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  1. From: <Saved by Microsoft Internet Explorer 5>
  2. Subject: Sphinx-4 - A speech recognizer written entirely in the Java(TM) programming language
  3. Date: Wed, 29 Sep 2004 15:14:57 +0300
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  16. Content-Location: http://cmusphinx.sourceforge.net/sphinx4/
  17.  
  18. <!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN">
  19. <!--=0A=
  20. =0A=
  21. Copyright 1999-2002 Carnegie Mellon University.  =0A=
  22. Portions Copyright 2002 Sun Microsystems, Inc.  =0A=
  23. Portions Copyright 2002 Mitsubishi Electric Research Laboratories.=0A=
  24. All Rights Reserved.  Use is subject to license terms.=0A=
  25. =0A=
  26. See the file "license.terms" for information on usage and=0A=
  27. redistribution of this file, and for a DISCLAIMER OF ALL =0A=
  28. WARRANTIES.=0A=
  29. =0A=
  30. --><HTML><HEAD><TITLE>Sphinx-4 - A speech recognizer written entirely in =
  31. the Java(TM) programming language</TITLE>
  32. <META http-equiv=3DContent-Type content=3D"text/html; =
  33. charset=3Dwindows-1252">
  34. <STYLE type=3Dtext/css>PRE {
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  40. CODE {
  41.     FONT-SIZE: medium; COLOR: teal
  42. }
  43. s4keyword {
  44.     FONT-WEIGHT: bold; COLOR: red
  45. }
  46. </STYLE>
  47.  
  48. <META content=3D"MSHTML 6.00.2900.2180" name=3DGENERATOR></HEAD>
  49. <BODY bgColor=3Dwhite>
  50. <CENTER>
  51. <TABLE width=3D"100%" bgColor=3D#99cbff border=3D0>
  52.   <TBODY>
  53.   <TR>
  54.     <TD align=3Dmiddle width=3D"100%">
  55.       <H1><I>Sphinx-4</I><BR><FONT size=3D+1>A speech recognizer written =
  56. entirely=20
  57.       in the Java<SUP><FONT size=3D-1>TM</FONT></SUP> programming=20
  58.       language</FONT></H1></TD></TR></TBODY></TABLE></CENTER><FONT =
  59. face=3DArial size=3D2>
  60. <TABLE width=3D"100%" border=3D0>
  61.   <TBODY>
  62.   <TR>
  63.     <TD vAlign=3Dtop width=3D"20%" bgColor=3D#f0f8ff><BR><B><FONT =
  64. size=3D+0>Sphinx-4=20
  65.       Links</FONT></B>=20
  66.       <P><FONT size=3D-1>SourceForge=20
  67.       <LI><A href=3D"http://sourceforge.net/projects/cmusphinx">Project =
  68. Page</A>=20
  69.       <LI><A =
  70. href=3D"https://sourceforge.net/forum/?group_id=3D1904">Forums</A>=20
  71.       <LI><A=20
  72.       =
  73. href=3D"http://sourceforge.net/project/showfiles.php?group_id=3D1904&=
  74. package_id=3D117949">Download</A>=20
  75.  
  76.       <LI><A href=3D"http://sourceforge.net/cvs/?group_id=3D1904">CVS =
  77. Repository</A>=20
  78.  
  79.       <P><A href=3D"http://cmusphinx.org/">CMU Sphinx</A> </P>
  80.       <P><A=20
  81.       =
  82. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/index.html">Sphi=
  83. nx-4=20
  84.       Javadocs</A> </P>
  85.       <P><A=20
  86.       =
  87. href=3D"http://www.speech.cs.cmu.edu/cgi-bin/cmusphinx/twiki/view/Sphinx4=
  88. /WebHome">Sphinx-4=20
  89.       TWiki</A> </P>
  90.       <HR>
  91.       <B>ZipCity</B> - A demonstration of Sphinx-4 using Java Web Start=20
  92.       technology. <A=20
  93.       =
  94. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/zipcity/READ=
  95. ME.html">Read=20
  96.       more</A> about the ZipCity demo, or <A=20
  97.       =
  98. href=3D"http://cmusphinx.sourceforge.net/sphinx4/zipcity/zipcity.jnlp">Tr=
  99. y=20
  100.       it </A>.=20
  101.       <P><A=20
  102.       =
  103. href=3D"http://cmusphinx.sourceforge.net/sphinx4/zipcity/zipcity.jnlp"><I=
  104. MG=20
  105.       =
  106. src=3D"http://cmusphinx.sourceforge.net/sphinx4/doc-files/zipcity.gif"></=
  107. A>=20
  108.       <HR>
  109.  
  110.       <CENTER><A href=3D"http://www.sourceforge.net/"><IMG height=3D31=20
  111.       alt=3D"SourceForge Logo"=20
  112.       =
  113. src=3D"http://sourceforge.net/sflogo.php?group_id=3D1904&type=3D1" =
  114. width=3D88=20
  115.       border=3D0></A> <BR>Hosted by =
  116. SourceForge.net</CENTER></FONT></B></LI></TD>
  117.     <TD width=3D"5%"><BR></TD>
  118.     <TD vAlign=3Dtop><BR>
  119.       <H3>General Information</H3>
  120.       <UL>
  121.         <LI><A=20
  122.         =
  123. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#what_is_sphinx4">Introd=
  124. uction</A>=20
  125.  
  126.         <LI><A=20
  127.         =
  128. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#capabilities">Capabilit=
  129. ies</A>=20
  130.  
  131.         <LI><A=20
  132.         =
  133. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#speed_and_accuracy">Per=
  134. formance</A>=20
  135.         </LI></UL>
  136.       <H3>Installation</H3>
  137.       <UL>
  138.         <LI><A=20
  139.         =
  140. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#download_and_install">R=
  141. equired=20
  142.         Software</A>=20
  143.         <LI><A=20
  144.         =
  145. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#source">Downloading=20
  146.         Sphinx-4</A>=20
  147.         <LI><A =
  148. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#demos">Running=20
  149.         the demonstration programs</A> </LI></UL>
  150.       <H3>Building</H3>
  151.       <UL>
  152.         <LI><A=20
  153.         =
  154. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#how_build">Building=20
  155.         Sphinx-4</A>=20
  156.         <LI><A=20
  157.         =
  158. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#create_javadocs">Creati=
  159. ng=20
  160.         Javadocs</A>=20
  161.         <LI><A=20
  162.         =
  163. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#troubleshooting">Troubl=
  164. eshooting</A>=20
  165.         </LI></UL>
  166.       <H3>Sphinx-4 in Detail</H3>
  167.       <UL>
  168.         <LI><A=20
  169.         =
  170. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#whitepaper">Sphinx-4=20
  171.         Whitepaper</A>=20
  172.         <LI><A=20
  173.         =
  174. href=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/Sphinx4-faq.html">Fr=
  175. equently=20
  176.         asked questions about Sphinx-4 (with answers) </A>
  177.         <LI><A=20
  178.         =
  179. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#sphinx_properties">Unde=
  180. rstanding=20
  181.         Sphinx-4 Configuration Management</A>=20
  182.         <LI><A=20
  183.         =
  184. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#sphinx_instrumentation"=
  185. >Understanding=20
  186.         Sphinx-4 Instrumentation </A>
  187.         <LI><A=20
  188.         =
  189. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  190. rontend/doc-files/FrontEndFAQ.html">Front=20
  191.         End</A>=20
  192.         <UL>
  193.           <LI><A=20
  194.           =
  195. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  196. rontend/doc-files/FrontEndConfiguration.html">Configuration</A>=20
  197.  
