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sphinxbase-devel-0.7-1.fc14.i686.rpm

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<h1>src/libsphinxbase/feat/lda.c</h1>  </div>
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<div class="fragment"><pre class="fragment"><a name="l00001"></a>00001 <span class="comment">/* -*- c-basic-offset: 4; indent-tabs-mode: nil -*- */</span>
<a name="l00002"></a>00002 <span class="comment">/* ====================================================================</span>
<a name="l00003"></a>00003 <span class="comment"> * Copyright (c) 2006 Carnegie Mellon University.  All rights</span>
<a name="l00004"></a>00004 <span class="comment"> * reserved.</span>
<a name="l00005"></a>00005 <span class="comment"> *</span>
<a name="l00006"></a>00006 <span class="comment"> * Redistribution and use in source and binary forms, with or without</span>
<a name="l00007"></a>00007 <span class="comment"> * modification, are permitted provided that the following conditions</span>
<a name="l00008"></a>00008 <span class="comment"> * are met:</span>
<a name="l00009"></a>00009 <span class="comment"> *</span>
<a name="l00010"></a>00010 <span class="comment"> * 1. Redistributions of source code must retain the above copyright</span>
<a name="l00011"></a>00011 <span class="comment"> *    notice, this list of conditions and the following disclaimer. </span>
<a name="l00012"></a>00012 <span class="comment"> *</span>
<a name="l00013"></a>00013 <span class="comment"> * 2. Redistributions in binary form must reproduce the above copyright</span>
<a name="l00014"></a>00014 <span class="comment"> *    notice, this list of conditions and the following disclaimer in</span>
<a name="l00015"></a>00015 <span class="comment"> *    the documentation and/or other materials provided with the</span>
<a name="l00016"></a>00016 <span class="comment"> *    distribution.</span>
<a name="l00017"></a>00017 <span class="comment"> *</span>
<a name="l00018"></a>00018 <span class="comment"> * This work was supported in part by funding from the Defense Advanced </span>
<a name="l00019"></a>00019 <span class="comment"> * Research Projects Agency and the National Science Foundation of the </span>
<a name="l00020"></a>00020 <span class="comment"> * United States of America, and the CMU Sphinx Speech Consortium.</span>
<a name="l00021"></a>00021 <span class="comment"> *</span>
<a name="l00022"></a>00022 <span class="comment"> * THIS SOFTWARE IS PROVIDED BY CARNEGIE MELLON UNIVERSITY ``AS IS&#39;&#39; AND </span>
<a name="l00023"></a>00023 <span class="comment"> * ANY EXPRESSED OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, </span>
<a name="l00024"></a>00024 <span class="comment"> * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR</span>
<a name="l00025"></a>00025 <span class="comment"> * PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL CARNEGIE MELLON UNIVERSITY</span>
<a name="l00026"></a>00026 <span class="comment"> * NOR ITS EMPLOYEES BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,</span>
<a name="l00027"></a>00027 <span class="comment"> * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT </span>
<a name="l00028"></a>00028 <span class="comment"> * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, </span>
<a name="l00029"></a>00029 <span class="comment"> * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY </span>
<a name="l00030"></a>00030 <span class="comment"> * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT </span>
<a name="l00031"></a>00031 <span class="comment"> * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE </span>
<a name="l00032"></a>00032 <span class="comment"> * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.</span>
<a name="l00033"></a>00033 <span class="comment"> *</span>
<a name="l00034"></a>00034 <span class="comment"> * ====================================================================</span>
<a name="l00035"></a>00035 <span class="comment"> *</span>
<a name="l00036"></a>00036 <span class="comment"> */</span>
<a name="l00037"></a>00037 <span class="comment">/*</span>
