gmm_dir_info.pl
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#!/usr/bin/perl -w
use Fcntl;
# we may at some point support options.
$debug = 0; # we set it to 1 for debugging the script itself.
if ($ARGV[0] eq "--debug") {
$debug = 1;
shift @ARGV;
}
if (@ARGV == 0) {
print STDERR "Usage: steps/info/gmm_dir_info.pl [--debug] <gmm-dir1> [<gmm-dir2> ... ]\n" .
"e.g: steps/info/gmm_dir_info.pl exp/tri3\n" .
"This script extracts some important information from the logs\n" .
"and displays it on a single (rather long) line.\n" .
"The --debug option is just to debug the script itself.\n" .
"This program exits with status 0 if it seems like the argument\n" .
"really was a GMM dir, and 1 otherwise.\n";
exit(1);
}
if (@ARGV > 1) {
# repeatedly invoke this program with each of the remaining args.
$exit_status = 0;
if ($debug) { $debug_opt = "--debug " } else { $debug_opt = ""; }
foreach $dir (@ARGV) {
if (system("$0 $debug_opt$dir") != 0) {
$exit_status = 1;
}
}
exit($exit_status);
}
$gmm_dir = shift @ARGV;
sub list_all_log_files {
my @ans = ();
my $dh;
if (!opendir($dh, "$gmm_dir/log")) { return (); }
@ans = readdir $dh;
closedir $dh;
return @ans;
}
sub get_num_jobs {
if (! -d $gmm_dir) {
print STDERR "steps/info/gmm_dir_info.pl: no such directory $gmm_dir\n";
exit(1);
}
if (!open(F, "<$gmm_dir/num_jobs")) {
print STDERR "steps/info/gmm_dir_info.pl: no such file $gmm_dir/num_jobs\n";
}
my $num_jobs = <F>;
if (!($num_jobs > 0)) {
print STDERR "steps/info/gmm_dir_info.pl: bad contents of file $gmm_dir/num_jobs\n";
}
close(F);
return 0 + $num_jobs; # force conversion to integer.
}
# this function returns a string containing info from the last set of alignment
# jobs. it may be empty if no alignment info was found, or if it didn't have the
# expected contents.
sub get_last_align_info {
$max_align_iter = -1;
foreach $f (@log_files) {
if ($f =~ m:^align.(\d+).1.log$: && $1 > $max_align_iter) {
$max_align_iter = $1;
}
}
if ($debug) {
print STDERR "max-align-iter=$max_align_iter\n";
}
if ($max_align_iter == -1) { return ""; } # something went wrong; return no info.
$num_utts = 0;
$num_utts_err = 0;
$num_utts_retry = 0;
$num_frames = 0;
$tot_loglike = 0;
if ($debug) {
print STDERR "Starting reading alignment logs\n";
}
for ($j = 1; $j <= $num_jobs; $j++) {
if (open(F, "${gmm_dir}/log/align.$max_align_iter.$j.log")) {
# we only need the last few lines of the file, e.g. the last 5 lines which
# would normally be about 400 characters... so the last 1000 characters
# should be enough.
seek(F, Fcntl::SEEK_END, -1000);
while (<F>) {
if (m/Overall log-likelihood per frame is (\S+) over (\S+) frames./) {
$tot_loglike += $1 * $2;
$num_frames += $2;
} elsif (m/Retried (\S+) out of (\S+) utterances/) {
$num_utts_retry += $1;
$num_utts += $2;
} elsif (m/Done \S+, errors on (\S+)/) {
$num_utts_err += $1;
}
}
close(F);
}
}
if ($debug) {
print STDERR "Done reading alignment logs\n";
}
if ($num_utts == 0 || $num_frames == 0) { return ""; } # something went wrong.
# note: the number of hours of data, e.g. "3.23h data", assumes 100 frames
# per second, which is almost always true for GMM-based systems.
return sprintf(" align prob=%.2f over %.2fh [retry=%.1f%%, fail=%.1f%%]",
($tot_loglike / $num_frames), ($num_frames / 360000.0),
($num_utts_retry * 100.0 / $num_utts), ($num_utts_err * 100.0 / $num_utts));
}
# this function returns a string containing info from the last update
# job. Right now it includes info about the num-states and num-gauss
# and the percentage of Gaussians that had variances floored; we
# also say how much data was used if this
# the string may be empty if no such job was found.
sub get_last_update_info {
$max_update_iter = -1;
foreach $f (@log_files) {
if ($f =~ m:^update.(\d+).log$: && $1 > $max_update_iter) {
$max_update_iter = $1;
}
}
if ($debug) {
print STDERR "max-update-iter=$max_update_iter\n";
}
if ($max_update_iter == -1) { return ""; } # something went wrong; return no info.
$num_gauss = 0;
$num_gauss_floored = 0; # number of Gaussians with at least one variance floored.
$num_gauss_removed = 0; # number of Gaussians removed due to low-counts.
$num_gauss_tot = 0; # total number of Gaussians before splitting.
$num_gauss_after_split = 0; # total number of Gaussians after splitting [will
# usually be same as before, on last iter.]
$num_states = 0; # total number of states [pdf-ids]
$num_frames = 0; # total number of frames.