  198.           <LI><A=20
  199.           =
  200. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  201. rontend/doc-files/FrontEndFAQ.html#create_cepstra">Creating=20
  202.           spectrum/cepstrum</A>=20
  203.           <LI><A=20
  204.           =
  205. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  206. rontend/doc-files/FrontEndFAQ.html#decode_cepstra">Decoding=20
  207.           cepstra</A>=20
  208.           <LI><A=20
  209.           =
  210. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  211. rontend/doc-files/FrontEndFAQ.html#enable_endpointer">Enabling=20
  212.           the endpointer</A> </LI></UL>
  213.         <LI><A=20
  214.         =
  215. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_tests">Running =
  216. the=20
  217.         Regression Tests</A>=20
  218.         <LI><A=20
  219.         =
  220. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#setup_test">Setting up =
  221. a=20
  222.         Regression Test</A>=20
  223.         <UL>
  224.           <LI><A=20
  225.           =
  226. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch=20
  227.           Files</A>=20
  228.           <LI><A=20
  229.           =
  230. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#input_files">Input=20
  231.           Audio/Cepstral Files</A>=20
  232.           <LI><A=20
  233.           =
  234. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#an4_walkthrough">Exampl=
  235. e:=20
  236.           Setting up AN4 tests</A> </LI></UL>
  237.         <LI><A=20
  238.         =
  239. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#acoustic_models">Acoust=
  240. ic=20
  241.         Model Package</A>=20
  242.         <LI><A=20
  243.         =
  244. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#language_models">Creati=
  245. ng=20
  246.         Language Models</A>=20
  247.         <LI><A =
  248. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#bnf_grammars">BNF=20
  249.         Style Grammars</A>=20
  250.         <LI><A=20
  251.         =
  252. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#architecture_and_api1">=
  253. Architecture=20
  254.         and API</A>=20
  255.         <LI><A=20
  256.         =
  257. href=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/ProgrammersGuide.htm=
  258. l">Programmer's=20
  259.         Guide</A> </LI></UL>
  260.       <H3>Versions</H3>
  261.       <UL>
  262.         <LI><A =
  263. href=3D"http://cmusphinx.sourceforge.net/sphinx4/index.html">Most=20
  264.         current version</A> (<A=20
  265.         =
  266. href=3D"http://cmusphinx.sourceforge.net/sphinx4/RELEASE_NOTES">release=20
  267.         notes</A>)=20
  268.         <LI><A=20
  269.         =
  270. href=3D"http://cmusphinx.sourceforge.net/sphinx4/sphinx4-1.0beta">Sphinx-=
  271. 4=20
  272.         1.0 beta</A> (<A=20
  273.         =
  274. href=3D"http://cmusphinx.sourceforge.net/sphinx4/sphinx4-1.0beta/RELEASE_=
  275. NOTES">release=20
  276.         notes</A>)=20
  277.         <LI><A=20
  278.         =
  279. href=3D"http://cmusphinx.sourceforge.net/sphinx4/sphinx4-0.1alpha">Sphinx=
  280. -4=20
  281.         0.1 alpha</A> </LI></UL>
  282.       <P><BR><FONT size=3D-1><B>NOTE</B>: This page contains links to =
  283. javadocs. If=20
  284.       the links are broken, you should either follow instructions in <A=20
  285.       =
  286. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#create_javadocs">Creati=
  287. ng=20
  288.       Javadocs</A>, or view this page online at <A=20
  289.       =
  290. href=3D"http://cmusphinx.sourceforge.net/sphinx4/">http://cmusphinx.sourc=
  291. eforge.net/sphinx4/</A>.=20
  292.       </FONT>
  293.       <P></P></TD></TR></TBODY></TABLE>
  294. <HR>
  295.  
  296. <H2>General Information about Sphinx-4</H2>
  297. <UL>
  298.   <LI><A name=3Dwhat_is_sphinx4><B>Introduction</B></A>=20
  299.   <P>Sphinx-4 is a state-of-the-art speech recognition system written =
  300. entirely=20
  301.   in the Java<SUP><FONT size=3D-1>TM</FONT></SUP> programming language. =
  302. It was=20
  303.   created via a joint collaboration between the Sphinx group at Carnegie =
  304. Mellon=20
  305.   University, Sun Microsystems Laboratories, Mitsubishi Electric =
  306. Research Labs=20
  307.   (MERL), and Hewlett Packard (HP), with contributions from the =
  308. University of=20
  309.   California at Santa Cruz (UCSC) and the Massachusetts Institute of =
  310. Technology=20
  311.   (MIT).=20
  312.   <P>Sphinx-4 started out as a port of Sphinx-3 to the Java programming=20
  313.   language, but evolved into a recognizer designed to be much more =
  314. flexible than=20
  315.   Sphinx-3, thus becoming an excellent platform for speech research. =
  316. <BR> =20
  317.   </P>
  318.   <LI><A name=3Dcapabilities><B>Capabilities</B></A>=20
  319.   <P>Live mode and batch mode speech recognizers, capable of recognizing =
  320.  
  321.   discrete and continuous speech.=20
  322.   <P>Generalized pluggable <A=20
  323.   =
  324. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  325. rontend/package-summary.html"><B>front=20
  326.   end</B></A> architecture. Includes pluggable implementations of <A=20
  327.   =
  328. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  329. rontend/filter/Preemphasizer.html">preemphasis</A>,=20
  330.   <A=20
  331.   =
  332. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  333. rontend/window/RaisedCosineWindower.html">Hamming=20
  334.   window</A>, <A=20
  335.   =
  336. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  337. rontend/transform/DiscreteFourierTransform.html">FFT</A>,=20
  338.   <A=20
  339.   =
  340. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  341. rontend/frequencywarp/MelFrequencyFilterBank.html">Mel=20
  342.   frequency filter bank</A>, <A=20
  343.   =
  344. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  345. rontend/transform/DiscreteCosineTransform.html">discrete=20
  346.   cosine transform</A>, <A=20
  347.   =
  348. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  349. rontend/feature/BatchCMN.html">cepstral=20
  350.   mean normalization</A>, and <A=20
  351.   =
  352. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/f=
  353. rontend/feature/DeltasFeatureExtractor.html">feature=20
  354.   extraction</A> of cepstra, delta cepstra, double delta cepstra =
  355. features.=20
  356.   <P>Generalized pluggable <B>language model</B> architecture. Includes=20
  357.   pluggable language model support for <A=20
  358.   =
  359. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/l=
  360. inguist/language/ngram/SimpleNGramModel.html">ASCII</A>=20
  361.   and <A=20
  362.   =
  363. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/l=
  364. inguist/language/ngram/large/LargeTrigramModel.html">binary</A>=20
  365.   versions of unigram, bigram, trigram, <A=20
  366.   =
  367. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/j=
  368. sapi/JSGFGrammar.html">Java=20
  369.   Speech API Grammar Format (JSGF)</A>, and <A=20
  370.   =
  371. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/l=
  372. inguist/language/grammar/FSTGrammar.html">ARPA-format=20
  373.   FST grammars</A>.=20
  374.   <P>Generalized <A=20
  375.   =
  376. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/l=
  377. inguist/acoustic/package-summary.html"><B>acoustic=20
  378.   model</B></A> architecture. Includes pluggable support for <A=20
  379.   =
  380. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/l=
  381. inguist/acoustic/tiedstate/Sphinx3Loader.html">Sphinx-3=20
  382.   acoustic models</A>.=20
  383.   <P>Generalized <A=20
  384.   =
  385. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/d=
  386. ecoder/search/package-summary.html"><B>search=20
  387.   management</B></A>. Includes pluggable support for <A=20
  388.   =
  389. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/d=
  390. ecoder/search/SimpleBreadthFirstSearchManager.html">breadth=20
  391.   first</A> and <A=20
  392.   =
  393. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/d=
  394. ecoder/search/WordPruningBreadthFirstSearchManager.html">word=20
  395.   pruning</A> searches.=20
  396.   <P>Utilities for post-processing recognition results, including <A=20
  397.   =
  398. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/r=
  399. esult/ConfidenceScorer.html">obtaining=20
  400.   confidence scores</A>, <A=20
  401.   =
  402. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/r=
  403. esult/Lattice.html">generating=20
  404.   lattices</A> and <A=20
  405.   =
  406. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/t=
  407. ools/tags/package-summary.html">embedding=20
  408.   ECMAScript into JSGF tags</A>.=20
  409.   <P>Standalone tools. Includes tools for <A=20
  410.   =
  411. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/t=
  412. ools/audio/package-summary.html">displaying=20
  413.   waveforms and spectrograms</A> and <A=20
  414.   =
  415. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/t=
  416. ools/feature/package-summary.html">generating=20
  417.   features from audio</A>.=20
  418.   <P>(<B>NOTE:</B> The links in this section point to local files =
  419. created by=20
  420.   javadoc. If they are broken, please follow the instructions on <A=20
  421.   =
  422. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#create_javadocs">Creati=
  423. ng=20
  424.   Javadocs</A> to create these links.) <BR>  </P>
  425.   <LI><A name=3Dspeed_and_accuracy><B>Performance</B></A>=20
  426.   <P>Sphinx-4 is a very flexible system capable of performing many =
  427. different=20
  428.   types of recognition tasks. As such, it is difficult to characterize =
  429. the=20
  430.   performance and accuracy of Sphinx-4 with just a few simple numbers =
  431. such as=20
  432.   speed and accuracy. Instead, we regularly run regression tests on =
  433. Sphinx-4 to=20
  434.   determine how it performs under a variety of tasks. These tasks and =
  435. their=20
  436.   latest results are as follows (each task is progressively more =
  437. difficult than=20
  438.   the previous task):=20
  439.   <UL>
  440.     <LI><A=20
  441.     =
  442. href=3D"http://cmusphinx.sourceforge.net/IsolatedDigitsResults.html">Isol=
  443. ated=20
  444.     Digits (TI46)</A>: Runs Sphinx-4 with pre-recorded test data to =
  445. gather=20
  446.     performance metrics for recognizing just one word at a time. The =
  447. vocabulary=20
  448.     is merely the spoken digits from 0 through 9, with a single =
  449. utterance=20
  450.     containing just one digit. <BR><I>(TI46 refers to the "NIST CD-ROM =
  451. Version=20
  452.     of the Texas Instruments-developed 46-Word Speaker-Dependent =
  453. Isolated Word=20
  454.     Speech Database".)</I> <BR>
  455.     <LI><A=20
  456.     =
  457. href=3D"http://cmusphinx.sourceforge.net/ConnectedDigitsResults.html">Con=
  458. nected=20
  459.     Digits (TIDIGITS)</A>: Extends the Isolated Digits test to recognize =
  460. more=20
  461.     than one word at a time (i.e., continuous speech). The vocabulary is =
  462. merely=20
  463.     the spoken digits from 0 through 9, with a single utterance =
  464. containing a=20
  465.     sequence of digits. <BR><I>(TIDIGITS refers to the "NIST CD-ROM =
  466. Version of=20
  467.     the Texas Instruments-developed Studio Quality Speaker-Independent=20
  468.     Connected-Digit Corpus".)</I> <BR>
  469.     <LI><A =
  470. href=3D"http://cmusphinx.sourceforge.net/SmallVocabResults.html">Small=20
  471.     Vocabulary (AN4)</A>: Extends the vocabulary to approximately 100 =
  472. words,=20
  473.     with input data ranging from speaking words as well as spelling =
  474. words out=20
  475.     letter by letter. <BR>
  476.     <LI><A=20
  477.     =
  478. href=3D"http://cmusphinx.sourceforge.net/MediumVocabResults.html">Medium =
  479.  