<a name="l00038"></a>00038 <span class="comment"> * lda.c -- Read and apply LDA matrices to features.</span>
<a name="l00039"></a>00039 <span class="comment"> *</span>
<a name="l00040"></a>00040 <span class="comment"> * Author: David Huggins-Daines &lt;dhuggins@cs.cmu.edu&gt;</span>
<a name="l00041"></a>00041 <span class="comment"> */</span>
<a name="l00042"></a>00042 
<a name="l00043"></a>00043 <span class="preprocessor">#include &lt;assert.h&gt;</span>
<a name="l00044"></a>00044 <span class="preprocessor">#include &lt;string.h&gt;</span>
<a name="l00045"></a>00045 <span class="preprocessor">#ifdef HAVE_CONFIG_H</span>
<a name="l00046"></a>00046 <span class="preprocessor"></span><span class="preprocessor">#include &lt;config.h&gt;</span>
<a name="l00047"></a>00047 <span class="preprocessor">#endif</span>
<a name="l00048"></a>00048 <span class="preprocessor"></span>
<a name="l00049"></a>00049 <span class="preprocessor">#ifdef _MSC_VER</span>
<a name="l00050"></a>00050 <span class="preprocessor"></span><span class="preprocessor">#pragma warning (disable: 4018)</span>
<a name="l00051"></a>00051 <span class="preprocessor"></span><span class="preprocessor">#endif</span>
<a name="l00052"></a>00052 <span class="preprocessor"></span>
<a name="l00053"></a>00053 <span class="preprocessor">#include &quot;sphinxbase/feat.h&quot;</span>
<a name="l00054"></a>00054 <span class="preprocessor">#include &quot;sphinxbase/ckd_alloc.h&quot;</span>
<a name="l00055"></a>00055 <span class="preprocessor">#include &quot;sphinxbase/bio.h&quot;</span>
<a name="l00056"></a>00056 <span class="preprocessor">#include &quot;sphinxbase/err.h&quot;</span>
<a name="l00057"></a>00057 
<a name="l00058"></a>00058 <span class="preprocessor">#define MATRIX_FILE_VERSION &quot;0.1&quot;</span>
<a name="l00059"></a>00059 <span class="preprocessor"></span>
<a name="l00060"></a>00060 int32
<a name="l00061"></a><a class="code" href="feat_8h.html#a7639fbc34e3328d7e3259e61372c64b8">00061</a> <a class="code" href="feat_8h.html#a7639fbc34e3328d7e3259e61372c64b8" title="Add an LDA transformation to the feature module from a file.">feat_read_lda</a>(<a class="code" href="structfeat__t.html" title="Structure for describing a speech feature type Structure for describing a speech feature type (no...">feat_t</a> *feat, <span class="keyword">const</span> <span class="keywordtype">char</span> *ldafile, int32 dim)
<a name="l00062"></a>00062 {
<a name="l00063"></a>00063     FILE *fh;
<a name="l00064"></a>00064     int32 byteswap, chksum_present;
<a name="l00065"></a>00065     uint32 chksum, i, m, n;
<a name="l00066"></a>00066     <span class="keywordtype">char</span> **argname, **argval;
<a name="l00067"></a>00067 
<a name="l00068"></a>00068     assert(feat);
<a name="l00069"></a>00069     <span class="keywordflow">if</span> (feat-&gt;n_stream != 1) {
<a name="l00070"></a>00070         <a class="code" href="err_8h.html#a5f7b2f58f5a663a6bdd51f197ae21993" title="Print error message to standard error stream.">E_ERROR</a>(<span class="stringliteral">&quot;LDA incompatible with multi-stream features (n_stream = %d)\n&quot;</span>,
<a name="l00071"></a>00071                 feat-&gt;n_stream);
<a name="l00072"></a>00072         <span class="keywordflow">return</span> -1;
<a name="l00073"></a>00073     }
<a name="l00074"></a>00074 
<a name="l00075"></a>00075     <span class="keywordflow">if</span> ((fh = fopen(ldafile, <span class="stringliteral">&quot;rb&quot;</span>)) == NULL) {
<a name="l00076"></a>00076         <a class="code" href="err_8h.html#a54ffbfe898d74595c586a1f48f32ef03" title="Print error text; Call perror(&amp;quot;&amp;quot;);.">E_ERROR_SYSTEM</a>(<span class="stringliteral">&quot;Failed to open transform file &#39;%s&#39; for reading: %s\n&quot;</span>, ldafile, strerror(errno));
<a name="l00077"></a>00077         <span class="keywordflow">return</span> -1;
<a name="l00078"></a>00078     }
<a name="l00079"></a>00079 
<a name="l00080"></a>00080     <span class="keywordflow">if</span> (<a class="code" href="bio_8h.html#a7a155ff51740f1d9a31f7bb7b6e4bc3a" title="Read binary file format header: has the following format.">bio_readhdr</a>(fh, &amp;argname, &amp;argval, &amp;byteswap) &lt; 0) {