$loglike = 0; # log-likelihood [from auxf].
if (open(F, "<${gmm_dir}/log/update.$max_update_iter.log")) {
while (<F>) {
if (m/variance elements floored in (\S+) Gaussians, out of (\S+)/) {
$num_gauss_floored = $1;
$num_gauss_tot = $2;
} elsif (m/Overall avg like per frame = (\S+) over (\S+) frames/) {
$loglike = $1;
$num_frames = $2;
} elsif (m/Split (\S+) states .+ split #Gauss from \S+ to (\S+)/) {
$num_states = $1;
$num_gauss_after_split = $2;
}
}
close(F);
} else {
return ""; # something went wrong.
}
$ans = "";
if (($align_info eq "" || ! defined $align_info)) {
# add some info that we'd otherwise get from the alignment jobs.
if ($num_frames != 0) {
# add info about how much data we trained on.
$ans .= sprintf(" %.2fh data", $num_frames / 360000.0);
}
if ($loglike != 0) {
$ans .= sprintf(" log-like=%.2f", $loglike);
}
}
if ($num_states != 0) {
$ans .= sprintf(" states=%d", $num_states);
}
# the next line is really just in case there was no splitting done-- in that
# case we get the num-gauss from the line about the variance flooring.
$max_num_gauss = ($num_gauss > $num_gauss_after_split ? $num_gauss : $num_gauss_after_split);
if ($max_num_gauss > 0) { $ans .= " gauss=$max_num_gauss"; }
if ($num_gauss > 0 && $num_gauss_removed > 0) {
$ans .= sprintf(" lowcount-gauss-removed=%d", $num_gauss_removed);
}
if ($num_gauss > 0 && $num_gauss_floored > 0) {
$ans .= sprintf(" gauss-floored=%.02%%", $num_gauss_floored * 100.0 / $num_gauss);
}
return $ans;
}
sub get_fmllr_info {
my %fmllr_num_frames = (); # maps from fmllr iteration to num-frames
my %fmllr_auxf_impr = (); # maps from fmllr iteration to total auxf impr times num-frames.
foreach $log_file (@log_files) {
if ($log_file =~ m/^fmllr.(\d+).(\d+).log$/) {
$iter = $1;
$job_number = $2;
if ($job_number <= $num_jobs && open(F, "<$gmm_dir/log/$log_file")) {
while (<F>) {
if (m/Overall fMLLR auxf impr per frame is (\S+) over (\S+) frames/) {
$fmllr_num_frames{$iter} += $2;
$fmllr_auxf_impr{$iter} += $1 * $2;
}
}
close(F);
}
}
}
my $tot_auxf_impr = 0.0;
my $num_frames = 0.0;
# the fMLLR auxf impr will be summed over the fMLLR iterations.
foreach $iter (sort(keys %fmllr_auxf_impr)) {
if ($debug) {
print STDERR "fmllr iter $iter: $fmllr_auxf_impr{$iter} / $fmllr_num_frames{$iter}\n";
}
$tot_auxf_impr += $fmllr_auxf_impr{$iter} / $fmllr_num_frames{$iter};
$num_frames = $fmllr_num_frames{$iter}; # take the num-frames from the final iteration.
}
if ($tot_auxf_impr != 0.0 && $num_frames != 0.0) {
return sprintf(" fmllr-impr=%.2f over %.2fh", $tot_auxf_impr, $num_frames / 360000.0);
} else {
return "";
}
}
sub get_mllt_info {
# note: both the objective improvement and logdet are summed over
# all the iterations of MLLT update.
my $mllt_objf_impr = 0.0;
my $mllt_logdet = 0.0;
foreach $log_file (@log_files) {
if ($log_file =~ m/^mupdate.\d+.log$/) {
if (open(F, "<$gmm_dir/log/$log_file")) {
while (<F>) {
if (m/Overall objective function improvement for MLLT is (\S+) over \S+ frames, logdet is (\S+)/) {
$mllt_objf_impr += $1;
$mllt_logdet += $2;
}
}
close(F);
}
}
}
if ($mllt_objf_impr != 0.0 && $mllt_logdet != 0.0) {
return sprintf(" mllt:impr,logdet=%.2f,%.2f", $mllt_objf_impr, $mllt_logdet);
} else {
return "";
}
}
sub get_tree_info {
$ans = "";
if (open(F, "<$gmm_dir/log/build_tree.log")) {
while (<F>) {
if (m/Including just phones that were split, improvement is (\S+) per frame/) {
$ans = sprintf(" tree-impr=%.2f", $1);
}
}
close(F);
}
return $ans;
}
sub get_lda_info {
$ans = "";
if (open(F, "<$gmm_dir/log/lda_est.log")) {
while (<F>) {
if (m/Sum of selected singular values is (\S+)/) {
$ans = sprintf(" lda-sum=%.2f", $1);
}
}
close(F);
}
return $ans;
}
@log_files = list_all_log_files();
if (@log_files == 0) {
exit(1);
}
$output_string = "$gmm_dir:";
$num_jobs = get_num_jobs(); # will crash on failure.
$output_string .= " nj=$num_jobs";
$insufficient_output_string = $output_string;
$align_info = get_last_align_info();
$output_string .= $align_info;
$output_string .= get_last_update_info($align_info);
$output_string .= get_fmllr_info();
$output_string .= get_tree_info();
$output_string .= get_lda_info();
$output_string .= get_mllt_info();
print $output_string . "\n";
if ($output_string eq $insufficient_output_string) {
# if we only had "$gmm_dir: nj=$num_jobs", then it's probably not a GMM dir:
# exit with status 1.
exit(1);
}
exit(0);