  480.     Vocabulary (RM1)</A>: Extends the vocabulary to approximately 1,000 =
  481. words.=20
  482.     <BR>
  483.     <LI><A=20
  484.     =
  485. href=3D"http://cmusphinx.sourceforge.net/MediumVocabResults.html">Medium =
  486.  
  487.     Vocabulary (WSJ5K)</A>: Extends the vocabulary to approximately =
  488. 5,000 words.=20
  489.     <BR>
  490.     <LI><A =
  491. href=3D"http://cmusphinx.sourceforge.net/LargeVocabResults.html">Medium=20
  492.     Vocabulary (WSJ20K)</A>: Extends the vocabulary to approximately =
  493. 20,000=20
  494.     words. <BR>
  495.     <LI><A =
  496. href=3D"http://cmusphinx.sourceforge.net/LargeVocabResults.html">Large=20
  497.     Vocabulary (HUB4)</A>: Extends the vocabulary to approximately =
  498. 64,000 words.=20
  499.     </LI></UL>
  500.   <P>The following table compares the performance of Sphinx 3.3 with =
  501. Sphinx-4.=20
  502.   <P>
  503.   <TABLE cellSpacing=3D0 cellPadding=3D1 border=3D1>
  504.     <TBODY>
  505.     <TR>
  506.       <TH bgColor=3D#e0e8ff><STRONG>Test</STRONG> </TH>
  507.       <TH bgColor=3D#e0e8ff><STRONG>S3.3 WER</STRONG> </TH>
  508.       <TH bgColor=3D#e0e8ff><STRONG>S4 WER</STRONG> </TH>
  509.       <TH bgColor=3D#e0e8ff><STRONG>S3.3 RT</STRONG> </TH>
  510.       <TH bgColor=3D#e0e8ff><STRONG>S4 RT(1)</STRONG> </TH>
  511.       <TH bgColor=3D#e0e8ff><STRONG>S4 RT (2)</STRONG> </TH>
  512.       <TH bgColor=3D#e0e8ff><STRONG>Vocabulary Size</STRONG> </TH>
  513.       <TH bgColor=3D#e0e8ff><STRONG>Language Model</STRONG> </TH></TR>
  514.     <TR>
  515.       <TH bgColor=3D#f0f8ff><STRONG>TI46</STRONG> </TH>
  516.       <TD align=3Dright>1.217 </TD>
  517.       <TD align=3Dright>0.168 </TD>
  518.       <TD align=3Dright>0.14 </TD>
  519.       <TD align=3Dright>.03 </TD>
  520.       <TD align=3Dright>.02 </TD>
  521.       <TD align=3Dright>11 </TD>
  522.       <TD>isolated digits recognition </TD></TR>
  523.     <TR>
  524.       <TH bgColor=3D#f0f8ff><STRONG>TIDIGITS</STRONG> </TH>
  525.       <TD align=3Dright>0.661 </TD>
  526.       <TD align=3Dright>0.549 </TD>
  527.       <TD align=3Dright>0.16 </TD>
  528.       <TD align=3Dright>0.07 </TD>
  529.       <TD align=3Dright>0.05 </TD>
  530.       <TD align=3Dright>11 </TD>
  531.       <TD>continuous digits </TD></TR>
  532.     <TR>
  533.       <TH bgColor=3D#f0f8ff><STRONG>AN4</STRONG> </TH>
  534.       <TD align=3Dright>1.300 </TD>
  535.       <TD align=3Dright>1.192 </TD>
  536.       <TD align=3Dright>0.38 </TD>
  537.       <TD align=3Dright>0.25 </TD>
  538.       <TD align=3Dright>0.20 </TD>
  539.       <TD align=3Dright>79 </TD>
  540.       <TD>trigram </TD></TR>
  541.     <TR>
  542.       <TH bgColor=3D#f0f8ff><STRONG>RM1</STRONG> </TH>
  543.       <TD align=3Dright>2.746 </TD>
  544.       <TD align=3Dright>2.88 </TD>
  545.       <TD align=3Dright>0.50 </TD>
  546.       <TD align=3Dright>0.50 </TD>
  547.       <TD align=3Dright>0.41 </TD>
  548.       <TD align=3Dright>1,000 </TD>
  549.       <TD>trigram </TD></TR>
  550.     <TR>
  551.       <TH bgColor=3D#f0f8ff><STRONG>WSJ5K</STRONG> </TH>
  552.       <TD align=3Dright>7.323 </TD>
  553.       <TD align=3Dright>6.97 </TD>
  554.       <TD align=3Dright>1.36 </TD>
  555.       <TD align=3Dright>1.22 </TD>
  556.       <TD align=3Dright>0.96 </TD>
  557.       <TD align=3Dright>5,000 </TD>
  558.       <TD>trigram </TD></TR>
  559.     <TR>
  560.       <TH bgColor=3D#f0f8ff><STRONG>HUB4</STRONG> </TH>
  561.       <TD align=3Dright>18.845 </TD>
  562.       <TD align=3Dright>18.756 </TD>
  563.       <TD align=3Dright>3.06 </TD>
  564.       <TD align=3Dright>~4.4 </TD>
  565.       <TD align=3Dright>3.95 </TD>
  566.       <TD align=3Dright>60,000 </TD>
  567.       <TD>trigram </TD></TR></TBODY></TABLE>
  568.   <P>Note that performance work on the HUB4 test is not complete=20
  569.   <P>
  570.   <P>Key:=20
  571.   <UL>
  572.     <LI><STRONG>WER</STRONG> - Word error rate (%) (lower is better)=20
  573.     <LI><STRONG>RT</STRONG> - Real Time - Ratio of processing time to =
  574. audio time=20
  575.     - (lower is better)=20
  576.     <LI><STRONG>S3.3 RT</STRONG> - Results for a single or dual CPU=20
  577.     configuration=20
  578.     <LI><STRONG>S4 RT(1)</STRONG> - Results on a single-CPU =
  579. configuration=20
  580.     <LI><STRONG>S4 RT(2)</STRONG> - Results for a dual-CPU configuration =
  581.  
  582. </LI></UL>
  583.   <P>This data was collected on a dual CPU UltraSPARC(R)-III running at =
  584. 1015 MHz=20
  585.   with 2G of memory. </P></LI></UL>
  586. <HR>
  587.  
  588. <H2>Installation</H2>
  589. <UL>
  590.   <LI><A name=3Ddownload_and_install><B>Required Software</B></A>=20
  591.   <P>Sphinx-4 has been built and tested on the Solaris<SUP> <FONT=20
  592.   size=3D-1>TM</FONT></SUP> Operating Environment, Mac OS X, Linux and =
  593. Win32=20
  594.   operating systems. Running, building, and testing Sphinx-4 requires =
  595. additional=20
  596.   software. Before you start, you will need the following software =
  597. available on=20
  598.   your machine.</P>
  599.   <UL>
  600.     <LI><B>Java 2 SDK, Standard Edition, v1.4</B> or better. Go to <A=20
  601.     href=3D"http://java.sun.com/">java.sun.com</A>, and select "J2SE". =
  602. At the time=20
  603.     of writing, the latest release version is 1.4.2, which is the one we =
  604.  
  605.     recommend. </LI></UL><BR>
  606.   <UL>
  607.     <LI><B>Ant 1.6.0</B> or better, available at <A=20
  608.     href=3D"http://ant.apache.org/">ant.apache.org</A>. The site has a =
  609. manual with=20
  610.     instructions on how to download, install, and use ant. You will only =
  611. need=20
  612.     ant if you wish to build Sphinx-4 from the source distribution. <BR>
  613.     <LI><B>CVS</B> and <B>SSH</B>, but only if you want to interact =
  614. directly=20
  615.     with the cvs tree (which we recommend). The canonical places to get =
  616. them are=20
  617.     <A href=3D"http://www.cvshome.org/">http://www.cvshome.org/</A> and =
  618. <A=20
  619.     href=3D"http://openssh.org/">openssh.org</A>. If you are using =
  620. Windows, your=20
  621.     best choice is to install <A href=3D"http://cygwin.com/">cygwin</A>, =
  622. which=20
  623.     will give you a linux-like environment in a command prompt window. =
  624. Make sure=20
  625.     to choose "ssh" and "cvs" when you install cygwin. =
  626. </LI></UL><BR> =20
  627.   <LI><A name=3Dsource><B>Downloading Sphinx-4</B></A> <BR> =20
  628.   <UL>
  629.     <LI><B>Instructions for retrieving code from a release package.</B>=20
  630.     <P>Sphinx-4 has two packages available for <A=20
  631.     =
  632. href=3D"http://sourceforge.net/project/showfiles.php?group_id=3D1904&=
  633. package_id=3D117949">download</A>:=20
  634.  