<a name="l00081"></a>00081         <a class="code" href="err_8h.html#a5f7b2f58f5a663a6bdd51f197ae21993" title="Print error message to standard error stream.">E_ERROR</a>(<span class="stringliteral">&quot;Failed to read header from transform file &#39;%s&#39;\n&quot;</span>, ldafile);
<a name="l00082"></a>00082         fclose(fh);
<a name="l00083"></a>00083         <span class="keywordflow">return</span> -1;
<a name="l00084"></a>00084     }
<a name="l00085"></a>00085 
<a name="l00086"></a>00086     chksum_present = 0;
<a name="l00087"></a>00087     <span class="keywordflow">for</span> (i = 0; argname[i]; i++) {
<a name="l00088"></a>00088         <span class="keywordflow">if</span> (strcmp(argname[i], <span class="stringliteral">&quot;version&quot;</span>) == 0) {
<a name="l00089"></a>00089             <span class="keywordflow">if</span> (strcmp(argval[i], MATRIX_FILE_VERSION) != 0)
<a name="l00090"></a>00090                 <a class="code" href="err_8h.html#a6a794bec721b555ac1f2167f9e12f662" title="Print warning information to standard error stream.">E_WARN</a>(<span class="stringliteral">&quot;%s: Version mismatch: %s, expecting %s\n&quot;</span>,
<a name="l00091"></a>00091                        ldafile, argval[i], MATRIX_FILE_VERSION);
<a name="l00092"></a>00092         }
<a name="l00093"></a>00093         <span class="keywordflow">else</span> <span class="keywordflow">if</span> (strcmp(argname[i], <span class="stringliteral">&quot;chksum0&quot;</span>) == 0) {
<a name="l00094"></a>00094             chksum_present = 1; <span class="comment">/* Ignore the associated value */</span>
<a name="l00095"></a>00095         }
<a name="l00096"></a>00096     }
<a name="l00097"></a>00097 
<a name="l00098"></a>00098     <a class="code" href="bio_8h.html#adb3c858a50381aeff022ccd4271af2d9" title="Free name and value strings previously allocated and returned by bio_readhdr.">bio_hdrarg_free</a>(argname, argval);
<a name="l00099"></a>00099     argname = argval = NULL;
<a name="l00100"></a>00100 
<a name="l00101"></a>00101     chksum = 0;
<a name="l00102"></a>00102 
<a name="l00103"></a>00103     <span class="keywordflow">if</span> (feat-&gt;lda)
<a name="l00104"></a>00104         <a class="code" href="ckd__alloc_8h.html#a443accde4663a4a07c6d147088614d57" title="Free a 3-D array (ptr) previously allocated by ckd_calloc_3d.">ckd_free_3d</a>((<span class="keywordtype">void</span> ***)feat-&gt;lda);
<a name="l00105"></a>00105 
<a name="l00106"></a>00106     {
<a name="l00107"></a>00107         <span class="comment">/* Use a temporary variable to avoid strict-aliasing problems. */</span>
<a name="l00108"></a>00108         <span class="keywordtype">void</span> ***outlda;
<a name="l00109"></a>00109 
<a name="l00110"></a>00110         <span class="keywordflow">if</span> (<a class="code" href="bio_8h.html#aca6a6b71d02b9e5ca6b136a28640e0c1" title="Read a 3-d array (set of matrices)">bio_fread_3d</a>(&amp;outlda, <span class="keyword">sizeof</span>(float32),
<a name="l00111"></a>00111                          &amp;feat-&gt;n_lda, &amp;m, &amp;n,
<a name="l00112"></a>00112                          fh, byteswap, &amp;chksum) &lt; 0) {
<a name="l00113"></a>00113             <a class="code" href="err_8h.html#a54ffbfe898d74595c586a1f48f32ef03" title="Print error text; Call perror(&amp;quot;&amp;quot;);.">E_ERROR_SYSTEM</a>(<span class="stringliteral">&quot;%s: bio_fread_3d(lda) failed\n&quot;</span>, ldafile);
<a name="l00114"></a>00114             fclose(fh);
<a name="l00115"></a>00115             <span class="keywordflow">return</span> -1;
<a name="l00116"></a>00116         }
<a name="l00117"></a>00117         feat-&gt;lda = (<span class="keywordtype">void</span> *)outlda;
<a name="l00118"></a>00118     }
<a name="l00119"></a>00119     fclose(fh);
<a name="l00120"></a>00120     
<a name="l00121"></a>00121 <span class="preprocessor">#ifdef FIXED_POINT</span>
<a name="l00122"></a>00122 <span class="preprocessor"></span>    <span class="comment">/* FIXME: This is a fragile hack that depends on mfcc_t and</span>
