+000itd.lab"' +sil +ib +sil +. +'"snr+30dB/features/zi/zi171.5p113.1s100.0t+000itd.lab"' +sil +zi +sil +. +'"snr+30dB/features/wa/wa174.5p100.6s100.0t+000itd.lab"' +sil +wa +sil +. +'"snr+30dB/features/ba/ba173.3p105.6s100.0t+000itd.lab"' +sil +ba +sil +. +'"snr+30dB/features/an/an159.5p109.6s100.0t+000itd.lab"' +sil +an +sil +. +'"snr+30dB/features/eh/eh174.5p110.6s100.0t+000itd.lab"' +sil +eh +sil +. +'"snr+30dB/features/ka/ka174.5p110.6s100.0t+000itd.lab"' +sil +ka +sil +. +'"snr+30dB/features/op/op161.1p119.4s100.0t+000itd.lab"' +sil +op +sil +. +'"snr+30dB/features/ir/ir165.7p116.2s100.0t+000itd.lab"' +sil +ir +sil +. +'"snr+30dB/features/ur/ur178.0p108.5s100.0t+000itd.lab"' +sil +ur +sil +. +'"snr+30dB/features/vo/vo165.6p144.0s100.0t+000itd.lab"' +sil +vo +sil +. +'"snr+30dB/features/ed/ed179.0p113.9s100.0t+000itd.lab"' +sil +ed +sil +. +'"snr+30dB/features/xu/xu151.6p83.9s100.0t+000itd.lab"' +sil +xu +sil +. +'"snr+30dB/features/ri/ri174.9p113.0s100.0t+000itd.lab"' +sil +ri +sil +. +'"snr+30dB/features/od/od148.8p128.8s100.0t+000itd.lab"' +sil +od +sil +. +'"snr+30dB/features/mo/mo148.8p128.8s100.0t+000itd.lab"' +sil +mo +sil +. +'"snr+30dB/features/ay/ay171.3p111.7s100.0t+000itd.lab"' +sil +ay +sil +. +'"snr+30dB/features/fu/fu156.7p90.6s100.0t+000itd.lab"' +sil +fu +sil +. +'"snr+30dB/features/ax/ax172.1p113.0s100.0t+000itd.lab"' +sil +ax +sil +. +'"snr+30dB/features/aw/aw178.1p87.6s100.0t+000itd.lab"' +sil +aw +sil +. +'"snr+30dB/features/eb/eb164.9p102.1s100.0t+000itd.lab"' +sil +eb +sil +. +'"snr+30dB/features/lo/lo141.3p135.4s100.0t+000itd.lab"' +sil +lo +sil +. +'"snr+30dB/features/zi/zi170.0p109.7s100.0t+000itd.lab"' +sil +zi +sil +. +'"snr+30dB/features/ol/ol174.5p100.6s100.0t+000itd.lab"' +sil +ol +sil +. +'"snr+30dB/features/ni/ni153.0p108.1s100.0t+000itd.lab"' +sil +ni +sil +. +'"snr+30dB/features/ta/ta194.5p150.4s100.0t+000itd.lab"' +sil +ta +sil +. +'"snr+30dB/features/ob/ob155.5p123.5s100.0t+000itd.lab"' +sil +ob +sil +. +'"snr+30dB/features/xe/xe172.4p111.9s100.0t+000itd.lab"' +sil +xe +sil +. +'"snr+30dB/features/iz/iz171.0p112.8s100.0t+000itd.lab"' +sil +iz +sil +. +'"snr+30dB/features/ma/ma184.8p115.1s100.0t+000itd.lab"' +sil +ma +sil +. +'"snr+30dB/features/wo/wo173.5p115.0s100.0t+000itd.lab"' +sil +wo +sil +. +'"snr+30dB/features/he/he151.6p83.9s100.0t+000itd.lab"' +sil +he +sil +. +'"snr+30dB/features/os/os170.1p119.5s100.0t+000itd.lab"' +sil +os +sil +. +'"snr+30dB/features/ir/ir172.1p113.0s100.0t+000itd.lab"' +sil +ir +sil +. +'"snr+30dB/features/ag/ag188.1p139.2s100.0t+000itd.lab"' +sil +ag +sil +. +'"snr+30dB/features/wa/wa164.7p110.8s100.0t+000itd.lab"' +sil +wa +sil +. +'"snr+30dB/features/ub/ub165.7p116.2s100.0t+000itd.lab"' +sil +ub +sil +. +'"snr+30dB/features/ax/ax194.5p150.4s100.0t+000itd.lab"' +sil +ax +sil +. +'"snr+30dB/features/ad/ad168.9p125.4s100.0t+000itd.lab"' +sil +ad +sil +. +'"snr+30dB/features/ug/ug148.8p128.8s100.0t+000itd.lab"' +sil +ug +sil +. +'"snr+30dB/features/ib/ib168.9p125.4s100.0t+000itd.lab"' +sil +ib +sil +. +'"snr+30dB/features/ib/ib168.6p111.6s100.0t+000itd.lab"' +sil +ib +sil +. +'"snr+30dB/features/ug/ug176.1p94.5s100.0t+000itd.lab"' +sil +ug +sil +. +'"snr+30dB/features/un/un171.0p115.5s100.0t+000itd.lab"' +sil +un +sil +. +'"snr+30dB/features/as/as161.1p96.8s100.0t+000itd.lab"' +sil +as +sil +. +'"snr+30dB/features/oz/oz161.1p119.4s100.0t+000itd.lab"' +sil +oz +sil +. +'"snr+30dB/features/fe/fe148.8p128.8s100.0t+000itd.lab"' +sil +fe +sil +. +'"snr+30dB/features/vu/vu172.1p113.0s100.0t+000itd.lab"' +sil +vu +sil +. +'"snr+30dB/features/ge/ge167.8p106.5s100.0t+000itd.lab"' +sil +ge +sil +. +'"snr+30dB/features/ut/ut202.7p118.6s100.0t+000itd.lab"' +sil +ut +sil +. +'"snr+30dB/features/nu/nu174.5p110.6s100.0t+000itd.lab"' +sil +nu +sil +. +'"snr+30dB/features/am/am171.5p113.1s100.0t+000itd.lab"' +sil +am +sil +. +'"snr+30dB/features/iz/iz194.5p150.4s100.0t+000itd.lab"' +sil +iz +sil +. +'"snr+30dB/features/gi/gi180.4p80.1s100.0t+000itd.lab"' +sil +gi +sil +. +'"snr+30dB/features/fe/fe161.1p119.4s100.0t+000itd.lab"' +sil +fe +sil +. +'"snr+30dB/features/go/go164.7p110.8s100.0t+000itd.lab"' +sil +go +sil +. +'"snr+30dB/features/se/se174.5p110.6s100.0t+000itd.lab"' +sil +se +sil +. +'"snr+30dB/features/ig/ig180.4p80.1s100.0t+000itd.lab"' +sil +ig +sil +. +'"snr+30dB/features/en/en171.9p111.5s100.0t+000itd.lab"' +sil +en +sil +. +'"snr+30dB/features/ug/ug178.1p87.6s100.0t+000itd.lab"' +sil +ug +sil +. +'"snr+30dB/features/ih/ih171.9p111.5s100.0t+000itd.lab"' +sil +ih +sil +. +'"snr+30dB/features/oh/oh167.4p133.5s100.0t+000itd.lab"' +sil +oh +sil +. +'"snr+30dB/features/gu/gu171.7p112.3s100.0t+000itd.lab"' +sil +gu +sil +. 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/random_syllables/train_syllables Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,1480 @@ +uz +su +gi +re +il +ap +os +is +az +pu +op +du +ii +xi +go +ad +aa +um +ir +ne +bi +al +et +ku +mu +eg +fa +du +xa +gu +go +ub +oo +uv +ov +bi +oy +vo +ko +uv +aa +go +in +if +ha +ur +pa +di +fe +ux +zi +ul +aw +ib +no +um +ob +fo +xu +be +ar +ut +eh +ob +ot +ef +ya +en +pa +ti +it +gi +ye +na +zu +is +is +um +su +un +ab +il +uz +eg +zo +ha +ik +sa +he +ol +mo +iz +ox +oz +fo +se +ub +al +oz +iv +ra +bo +lo +uk +zo +ii +ku +te +wu +al +yu +om +pu +ad +te +es +ma +uh +gi +vi +bo +pe +mu +ot +uu +af +re +if +he +xe +as +up +he +ka +oo +fo +hu +fu +ho +me +do +ek +si +ob +bo +ih +ka +av +ka +ob +ih +xo +so +el +da +ud +ta +se +no +wa +bi +ub +es +og +iz +yu +os +te +um +fe +az +xi +he +ak +up +ix +na +av +ok +vo +uk +du +ti +te +no +sa +op +un +li +ki +wo +po +ne +si +ri +wo +ur 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/train_on_central.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,75 @@ +#!/bin/bash +# Copyright 2010 Thomas Walters +# +# Generate a list of filenames from the syllables spoke pattern. +# The first argument is the filname for the training talkers, the second +# argument is the filename for the testing talkers. + +TRAIN_TALKERS=$1 +TEST_TALKERS=$2 + +# Training talkers are the central talker and the 8 talkers around the +# central ring closest to the central talker. +cat <<"EOF" > $TRAIN_TALKERS +170.9p112.2s +171.0p112.8s +171.3p111.7s +171.5p113.1s +171.9p111.5s +172.1p113.0s +172.4p111.9s +172.5p112.5s +171.7p112.3s +EOF + +# Testing talkers are all other talkers