  635.     <UL>
  636.       <LI><B>sphinx4-{version}-bin.zip</B>: provides the jar files,=20
  637.       documentation, and demos=20
  638.       <LI><B>sphinx4-{version}-src.zip</B>: provides the sources, =
  639. documentation,=20
  640.       demos, unit tests and regression tests. </LI></UL>
  641.     <P></P>
  642.     <P>See <A=20
  643.     =
  644. href=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/Sphinx4-faq.html#whi=
  645. ch_dist">this=20
  646.     FAQ question</A> to help determine whether you should get the binary =
  647. or the=20
  648.     source distribution.=20
  649.     <P>After you have downloaded the distribution, unjar the ZIP files =
  650. using the=20
  651.     <CODE>jar</CODE> command which is in the <CODE>bin</CODE> directory =
  652. of your=20
  653.     Java installation: <PRE>jar xvf sphinx4-{version}-bin.zip
  654. jar xvf sphinx4-{version}-src.zip</PRE>
  655.     <P></P>
  656.     <P>For both downloads, a directory called "sphinx4-{version}" will =
  657. be=20
  658.     created. </P>
  659.     <P>There are also the RM1 acoustic model, and HUB4 acoustic and =
  660. language=20
  661.     models, available for download at the same location on SourceForge. =
  662. Download=20
  663.     them only if you want to run the regression tests for RM1 and HUB4. =
  664. </P>
  665.     <LI><A name=3Dcvs><B>Instructions for retrieving code from the cvs=20
  666.     trees</B></A>=20
  667.     <P>If you want to be able to get the latest updates from the CVS =
  668. source=20
  669.     tree, you should retrieve the code from the CVS source tree on =
  670. SourceForge.=20
  671.     The Sphinx-4 code is located at <A=20
  672.     href=3D"http://sourceforge.net/projects/cmusphinx">sourceforge.net =
  673. </A>as open=20
  674.     source. Please follow the instructions below to retrieve it.</P>
  675.     <UL>
  676.       <LI>Make sure that you set the environment variable CVS_RSH to =
  677. ssh. See=20
  678.       the <A=20
  679.       =
  680. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#troubleshooting">troubl=
  681. eshooting</A>=20
  682.       section for more details.=20
  683.       <LI>Get the code from sourceforge.net. If you are a developer in =
  684. the=20
  685.       cmusphinx project, then do (assuming you use bash shell): <PRE>% =
  686. export CVS_RSH=3Dssh
  687. % cvs -z3 =
  688. -d:ext:<I>developername</I>@cvs.sourceforge.net:/cvsroot/cmusphinx co =
  689. sphinx4
  690. </PRE>where <I>developername</I> is your sourceforge developer name.=20
  691.       <LI>If you are not a developer, you have to get the code =
  692. anonymously. When=20
  693.       prompted for a password, simply hit <ENTER>: <PRE>% cvs =
  694. -d:pserver:anonymous@cvs.sourceforge.net:/cvsroot/cmusphinx login
  695. % cvs -z3 -d:pserver:anonymous@cvs.sourceforge.net:/cvsroot/cmusphinx co =
  696. sphinx4
  697. </PRE></LI></UL></LI></UL><BR>
  698.   <LI><A name=3Dhow_build><B>Building Sphinx-4</B></A>=20
  699.   <P>Since the sphinx4-{version}-bin.zip distribution does not contain =
  700. the=20
  701.   source code, you must download the sphinx4-{version}-src.zip, or =
  702. retrieved the=20
  703.   code from SourceForge using CVS, in order to be able to build from the =
  704.  
  705.   sources. The software required for building Sphinx-4 are listed in the =
  706. <A=20
  707.   =
  708. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#download_and_install">R=
  709. equired=20
  710.   Software</A> section. </P>
  711.   <P><B>Setup JSAPI 1.0</B></P>
  712.   <P>Before you build Sphinx-4, it is important to <A=20
  713.   =
  714. href=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/jsapi_setup.html">se=
  715. tup=20
  716.   your environment to support the Java Speech API (JSAPI)</A>, because a =
  717. number=20
  718.   of tests and demos rely on having JSAPI installed. </P>
  719.   <P>To build Sphinx-4, at the command prompt change to the directory =
  720. where you=20
  721.   installed Sphinx-4 (usually, a simple "cd sphinx4" will do). Set your=20
  722.   <CODE>JAVA_HOME</CODE>, <CODE>ANT_HOME</CODE> and <CODE>PATH</CODE>=20
  723.   environment variables as described above. Then type the following: =
  724. </P><PRE>ant</PRE>
  725.   <P>This executes the <A href=3D"http://ant.apache.org/">Apache Ant</A> =
  726. command=20
  727.   to build the Sphinx-4 classes under the <CODE>bld</CODE> directory, =
  728. the jar=20
  729.   files under the <CODE>lib</CODE> directory, and the demo jar files =
  730. under the=20
  731.   <CODE>bin</CODE> directory. </P>
  732.   <P>To delete all the output from the build to give you a fresh start: =
  733. <PRE>ant clean</PRE><BR>
  734.   <LI><A name=3Dcreate_javadocs><B>Creating Javadocs</B></A>=20
  735.   <P>The javadocs have already been built if you downloaded the=20
  736.   sphinx4-{version}-bin.zip. In order to build the javadocs yourself, =
  737. you must=20
  738.   download the sphinx4-{version}-src.zip distribution instead. To build =
  739. the=20
  740.   javadocs, go to the top level directory ("sphinx4-{version}"), and =
  741. type: </P><PRE>ant javadoc</PRE>
  742.   <P>This will build javadocs from public classes, displaying only the =
  743. public=20
  744.   methods and fields. In general, this is all the information you will =
  745. need. If=20
  746.   you need more details, such as private or protected classes, you can =
  747. generate=20
  748.   the corresponding javadoc by doing, for example: </P><PRE>ant =
  749. -Daccess=3Dprivate javadoc</PRE><BR> =20
  750.   <LI><A name=3Dtroubleshooting><B>Troubleshooting</B></A><BR> =20
  751.   <OL>
  752.     <LI>How can I specify the location of the Java JDK?=20
  753.     <UL>
  754.       <LI>Using the JAVA_HOME environment variable. For the different =
  755. versions=20
  756.       of OS, do:=20
  757.       <UL>
  758.         <LI>Unix (t)csh: <CODE>setenv JAVA_HOME=20
  759.         /lab/speech/java/j2sdk1.4.0</CODE>=20
  760.         <LI>Unix (ba)sh: <CODE>export=20
  761.         JAVA_HOME=3D'/lab/speech/java/jdk1.4.1_01'</CODE>=20
  762.         <LI>Windows/cygwin: <CODE>export=20
  763.         JAVA_HOME=3D'c:/Progra~1/J2SDK_Forte/jdk1.4.0'</CODE> =
  764. </LI></UL></LI></UL><BR>
  765.     <LI>How can I update the code in the current working copy that I =
  766. have?=20
  767.     <UL>
  768.       <LI>If you are using CVS, you can do a "cvs update -d". The switch =
  769. "-d"=20
  770.       will also get new directories or files that have been added to the =
  771. cvs=20
  772.       module since the last time you downloaded. </LI></UL><BR>
  773.     <LI>I always get a "timeout" message when I try to download/update =
  774. the cvs=20
  775.     tree.=20
  776.     <UL>
  777.       <LI>Make sure you defined the CVS_RSH environment variable as =
  778. 'ssh'. If=20
  779.       ssh is not on your path, make sure you specify the full path. For =
  780. the=20
  781.       different versions of OS, do:=20
  782.       <UL>
  783.         <LI>Unix (t)csh: <CODE>setenv CVS_RSH ssh</CODE>=20
  784.         <LI>Unix (ba)sh: <CODE>export =
  785. CVS_RSH=3D'/usr/local/bin/ssh'</CODE>=20
  786.         <LI>Windows/cygwin: <CODE>export CVS_RSH=3D'ssh'</CODE>=20
  787.     </LI></UL></LI></UL><BR>
  788.     <LI><A name=3Dcygwin>What are the limitations/hacks if I am using =
  789. cygwin?</A>=20
  790.     <UL>
  791.       <LI>Make sure that you install "ssh" and "cvs" when you install =
  792. cygwin. If=20
  793.       you do not want to go through the list of packages trying to =
  794. decide what=20
  795.       you need, installing everything is a good solution.=20
  796.       <LI>Cygwin does not define a home directory, which is used by cvs. =
  797. You=20
  798.       have to explicitly define it. You are better off creating an =
  799. environment=20
  800.       variable HOME, which will be used by every cygwin window that you =
  801. open.=20
  802.       Follow the instructions below to create this variable on Windows =
  803. 2000.=20
  804.       <UL>
  805.         <LI>Assume your userid is "johndoe", and you created a directory =
  806. named=20
  807.         "/home/johndoe" in the cygwin environment=20
  808.         <LI>Right click on the "My Computer" icon=20
  809.         <LI>On the menu, click on "Properties"=20
  810.         <LI>Click the "Advanced" tab=20
  811.         <LI>Select "Environment Variables"=20
  812.         <LI>Click "New" on the "User variables for johndoe" box=20
  813.         <LI>On "Variable Name", type "HOME"=20
  814.         <LI>On "Variable Value", type "c:\cygwin\home\johndoe" =
  815. </LI></UL>When you=20
  816.       start a new cygwin window, if you type "echo $HOME", you should =
  817. get=20
  818.       "/home/johndoe".=20
  819.       <LI>Handling absolute paths: Cygwin interprets directory paths in =
  820. a=20
  821.       unix-like way, relative to its own "root" directory (which cygwin =
  822. sees as=20
  823.       "/" but Windows sees as "c:\cygwin"). However, the Java platform=20
  824.       interprets directory paths via the operating system. Therefore, =
  825. absolute=20
  826.       paths, such as "/lab/speech", will be interpreted differently by =
  827. cygwin=20
  828.       and by the Java platform. One workaround is to keep the absolute =
  829. path in=20
  830.       Windows (e.g. "c:\lab\") and create a link, in cygwin, from that =
  831. location=20
  832.       (such as "ln -s /cygdrive/c/lab /lab"). If you use absolute paths =
  833. to=20
  834.       identify data location and the directories are not setup this way, =
  835. you may=20
  836.       encounter error messages such as: <PRE>d:\work\sphinx4>ant =
  837. clean=20
  838. /c: Can't open /c: No such file or directory=20
  839. </PRE>
  840.       <LI>Handling DOS 8.3 filename format: Since cygwin deals with unix =
  841. and DOS=20
  842.       filename formats at the same time, filenames in different files =
  843. (e.g.,=20
  844.       build.xml, .props file) have different requirements. Paths =
  845. interpreted=20
  846.       directly by cygwin can be as long as you want. Paths passed to the =
  847.  
