#!/usr/bin/perl
## ====================================================================
##
## Copyright (c) 1996-2000 Carnegie Mellon University.  All rights
## reserved.
##
## Redistribution and use in source and binary forms, with or without
## modification, are permitted provided that the following conditions
## are met:
##
## 1. Redistributions of source code must retain the above copyright
##    notice, this list of conditions and the following disclaimer.
##
## 2. Redistributions in binary form must reproduce the above copyright
##    notice, this list of conditions and the following disclaimer in
##    the documentation and/or other materials provided with the
##    distribution.
##
## This work was supported in part by funding from the Defense Advanced
## Research Projects Agency and the National Science Foundation of the
## United States of America, and the CMU Sphinx Speech Consortium.
##
## THIS SOFTWARE IS PROVIDED BY CARNEGIE MELLON UNIVERSITY ``AS IS'' AND
## ANY EXPRESSED OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
## THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
## PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL CARNEGIE MELLON UNIVERSITY
## NOR ITS EMPLOYEES BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
## SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
## LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
## DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
## THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
## (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
## OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
##
## ====================================================================
##
## Author: Ricky Houghton
##

use strict;
use File::Copy;
use File::Basename;
use File::Spec::Functions;
use File::Path;

use lib catdir(dirname($0), updir(), 'lib');
use SphinxTrain::Config;
use SphinxTrain::Util;

#*****************************************************************************
#  Baum-welch is done in several parts. This script gathers the results of
#  all those parts and then computes the discrete probability distributions
#  associated with all the states. It also computes the transition matrices.
#****************************************************************************

$| = 1; # Turn on autoflushing

die "USAGE: $0 <iter> [<ngau>]" if @ARGV < 1;
my ($iter, $n_gau) = @ARGV;
$n_gau = 1 unless defined($n_gau);

use vars qw($MLLT_FILE $MODEL_TYPE);
$MLLT_FILE = catfile($ST::CFG_MODEL_DIR, "${ST::CFG_EXPTNAME}.mllt");
$MODEL_TYPE = 'falign_ci';
my $modelname="${ST::CFG_EXPTNAME}.falign_ci_${ST::CFG_DIRLABEL}";
my $processpart="10.falign_ci_hmm";

opendir(ACCUMDIR, $ST::CFG_BWACCUM_DIR)
    or die "Could not open $ST::CFG_BWACCUM_DIR: $!";
my @bwaccumdirs = map catdir($ST::CFG_BWACCUM_DIR, $_),
    grep /^\Q${ST::CFG_EXPTNAME}_buff_/, readdir(ACCUMDIR);
closedir(ACCUMDIR);
my $hmmdir              = "${ST::CFG_BASE_DIR}/model_parameters/$modelname";
mkdir ($hmmdir,0777);
my $means               = "$hmmdir/means";
my $variances           = "$hmmdir/variances";
my $mixture_weights     = "$hmmdir/mixture_weights";
my $transition_matrices = "$hmmdir/transition_matrices";

if ($iter == 1) {
    my $mdeffile = catfile($ST::CFG_BASE_DIR, 'model_architecture',
			   "${ST::CFG_EXPTNAME}.falign_ci.mdef");
    # Copy the mdef and fillerdict files into the new HMM directory
    copy($mdeffile, catfile($hmmdir, 'mdef'))
	or die "Failed to copy $mdeffile to $hmmdir/mdef: $!";
    copy($ST::CFG_FILLERDICT, catfile($hmmdir, 'noisedict'))
	or die "Failed to copy $ST::CFG_FILLERDICT to $hmmdir/noisedict: $!";
    # Create the feat.params file in the new HMM directory
    SubstParams($ST::CFG_FEATPARAMS, catfile($hmmdir, 'feat.params'));
    # Copy a feature space transform if any
    if (-r $MLLT_FILE) {
	copy($MLLT_FILE, catfile($hmmdir, 'feature_transform'));
    }
}

my  $logdir              = "${ST::CFG_LOG_DIR}/$processpart";
mkdir ($logdir,0777);
my $logfile 	     = "$logdir/${ST::CFG_EXPTNAME}.${n_gau}.${iter}.norm.log";

Log("Normalization for iteration: $iter", 'result');
my $return_value = RunTool
    ('norm', $logfile, 0,
     -accumdir => join(",", @bwaccumdirs),
     -mixwfn => $mixture_weights,
     -tmatfn => $transition_matrices,
     -meanfn => $means,
     -varfn => $variances,
     -fullvar => $ST::CFG_FULLVAR
    );

if ($return_value) {
  LogError ("Failed to start norm");
}
exit ($return_value);