in the spoke pattern. +cat <<"EOF" > $TEST_TALKERS +137.0p104.3s +141.3p135.4s +145.5p106.3s +148.8p128.8s +151.6p83.9s +153.0p108.1s +155.5p123.5s +156.7p90.6s +159.5p109.6s +161.1p119.4s +161.1p96.8s +163.4p157.6s +164.7p110.8s +164.9p102.1s +165.6p144.0s +165.7p116.2s +167.4p133.5s +167.8p106.5s +168.6p111.6s +168.9p125.4s +169.0p114.0s +170.0p109.7s +170.1p119.5s +171.0p115.5s +172.4p109.3s +173.3p105.6s +173.5p115.0s +174.5p100.6s +174.5p110.6s +174.9p113.0s +175.7p118.5s +176.1p94.5s +178.0p108.5s +178.1p87.6s +178.8p123.6s +179.0p113.9s +180.4p80.1s +183.0p105.7s +183.0p130.4s +184.8p115.1s +188.1p139.2s +189.6p102.1s +192.7p116.7s +194.5p150.4s +198.1p97.9s +202.7p118.6s +208.6p93.2s +215.2p121.0s +EOF
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/cnbh-syllables/run_training_and_testing/train_test_sets/train_on_extrema.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,76 @@ +#!/bin/bash +# Copyright 2010 Thomas Walters +# +# Generate a list of filenames from the syllables spoke pattern. +# The first argument is the filname for the training talkers, the second +# argument is the filename for the testing talkers. + +TRAIN_TALKERS=$1 +TEST_TALKERS=$2 + +# Training talkers are the 8 talkers around the furthest out ring from the +# centre +cat <<"EOF" > $TRAIN_TALKERS +137.0p104.3s +151.6p83.9s +180.4p80.1s +208.6p93.2s +215.2p121.0s +194.5p150.4s +163.4p157.6s +141.3p135.4s +EOF + +# Testing talkers are all other talkers in the spoke pattern, including the +# central talker. +cat <<"EOF" > $TEST_TALKERS +145.5p106.3s +156.7p90.6s +178.1p87.6s +198.1p97.9s +202.7p118.6s +188.1p139.2s +165.6p144.0s +148.8p128.8s +153.0p108.1s +161.1p96.8s +176.1p94.5s +189.6p102.1s +192.7p116.7s +183.0p130.4s +167.4p133.5s +155.5p123.5s +159.5p109.6s +164.9p102.1s +174.5p100.6s +183.0p105.7s +184.8p115.1s +178.8p123.6s +168.9p125.4s +161.1p119.4s +164.7p110.8s +167.8p106.5s +173.3p105.6s +178.0p108.5s +179.0p113.9s +175.7p118.5s +170.1p119.5s +165.7p116.2s +168.6p111.6s +170.0p109.7s +172.4p109.3s +174.5p110.6s +174.9p113.0s +173.5p115.0s +171.0p115.5s +169.0p114.0s +170.9p112.2s +171.3p111.7s +171.9p111.5s +172.4p111.9s +172.5p112.5s +172.1p113.0s +171.5p113.1s +171.0p112.8s +171.7p112.3s +EOF
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/master.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,95 @@ +#!/bin/bash +# Copyright 2010 Thomas Walters <tom@acousticscale.org> +# +# Run a series of experiments which compare MFCC features generated by HTK to +# AIM features generated using AIM-C using a series of syllable recogntiton +# tasks. +# This script expects the HTK binaries and AIM-C AIMCopy binary to be present +# in the PATH. + +# Set these to be the location of your input database, and desired output +# locations. +SYLLABLES_DATABASE_TAR=/media/sounds/cnbh-syllables.tar +SOUNDS_ROOT=/mnt/experiments/sounds/ +FEATURES_ROOT=/mnt/experiments/features/ +HMMS_ROOT=/mnt/experiments/hmms/ + +# Number of cores on the experimental machine. Various scripts will try to use +# this if it's set. +NUMBER_OF_CORES=2 + +# Fail if any command fails +set -e + +# Fail if any variable is unset +set -u + +if [ ! -d $SOUNDS_ROOT ]; then + mkdir -p $SOUNDS_ROOT +fi + +# Untar the CNBH syllables database, and convert the files from FLAC to WAV +if [ ! -e $SOUNDS_ROOT/.untar_db_success ]; then + tar -x -C $SOUNDS_ROOT -f $SYLLABLES_DATABASE_TAR + touch $SOUNDS_ROOT/.untar_db_success +fi + +# Convert the database to .WAV format and place it in $SOUNDS_ROOT/clean +./cnbh-syllables/convert_flac_to_wave.sh $SOUNDS_ROOT + +# Generate versions of the CNBH syllables spoke pattern with a range of +# signal-to-noise ratios (SNRs). The versions are put in the directory +# ${SOUNDS_ROOT}/${SNR}_dB/ for each SNR in $SNRS. +SNRS="30 27 24 21 18 15 12 9 6 3 0" +./cnbh-syllables/pink_noise.sh $SOUNDS_ROOT/clean/ $SNRS + +# Make the list of all feature drectories +FEATURE_DIRS="clean" +for SNR in $SNRS; do + FEATURE_DIRS="$FEATURE_DIRS snr_${SNR}dB" +done + +# Generate feature sets (for the full range of SNRs in $FEATURE_DIRS) +# 1. Standard MFCC features +# 2. AIM features +# 3. MFCC features with optimal VTLN +for SOURCE_SNR in $FEATURE_DIRS; do + + if [ ! -e $FEATURES_ROOT/mfcc/$SOURCE_SNR/.make_mfcc_features_success] + then + mkdir -p $FEATURES_ROOT/mfcc/$SOURCE_SNR/ + # Generate the list of files to convert + ./cnbh-syllables/feature_generation/gen_hcopy_aimcopy_script.sh $FEATURES_ROOT/mfcc/$SOURCE_SNR/ $SOUNDS_ROOT/$SOURCE_SNR/ + # Run the conversion + ./cnbh-syllables/feature_generation/run_hcopy.sh $FEATURES_ROOT/mfcc/$SOURCE_SNR/ $NUMBER_OF_CORES + touch $FEATURES_ROOT/mfcc/$SOURCE_SNR/.make_mfcc_features_success + done + + if [ ! -e $FEATURES_ROOT/mfcc_vtln/$SOURCE_SNR/.make_mfcc_vtln_features_success] + then + mkdir -p $FEATURES_ROOT/mfcc_vtln/$SOURCE_SNR/ + # Generate the file list and run the conversion (all one step, since this + # version uses a different configuraiton for each talker) + ./cnbh-syllables/feature_generation/run_mfcc_vtln_conversion.sh $FEATURES_ROOT/mfcc_vtln/$SOURCE_SNR/ $SOUNDS_ROOT/$SOURCE_SNR/ + touch $FEATURES_ROOT/mfcc_vtln/$SOURCE_SNR/.make_mfcc_vtln_features_success + done + + if [ ! -e $FEATURES_ROOT/aim/$SOURCE_SNR/.make_aim_features_success] + then + mkdir -p $FEATURES_ROOT/aim/$SOURCE_SNR/ + ./cnbh-syllables/feature_generation/gen_hcopy_aimcopy_script.sh $FEATURES_ROOT/aim/$SOURCE_SNR/ $SOUNDS_ROOT/$SOURCE_SNR/ + # Run the conversion + ./cnbh-syllables/feature_generation/run_aimcopy.sh $FEATURES_ROOT/aim/$SOURCE_SNR/ $NUMBER_OF_CORES + touch $FEATURES_ROOT/aim/$SOURCE_SNR/.make_aim_features_success + done +done + +# Now run a bunch of experiments. +# For each of the feature types, we want to run HMMs with a bunch of +# parameters. +TRAINING_ITERATIONS="0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20" +TESTING_ITERATIONS="1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20" +HMM_STATES="3 4 5 6 7 8" +HMM_OUTPUT_COMPONENTS="" + +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/experiments/scripts/setup_aws_instance.sh Wed Aug 04 06:41:56 2010 +0000 @@ -0,0 +1,4 @@ +#!/bin/bash +# Run ami-2fc2e95b (32 bit) or ami-05c2e971 (64 bit) in eu-west zone +sudo apt-get -y update +sudo apt-get -y install subversion scons pkg-config libsndfile-dev build-essential libboost-dev libc6-dev-i386 python