  848.       program, though, conform to the 8.3 convention of DOS filenames. =
  849. Therefore=20
  850.       you have to define the path to, say, junit as something like=20
  851.       /lab/speech/ThirdP~1/junit3.7, since this string is passed from =
  852. the=20
  853.       environment to the Java code to the OS. =
  854. </LI></UL></LI></OL></LI></UL>
  855. <HR>
  856.  
  857. <H2><A name=3Ddemos>Demos</A></H2>
  858. <P>Sphinx-4 contains a number of demo programs. If you downloaded the =
  859. binary=20
  860. distribution (sphinx4-{version}-bin.zip), the JAR files of the demos are =
  861. already=20
  862. built, so you can just run them directly. However, if you downloaded the =
  863. source=20
  864. distribution (sphinx4-{version}-src.zip or via CVS), you need to build =
  865. the=20
  866. demos. Click on the links below for instructions on how to build and run =
  867. the=20
  868. demos.=20
  869. <UL>
  870.   <LI><A=20
  871.   =
  872. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/helloworld/R=
  873. EADME.html">Hello=20
  874.   World Demo</A>: a command line application that recognizes simple =
  875. phrases=20
  876.   <LI><A=20
  877.   =
  878. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/hellodigits/=
  879. README.html">Hello=20
  880.   Digits Demo</A>: a command line application that recognizes connected =
  881. digits=20
  882.   <LI><A=20
  883.   =
  884. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/hellongram/R=
  885. EADME.html">Hello=20
  886.   N-Gram Demo</A>: a command line application using an N-gram language =
  887. model for=20
  888.   speech recognition=20
  889.   <LI><A=20
  890.   =
  891. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/zipcity/READ=
  892. ME.html">ZipCity=20
  893.   Demo</A>: a Java Web Start technology application that recognizes =
  894. spoken zip=20
  895.   codes and locates the associated city and state.=20
  896.   <LI><A=20
  897.   =
  898. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/wavfile/READ=
  899. ME.html">WavFile=20
  900.   Demo</A>: a simple demo program to show how to decode audio files =
  901. (e.g., .wav,=20
  902.   .au files).=20
  903.   <LI><A=20
  904.   =
  905. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/transcriber/=
  906. README.html">Transcriber=20
  907.   Demo</A>: a simple demo program showing how to transcribe a continuous =
  908. audio=20
  909.   file that has multiple utterances separated by silences=20
  910.   <LI><A=20
  911.   =
  912. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/jsapi/jsgf/README.h=
  913. tml">JSGF=20
  914.   Demo</A>: a simple demo program showing how a program can swap between =
  915.  
  916.   multiple JSGF grammars=20
  917.   <LI><A=20
  918.   =
  919. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/jsapi/dialog/README=
  920. .html">Dialog=20
  921.   Demo</A>: a demo program showing how a program can swap between =
  922. multiple JSGF=20
  923.   and dictation gramamrs=20
  924.   <LI><A=20
  925.   =
  926. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/jsapi/tags/README.h=
  927. tml">Action=20
  928.   Tags Demo</A>: a demo program showing how to use action tags for=20
  929.   post-processing of RuleParse objects obtained from JSGF grammars.=20
  930.   <LI><A=20
  931.   =
  932. href=3D"http://cmusphinx.sourceforge.net/sphinx4/demo/sphinx/confidence/R=
  933. EADME.html">Confidence=20
  934.   Demo</A>: a simple demo program showing how to obtain confidence =
  935. scores for=20
  936.   result. </LI></UL>
  937. <P></P>
  938. <P>There is also a <A=20
  939. href=3D"http://cmusphinx.sourceforge.net/sphinx4/tests/live/README.html">=
  940. live-mode=20
  941. test program</A> (this link only works if you downloaded the source=20
  942. distribution), which is available if you download the =
  943. sphinx-src-{version}.zip=20
  944. file but not available in the sphinx-bin-{version}.zip file. </P>
  945. <P>The <A=20
  946. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/t=
  947. ools/audio/doc-files/HowToRunAudioTool.html">AudioTool</A>=20
  948. is a visual tool that records and displays the waveform and spectrogram =
  949. of an=20
  950. audio signal. It is available in both the binary and source releases. =
  951. </P>
  952. <HR>
  953.  
  954. <H2>Sphinx-4 in Detail</H2>
  955. <UL>
  956.   <LI><A name=3Dwhitepaper><B>Sphinx-4 Whitepaper</B></A>
  957.   <P></P><A=20
  958.   =
  959. href=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/Sphinx4Whitepaper.pd=
  960. f">Sphinx-4:=20
  961.   A Flexible Open Source Framework for Speech Recognition</A> describes =
  962. the=20
  963.   framework and implementation of Sphinx-4 from a speech-technologist's=20
  964.   perspective. Please read this if you'd like to extend Sphinx-4. =
  965. <BR> =20
  966.   <LI><A name=3Dsphinx_properties><B>Frequently asked questions about=20
  967.   Sphinx-4</B></A>
  968.   <P></P>The document <A=20
  969.   =
  970. href=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/Sphinx4-faq.html">Fr=
  971. equently=20
  972.   asked questions about Sphinx-4 </A>contains answers to a number of =
  973. frequently=20
  974.   asked questions about Sphinx-4 <BR> =20
  975.   <LI><A name=3Dsphinx_properties><B>Understanding Sphinx-4 =
  976. Configuration=20
  977.   Management </B>
  978.   <P></A>The document <A=20
  979.   =
  980. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/u=
  981. til/props/doc-files/ConfigurationManagement.html">Sphinx-4=20
  982.   Configuration Management</A> describes, in detail, how to configure a =
  983. Sphinx-4=20
  984.   system. <BR>  </P>
  985.   <LI><A name=3Dsphinx_instrumentation><B>Understanding Sphinx-4 =
  986. Instrumentation=20
  987.   </B>
  988.   <P></A>The document <A=20
  989.   =
  990. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/i=
  991. nstrumentation/doc-files/Instrumentation.html">Sphinx-4=20
  992.   Instrumentation </A>describes, in detail, how to use the =
  993. instrumentation=20
  994.   facilities of the Sphinx-4 system. <BR>  </P>
  995.   <LI><A name=3Dbatch_tests><B>Running the Regression Tests</B></A>=20
  996.   <P>Sphinx-4 contains a number of regression tests using common speech=20
  997.   databases. Again, you have to download the source distribution or =
  998. downloaded=20
  999.   the source tree using CVS in order to get the regression tests =
  1000. directory. The=20
  1001.   regression tests we have are: </P>
  1002.   <UL>
  1003.     <LI><A=20
  1004.     =
  1005. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#isolated_digits_test">I=
  1006. solated=20
  1007.     Digits - TI46</A>=20
  1008.     <LI><A=20
  1009.     =
  1010. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#connected_digits_test">=
  1011. Connected=20
  1012.     Digits - TIDIGITS</A>=20
  1013.     <LI><A=20
  1014.     =
  1015. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#small_vocab_test">Small=
  1016. =20
  1017.     Vocabulary - AN4</A>=20
  1018.     <LI><A=20
  1019.     =
  1020. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#medium_vocab_test">Medi=
  1021. um=20
  1022.     Vocabulary - RM1</A>=20
  1023.     <LI><A=20
  1024.     =
  1025. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#large_vocab_test">Large=
  1026. =20
  1027.     Vocabulary - HUB4</A> </LI></UL>
  1028.   <P>Before you run any of the tests, make sure that you have built =
  1029. Sphinx-4=20
  1030.   already. To do so, go to the top level and type: <PRE>ant</PRE>
  1031.   <P></P>
  1032.   <P>You also need to make sure you have the appropriate acoustic =
  1033. model(s)=20
  1034.   installed. More details below. </P>
  1035.   <P>The Sphinx-4 regression tests have different directories for the =
  1036. different=20
  1037.   tasks. The directory sphinx4/tests/performance contains directories =
  1038. named=20
  1039.   ti46, tidigits, an4, rm1, hub4, and some other tests. Each of these=20
  1040.   directories contains a build.xml with targets specific to the =
  1041. particular task.=20
  1042.   The build.xml allows you to run a number of different tests. Type: =
  1043. <PRE>ant -projecthelp</PRE>to list a help text with the possible =
  1044. targets.=20
  1045.   <P></P>
  1046.   <P><A name=3Disolated_digits_test><BR><B>Isolated Digits - =
  1047. TI46</B></A> </P>
  1048.   <P>The TIDIGITS models are already included as part of the =
  1049. distribution.=20
  1050.   Therefore, you do not need to download them separately. You must have =
  1051. the TI46=20
  1052.   test data, available from the <A=20
  1053.   =
  1054. href=3D"http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=3DLDC=
  1055. 93S9">LDC=20
  1056.   TI46</A> website. </P>
  1057.   <P>You need to edit the batch file called <CODE>ti46.batch</CODE>, =
  1058. located in=20
  1059.   <CODE>tests/performance/ti46</CODE> directory. You will need to change =
  1060. it such=20
  1061.   that it matches where you stored the TI46 test files. Refer to the =
  1062. section <A=20
  1063.   href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch =
  1064. Files</A>=20
  1065.   for detail about the format of batch files. </P>
  1066.   <P>To run the tests: </P><PRE>  % cd sphinx4/tests/performance/ti46
  1067.   % ant -projecthelp      # to see a list of possible targets
  1068.   % ant ti46_wordlist
  1069.   </PRE>
  1070.   <P><A name=3Dconnected_digits_test><BR><B>Connected Digits - =
  1071. TIDIGITS</B></A>=20
  1072.   </P>
  1073.   <P>The TIDIGITS models are already included as part of the =