<a name="l00123"></a>00123 <span class="comment">     * float32 being the same size (which they are, but...) */</span>
<a name="l00124"></a>00124     <span class="keywordflow">for</span> (i = 0; i &lt; feat-&gt;n_lda * m * n; ++i) {
<a name="l00125"></a>00125         feat-&gt;lda[0][0][i] = FLOAT2MFCC(((<span class="keywordtype">float</span> *)feat-&gt;lda[0][0])[i]);
<a name="l00126"></a>00126     }
<a name="l00127"></a>00127 <span class="preprocessor">#endif</span>
<a name="l00128"></a>00128 <span class="preprocessor"></span>
<a name="l00129"></a>00129     <span class="comment">/* Note that SphinxTrain stores the eigenvectors as row vectors. */</span>
<a name="l00130"></a>00130     <span class="keywordflow">if</span> (n != feat-&gt;stream_len[0])
<a name="l00131"></a>00131         <a class="code" href="err_8h.html#a1a4495946ab2449d61108fe829a94613" title="Exit with non-zero status after error message.">E_FATAL</a>(<span class="stringliteral">&quot;LDA matrix dimension %d doesn&#39;t match feature stream size %d\n&quot;</span>, n, feat-&gt;stream_len[0]);
<a name="l00132"></a>00132     
<a name="l00133"></a>00133     <span class="comment">/* Override dim from file if it is 0 or greater than m. */</span>
<a name="l00134"></a>00134     <span class="keywordflow">if</span> (dim &gt; m || dim &lt;= 0) {
<a name="l00135"></a>00135         dim = m;
<a name="l00136"></a>00136     }
<a name="l00137"></a>00137     feat-&gt;out_dim = dim;
<a name="l00138"></a>00138 
<a name="l00139"></a>00139     <span class="keywordflow">return</span> 0;
<a name="l00140"></a>00140 }
<a name="l00141"></a>00141 
<a name="l00142"></a>00142 <span class="keywordtype">void</span>
<a name="l00143"></a><a class="code" href="feat_8h.html#a7452702cb435ea9244c7e1f61bbf5da1">00143</a> <a class="code" href="feat_8h.html#a7452702cb435ea9244c7e1f61bbf5da1" title="Transform a block of features using the feature module&amp;#39;s LDA transform.">feat_lda_transform</a>(<a class="code" href="structfeat__t.html" title="Structure for describing a speech feature type Structure for describing a speech feature type (no...">feat_t</a> *fcb, mfcc_t ***inout_feat, uint32 nfr)
<a name="l00144"></a>00144 {
<a name="l00145"></a>00145     mfcc_t *tmp;
<a name="l00146"></a>00146     uint32 i, j, k;
<a name="l00147"></a>00147 
<a name="l00148"></a>00148     tmp = <a class="code" href="ckd__alloc_8h.html#aa00ef21903bc4f8a972488417adc8d2e" title="Macros to simplify the use of above functions.">ckd_calloc</a>(fcb-&gt;stream_len[0], <span class="keyword">sizeof</span>(mfcc_t));
<a name="l00149"></a>00149     <span class="keywordflow">for</span> (i = 0; i &lt; nfr; ++i) {
<a name="l00150"></a>00150         <span class="comment">/* Do the matrix multiplication inline here since fcb-&gt;lda</span>
<a name="l00151"></a>00151 <span class="comment">         * is transposed (eigenvectors in rows not columns). */</span>
<a name="l00152"></a>00152         <span class="comment">/* FIXME: In the future we ought to use the BLAS. */</span>
<a name="l00153"></a>00153         memset(tmp, 0, <span class="keyword">sizeof</span>(mfcc_t) * fcb-&gt;stream_len[0]);
<a name="l00154"></a>00154         <span class="keywordflow">for</span> (j = 0; j &lt; <a class="code" href="feat_8h.html#a66dc16aeea4307bf36ec4e08e05d0c7c" title="Total dimensionality of feature output.">feat_dimension</a>(fcb); ++j) {
<a name="l00155"></a>00155             <span class="keywordflow">for</span> (k = 0; k &lt; fcb-&gt;stream_len[0]; ++k) {
<a name="l00156"></a>00156                 tmp[j] += MFCCMUL(inout_feat[i][0][k], fcb-&gt;lda[0][j][k]);
<a name="l00157"></a>00157             }
<a name="l00158"></a>00158         }
<a name="l00159"></a>00159         memcpy(inout_feat[i][0], tmp, fcb-&gt;stream_len[0] * <span class="keyword">sizeof</span>(mfcc_t));
<a name="l00160"></a>00160     }
<a name="l00161"></a>00161     <a class="code" href="ckd__alloc_8h.html#a31c6b405558620ac37599737b5722fbf" title="Test and free a 1-D array.">ckd_free</a>(tmp);
<a name="l00162"></a>00162 }
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