  1074. distribution.=20
  1075.   Therefore, you do not need to download them separately.=20
  1076.   <P>You must have the TIDIGITS test data, available from the <A=20
  1077.   =
  1078. href=3D"http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=3DLDC=
  1079. 93S10">LDC=20
  1080.   TIDIGITS</A> website.=20
  1081.   <P>You need to edit the batch file called <CODE>tidigits.batch</CODE>, =
  1082. located=20
  1083.   in the <CODE>tests/performance/tidigits</CODE> directory. You will =
  1084. need to=20
  1085.   change it such that it matches where you stored the TIDIGITS test =
  1086. files. Refer=20
  1087.   to the section <A=20
  1088.   href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch =
  1089. Files</A>=20
  1090.   for detail about the format of batch files.=20
  1091.   <P>To run the tests: <PRE>  % cd sphinx4/tests/performance/tidigits
  1092.   % ant -projecthelp      # to see a list of possible targets
  1093.   % ant tidigits_flat_unigram
  1094. </PRE>
  1095.   <P><A name=3Dsmall_vocab_test><BR><B>Small Vocabulary - AN4</B></A>=20
  1096.   <P>The Wall Street Journal (WSJ) models are already included as part =
  1097. of the=20
  1098.   distribution. Therefore, you do not need to download them separately.=20
  1099.   <P>Download the big endian raw audio format of the <A=20
  1100.   href=3D"http://www.speech.cs.cmu.edu/databases/an4/">AN4 Database</A>. =
  1101. Unpack it=20
  1102.   at a directory of your choice: <PRE>  % gunzip =
  1103. an4_raw.bigendian.tar.gz
  1104.   % tar -xvf an4_raw.bigendian.tar
  1105. </PRE>
  1106.   <P>Then update the following batch files (located in the=20
  1107.   <CODE>tests/performance/an4</CODE> directory), so that they match up =
  1108. with=20
  1109.   where you unpacked the AN4 data. You probably just need to replace all =
  1110.  
  1111.   instances of the string <CODE>"/lab/speech/sphinx4/data"</CODE> inside =
  1112. these=20
  1113.   batch files. Please refer to the <A=20
  1114.   href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch =
  1115. Files</A>=20
  1116.   section for details about batch files:=20
  1117.   =
  1118. <P><CODE>an4_full.batch<BR>an4_spelling.batch<BR>an4_words.batch</CODE>=20
  1119.   <P>After you have updated the batch files, you can run the tests by: =
  1120. <PRE>  % cd sphinx4/tests/performance/an4
  1121.   % ant -projecthelp      # to see a list of possible targets
  1122.   % ant an4_words_unigram
  1123. </PRE>
  1124.   <P><A name=3Dmedium_vocab_test><BR><B>Medium Vocabulary - RM1</B></A>=20
  1125.   <P>Make sure that you have downloaded the binary RM1 model file, =
  1126. called=20
  1127.   <CODE>RM1_13dCep_16k_40mel_130Hz_6800Hz.jar</CODE>, located at the=20
  1128.   <CODE>sphinx4</CODE> package in the <A=20
  1129.   =
  1130. href=3D"http://sourceforge.net/project/showfiles.php?group_id=3D1904&=
  1131. package_id=3D117949">downloads=20
  1132.   page</A>. <BR>Then in the build file for the RM1 tests,=20
  1133.   <CODE>sphinx4/tests/performance/rm1/build.xml</CODE>, changed the=20
  1134.   <CODE>classpath</CODE> property of the build file to point to the =
  1135. location of=20
  1136.   your <CODE>RM1_13dCep_16k_40mel_130Hz_6800Hz.jar</CODE>.=20
  1137.   <P>You must have the RM1 test data, available from the <A=20
  1138.   =
  1139. href=3D"http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=3DLDC=
  1140. 93S3B">LDC=20
  1141.   RM1</A> website.=20
  1142.   <P>You also need to prepare a batch file called =
  1143. <CODE>rm1.batch</CODE>, by=20
  1144.   following instructions in the <A=20
  1145.   href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch =
  1146. Files</A>=20
  1147.   section. There is already one in the RM1 test directory, but it will =
  1148. not work=20
  1149.   for you, since the paths to test files will not match your setup.=20
  1150.   <P>To run the tests: <PRE>  % cd sphinx4/tests/performance/rm1
  1151.   % ant -projecthelp      # to see a list of possible targets
  1152.   % ant rm1_bigram
  1153. </PRE>
  1154.   <P><A name=3Dlarge_vocab_test><BR><B>Large Vocabulary - HUB4</B></A>=20
  1155.   <P>You must have the HUB4 test data, available from the <A=20
  1156.   =
  1157. href=3D"http://wave.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=3DLD=
  1158. C2000S88">LDC=20
  1159.   HUB4</A> website. </P>
  1160.   <P>You must download the binary HUB4 model file, called=20
  1161.   <CODE>HUB4_8gau_13dCep_16k_40mel_133Hz_6855Hz.jar</CODE>, and the =
  1162. binary HUB4=20
  1163.   trigram language model, called <CODE>HUB4_trigram_lm.zip</CODE>, both =
  1164. located=20
  1165.   at the <CODE>sphinx4</CODE> package in the <A=20
  1166.   =
  1167. href=3D"http://sourceforge.net/project/showfiles.php?group_id=3D1904&=
  1168. package_id=3D117949">downloads=20
  1169.   page</A>. For the trigram language model file, unpack it by: <PRE>jar =
  1170. xvf HUB4_trigram_lm.zip</PRE>The trigram model file is called=20
  1171.   <CODE>language_model.arpaformat.DMP</CODE>. Then, in the build file =
  1172. for the=20
  1173.   HUB4 tests, <CODE>sphinx4/tests/performance/hub4/build.xml</CODE>, =
  1174. changed the=20
  1175.   <CODE>classpath</CODE> property of the build file to point to the =
  1176. location of=20
  1177.   your <CODE>HUB4_8gau_13dCep_16k_40mel_133Hz_6855Hz.jar</CODE>. In the=20
  1178.   configuration file, =
  1179. <CODE>tests/performance/hub4/hub4.config.xml</CODE>,=20
  1180.   change the 'location' of the 'trigramModel' component to where your=20
  1181.   <CODE>language_model.arpaformat.DMP</CODE> file is located.=20
  1182.   <P></P>
  1183.   <P>You also need to prepare a batch file, which is currently called=20
  1184.   <CODE>f0_hub4.batch</CODE> in the build.xml file, by following =
  1185. instructions in=20
  1186.   the <A =
  1187. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch=20
  1188.   Files</A> section. </P>
  1189.   <P>To run the test: <PRE>  % cd sphinx4/tests/performance/hub4
  1190.   % ant -projecthelp      # to see a list of possible targets
  1191.   % ant hub4_trigram
  1192. </PRE>
  1193.   <P><BR>  </P>
  1194.   <LI><A name=3Dsetup_test><B>Setting up a Regression Test</B></A>=20
  1195.   <P>Each batch mode regression test consists of the following =
  1196. components:=20
  1197.   <UL>
  1198.     <LI><A =
  1199. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#input_files">Test=20
  1200.     data</A> - the audio or cepstral data to perform the test on. This =
  1201. is=20
  1202.     usually some well known database such as TIDIGITS or HUB-4. =
  1203. Alternatively,=20
  1204.     it can also be data that you recorded on your own.=20
  1205.     <LI><A =
  1206. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">Batch=20
  1207.     File</A> - this text file lists the location of all the test files, =
  1208. as well=20
  1209.     as the transcription of the test file.=20
  1210.     <LI>Acoustic model & Dictionary=20
  1211.     <LI>Configuration file - specifies the configuration of the system =
  1212. you use=20
  1213.     to test the data.=20
  1214.     <LI>Grammar file - this can either be a word list file, N-gram =
  1215. language=20
  1216.     model, or a BNF-style grammar file (such as JSGF).=20
  1217.     <LI><A=20
  1218.     =
  1219. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/t=
  1220. ools/batch/BatchModeRecognizer.html">Batch-mode=20
  1221.     Recognizer</A> - this is the Sphinx-4 batch-mode recognizer. =
  1222. </LI></UL>
  1223.   <P>To learn about how to setup a regression test, take a look at the =
  1224. <A=20
  1225.   =
  1226. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#an4_walkthrough">walkth=
  1227. rough=20
  1228.   of setting up the AN4 tests</A>.=20
  1229.   <P><BR><A name=3Dbatch_files><B>Batch Files</B></A>=20
  1230.   <P>Batch files are used in batch mode regressions tests. It is a text =
  1231. file=20
  1232.   that contains the list of files to be processed, with the =
  1233. transcription for=20
  1234.   each file. The format is as shown below: one line for each file, where =
  1235. the=20
  1236.   first element in a line is the file name, which can be an absolute or =
  1237. relative=20
  1238.   path, and includes the file extension; after the file name, the words =
  1239. that=20
  1240.   make up the transcription for the audio. Sphinx-4 uses the =
  1241. transcription=20
  1242.   provided here to compute the system's accuracy after each sentence is=20
  1243.   processed. An utterance's processing produces in a hypothesis for what =
  1244. was=20
  1245.   said. This hypothesis is compared with the transcription, i.e., the =
  1246. hypothesis=20
  1247.   is aligned against the reference transcript, and a summary of the =
  1248. results is=20
  1249.   reported. =
  1250. </P><PRE>/lab/speech/sphinx4/data/tidigits/test/raw16k/man/man.ah.24z982z=
  1251. a.raw two four zero nine eight two zero
  1252. /lab/speech/sphinx4/data/tidigits/test/raw16k/man/man.ah.25896o4a.raw =
  1253. two five eight nine six oh four
  1254. </PRE>
  1255.   <P>An example batch file is <A=20
  1256.   =
  1257. href=3D"http://cmusphinx.sourceforge.net/sphinx4/tests/performance/tidigi=
  1258. ts/tidigits.batch">tidigits.batch</A>=20
  1259.   (this link only works if you downloaded the source distribution). =
  1260. <BR> =20
  1261.   <P><A name=3Dinput_files><B>Input Audio/Cepstral Files</B></A>=20
  1262.   <P>The audio files used by Sphinx-4 can contain raw audio or cepstra, =
  1263. which is=20
  1264.   a form of encoded speech. The Java platform has support for other data =
  1265.  
  1266.   formats, such as MS WAV or Sun's au, but, provided as is, Sphinx-4 can =
  1267. handle=20
  1268.   only raw data. </P>
  1269.   <P>The audio defaults to 2 bytes/sample, at 16000 samples per second. =
  1270. The=20
  1271.   files are expected to be binaries without header. The Java platform =
  1272. assumes=20
  1273.   big endian order, always. These defaults can be changed. For example, =
  1274. the byte=20
  1275.   order or the sampling rate can be changed. </P>
  1276.   <P>The input can also be cepstra. The cepstral file has a 4 byte =
  1277. integer=20
  1278.   containing the number of floats that follow. The following floats are =
  1279. 13=20
  1280.   dimensional vectors concatenated. Notice that since the first piece of =
  1281.  
  1282.   information is the number of floats, the total file size can be =
  1283. computed. If a=20
  1284.   comparisons with the actual size fails, either the byte order has to =
  1285. be=20
  1286.   reversed, or the file is corrupted. Importantly, the byte order can be =
  1287.  
  1288.   automatically detected. </P>
  1289.   <P><BR><A name=3Dan4_walkthrough><B>Walkthrough of Setting up the AN4=20
  1290.   Tests</B></A>=20
  1291.   <P>To illustrate the process of setting up a regression test, lets use =
  1292. AN4, an=20
  1293.   existing test, as an example. Use the following steps to create the =
  1294. AN4 tests.=20
  1295.  
  1296.   <P>
  1297.   <OL>
  1298.     <LI><B>Create a test directory</B> - the various files for each test =
  1299. set=20
  1300.     (e.g., config file, batch file, grammar files, etc..) should reside =
  1301. in its=20
  1302.     own directory, normally under <CODE>tests/performance</CODE>. For =
  1303. example,=20
  1304.     the AN4 tests reside in <CODE>tests/performance/an4</CODE>.=20
  1305.     <P></P>
  1306.     <LI><B>Obtain and convert the test database</B> - download the AN4 =
  1307. test=20
  1308.     database from the <A =
  1309. href=3D"http://www.speech.cs.cmu.edu/databases/an4/">AN4=20
  1310.     website</A> (choose "Raw audio (.raw) format, big endian byte =
  1311. order").=20
  1312.     Unpack the downloaded tarball into a directory of your choice, which =
  1313. in our=20
  1314.     case is <CODE>/lab/speech/sphinx4/data/an4</CODE>. Since the AN4 =
  1315. test data=20
  1316.     already comes in raw audio format, no conversion is necessary. =
  1317. However,=20
  1318.     other test databases might require conversion to raw audio. For =
  1319. example, the=20
  1320.     TIDIGITS test files are in SPHERE format, so it is necessary to =
  1321. convert them=20
  1322.     to raw audio format before it can be read by the Sphinx-4 front end. =
  1323. This is=20
  1324.     usually accomplished by using the program <CODE>sox</CODE> on UNIX=20
  1325.     platforms.=20
  1326.     <P></P>
  1327.     <LI><B>Create a batch file</B> - a test database usually contains a=20
  1328.     transcript (i.e., the actual text of the speech data) of all the =
  1329. test files.=20
  1330.     Using the transcript file, create a <A=20
  1331.     href=3D"http://cmusphinx.sourceforge.net/sphinx4/#batch_files">batch =
  1332. file</A>,=20
  1333.     listing the location of the test files and their corresponding =
  1334. transcript.=20
  1335.     For example, our <CODE>tests/performance/an4/an4_full.batch</CODE> =
  1336. file=20
  1337.     looks like: =
  1338. <PRE>/lab/speech/sphinx4/data/an4/an4_clstk/fash/an251-fash-b.raw yes
  1339. /lab/speech/sphinx4/data/an4/an4_clstk/fash/an253-fash-b.raw go
  1340. /lab/speech/sphinx4/data/an4/an4_clstk/fash/an254-fash-b.raw yes
  1341. /lab/speech/sphinx4/data/an4/an4_clstk/fash/an255-fash-b.raw u m n y h =
  1342. six
  1343. ...
  1344. </PRE>All batch files should reside in the test directory, in this case=20
  1345.     <CODE>tests/performance/an4</CODE>.=20
  1346.     <P></P>
  1347.     <LI><B>Acoustic model & Dictionary</B> - use the Wall Street =
  1348. Journal=20
  1349.     (WSJ) models for the AN4 test, which is already included as a JAR =
  1350. file in=20
  1351.     the binary distribution (sphinx4-{version}-bin.zip). If you =
  1352. downloaded the=20
  1353.     source distribution, building it by running <CODE>ant</CODE> at the =
  1354. top=20
  1355.     level directory will create the JAR file for the WSJ model. The JAR =
  1356. file=20
  1357.     should be included in the classpath of the application you are =
  1358. deploying. In=20
  1359.     this case, the WSJ JAR file=20
  1360.     (<CODE>lib/WSJ_8gau_13dCep_16k_40mel_130Hz_6800Hz.jar</CODE>) is =
  1361. included in=20
  1362.     the java command line inside the build.xml run file. We also need to =
  1363. specify=20
  1364.     in the config file (see the next item below) the acoustic model =
  1365. class we are=20
  1366.     using, which in this case is=20
  1367.     =
  1368. <CODE>edu.cmu.sphinx.model.acoustic.WSJ_8gau_13dCep_16k_40mel_130Hz_6800H=
  1369. z=20
  1370.     </CODE>. The dictionary is also specified in the config file using =
  1371. the=20
  1372.     resource mechanism of Sphinx-4.=20
  1373.     <P></P>
  1374.     <LI><B>Creating the config file & grammar files</B> - In order =
  1375. to create=20
  1376.     your own configuration file, you must first understand the <A=20
  1377.     =
  1378. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/u=
  1379. til/props/doc-files/ConfigurationManagement.html">Sphinx-4=20
  1380.     configuration management</A> system. The AN4 config file is=20
  1381.     <CODE>tests/performance/an4/an4.config.xml</CODE>, please take a =
  1382. look at it.=20
  1383.     This file describes how the batch-mode recognizer and its various=20
  1384.     sub-components should be configured. Note that this file also =
  1385. contains=20
  1386.     configurations for the live-mode recognizer, which is not the =
  1387. subject of=20
  1388.     interest of this walkthrough. In the following we will refer to =
  1389. components=20
  1390.     in the config file using <CODE>highlights</CODE>.=20
  1391.     <P>In an4.config.xml, the batch-mode recognizer is called=20
  1392.     <CODE>batch</CODE>. It uses the Recognizer called=20
  1393.     <CODE>wordRecognizer</CODE>, which contains the =
  1394. <CODE>decoder</CODE>, as=20
  1395.     well as various monitors that keeps track of recognition accuracy, =
  1396. speed,=20
  1397.     and memory. The <CODE>decoder</CODE> contains the=20
  1398.     <CODE>searchManager</CODE>, which in turn contains the=20
  1399.     <CODE>linguist</CODE>, the <CODE>pruner</CODE>, the =
  1400. <CODE>scorer</CODE>, and=20
  1401.     the <CODE>activeList</CODE>. Refer to the <A=20
  1402.     =
  1403. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/index.html">Java=
  1404. doc</A>=20
  1405.     (go to bottom of the page) for a description of each of these =
  1406. components.=20
  1407.     The linguist used is the <CODE>flatLinguist</CODE>, and the grammar =
  1408. of the=20
  1409.     <CODE>flatLinguist</CODE> is either the =
  1410. <CODE>wordListGrammar</CODE>, which=20
  1411.     is a file with a list of words, e.g., <PRE>AND
  1412. APOSTROPHE
  1413. APRIL
  1414. AREA
  1415. AUGUST
  1416. CODE
  1417. </PRE>the <CODE>lmGrammar</CODE> (i.e., N-gram language model), or=20
  1418.     <CODE>fstGrammar</CODE> (i.e., finite state tranducer grammar). The=20
  1419.     <CODE>lmGrammar</CODE> uses a language model file (text-based for =
  1420. AN4)=20
  1421.     generated by the <A =
  1422. href=3D"http://www.speech.cs.cmu.edu/SLM_info.html">CMU=20
  1423.     Statistical Language Modeling (SLM) Toolkit</A>. The=20
  1424.     <CODE>flatLinguist</CODE> also specifies the acoustic model used, =
  1425. and in=20
  1426.     this case it is the WSJ models. The location and format of the WSJ =
  1427. model, as=20
  1428.     well as the location of the various files in the model, are also =
  1429. specified.=20
  1430.     The <CODE>scorer</CODE> contains the front end, which is called=20
  1431.     <CODE>mfcFrontEnd</CODE> since it produces MFCC features.=20
  1432.     <P></P>
  1433.     <LI><B>Creating a build.xml for Ant</B> - a file called=20
  1434.     <CODE>build.xml</CODE> is necessary to run Ant. This file is the Ant =
  1435. version=20
  1436.     of the Makefile in Make. All Ant targets are listed in this file. =
  1437. For=20
  1438.     details on how to write this file, refer to the documentation at <A=20
  1439.     href=3D"http://ant.apache.org/">http://ant.apache.org/</A>. Lets use =
  1440. the first=20
  1441.     Ant target, <CODE>an4_words_wordlist</CODE>, as an example. This Ant =
  1442. target=20
  1443.     invokes the <CODE>java</CODE> command on the class=20
  1444.     <CODE>edu.cmu.sphinx.tools.batch.BatchModeRecognizer</CODE>. This =
  1445. class=20
  1446.     takes a configuration file (<CODE>an4.config.xml</CODE>) and a batch =
  1447. file=20
  1448.     (<CODE>an4_words.batch</CODE>) as arguments. This class looks for =
  1449. the=20
  1450.     component named <CODE>batch</CODE> in the configuration file. The=20
  1451.     configuration manager will create this component (and its =
  1452. subcomponents).=20
  1453.     Therefore, the component=20
  1454.     <CODE>edu.cmu.sphinx.tools.batch.BatchModeRecognizer</CODE> should =
  1455. always be=20
  1456.     named <CODE>"batch"</CODE> in the config.xml file. Other AN4 Ant =
  1457. targets are=20
  1458.     created similarly.=20
  1459.     <P></P>
  1460.     <LI><B>Setup Complete</B> - At this point, we have completed the =
  1461. setup of=20
  1462.     the AN4 tests. You can now run the AN4 tests by following =
  1463. instructions in <A=20
  1464.     =
  1465. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#small_vocab_test">small=
  1466. =20
  1467.     vocabulary tests</A>. </LI></OL><BR> =20
  1468.   <LI><A name=3Dacoustic_models><B>Acoustic Models</B></A>=20
  1469.   <P>The two main acoustic models that are used by Sphinx-4, TIDIGITS =
  1470. and Wall=20
  1471.   Street Journal, are already included in the <CODE>"lib"</CODE> =
  1472. directory of=20
  1473.   the binary distribution. For the source distribution, you will build =
  1474. it when=20
  1475.   you type <CODE>ant</CODE> at the top level directory. Our regression =
  1476. tests=20
  1477.   also uses the RM1 and HUB4 models, which are available for download =
  1478. separately=20
  1479.   on the download page. Sphinx-4 can handle model packages provided as a =
  1480. jar=20
  1481.   file. </P>
  1482.   <P>Each acoustic model implements the <A=20
  1483.   =
  1484. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/l=
  1485. inguist/acoustic/AcousticModel.html">AcousticModel=20
  1486.   interface</A>. For example, the WSJ models are wrapped by a class =
  1487. called=20
  1488.   =
  1489. <CODE>edu.cmu.sphinx.model.acoustic.WSJ_8gau_13dCep_16k_40mel_130Hz_6800H=
  1490. z</CODE>,=20
  1491.   which implements the AcousticModel interface. This implementation =
  1492. class is in=20
  1493.   the JAR file of the models, together with the actual data files of the =
  1494. model.=20
  1495.   This way, two simple steps are need to use a particular acoustic =
  1496. model: </P>
  1497.   <OL>
  1498.     <LI>Include the JAR file in your classpath.=20
  1499.     <LI>Specify the model implementation class in the config file. =
  1500. </LI></OL>
  1501.   <P>You can find out the model implementation class of a JAR file using =
  1502. the=20
  1503.   <CODE>java -jar</CODE> command. For example, you can find out the =
  1504. model class=20
  1505.   of the WSJ model by: <PRE>sphinx4>java -jar =
  1506. lib/WSJ_8gau_13dCep_16k_40mel_130Hz_6800Hz.jar
  1507.  
  1508. Wall Street Journal acoustic models
  1509. Class: =
  1510. edu.cmu.sphinx.model.acoustic.WSJ_8gau_13dCep_16k_40mel_130Hz_6800Hz
  1511.         Is Binary: true
  1512.         Sparse Form: false
  1513.         Filters: 40
  1514.         Vector Length: 39
  1515.     Gaussians: 8
  1516.     Model Definition: etc/WSJ_clean_13dCep_16k_40mel_130Hz_6800Hz.4000.mdef
  1517.     Data Location: cd_continuous_8gau
  1518.     Feature Type: cepstra_delta_doubledelta
  1519.     Sample Rate: 16000
  1520.     Description: Wall Street Journal acoustic models
  1521.     Number Fft Points: 512
  1522.     Max Freq: 6800
  1523.     Min Freq.: 130
  1524. </PRE>The print out also includes details about how the model was =
  1525. trained, but=20
  1526.   this is not important for the average user.=20
  1527.   <P></P><BR> =20
  1528.   <LI><A name=3Dlanguage_models><B>Language Models</B></A>=20
  1529.   <P>The language model used by Sphinx-4 follows the ARPA format. =
  1530. Language=20
  1531.   models provided with the acoustic model packages were created with the =
  1532.  
  1533.   Carnegie Mellon University Statistical Language Modeling toolkit (CMU =
  1534. SLM=20
  1535.   toolkit), available <A =
  1536. href=3D"http://www.speech.cs.cmu.edu/SLM_info.html">at=20
  1537.   CMU</A>. A manual is available there.</P>
  1538.   <P>The language model is created from a list of transcriptions. Given =
  1539. a file=20
  1540.   with training transcription, the following script creates a list of =
  1541. words that=20
  1542.   appear in the transcriptions, then creates a bigram and a trigram LM =
  1543. files in=20
  1544.   the ARPA format. The file with extension ccs contains the context =
  1545. cues, and it=20
  1546.   is usually a list of words used as markers - beginning or end of =
  1547. speech=20
  1548.   etc.</P><PRE>set task =3D RM
  1549.  
  1550. # Location of the CMU SLM toolkit
  1551. set bindir =3D ~/src/CMU-SLM_Toolkit_v2/bin
  1552.  
  1553. cat $task.transcript | $bindir/text2wfreq | $bindir/wfreq2vocab > =
  1554. $task.vocab
  1555.  
  1556. set mode =3D "-absolute"
  1557.  
  1558. # Create bigram
  1559. cat $task.transcript | $bindir/text2idngram -n 2 -vocab $task.vocab | \
  1560.    $bindir/idngram2lm $mode -context $task.ccs -n 2 -vocab $task.vocab \
  1561.    -idngram - -arpa $task.bigram.arpa
  1562.  
  1563. # Create trigram
  1564. cat $task.transcript | $bindir/text2idngram -n 3 -vocab $task.vocab | \
  1565.    $bindir/idngram2lm $mode -context $task.ccs -n 3 -vocab $task.vocab \
  1566.    -idngram - -arpa $task.trigram.arpa
  1567. </PRE><BR> =20
  1568.   <LI><A name=3Dbnf_grammars><B>BNF-Style Grammars</B></A>=20
  1569.   <P>Sphinx-4 uses the Java Speech API Grammar Format (JSGF) to perform =
  1570. speech=20
  1571.   recognition using a BNF-style grammar. Currently, you can only use =
  1572. JSGF=20
  1573.   grammars with the FlatLinguist. To specify JSGF grammars, set the =
  1574. following in=20
  1575.   the configuration file: <PRE><component name=3D"flatLinguist" =
  1576. type=3D"edu.cmu.sphinx.linguist.flat.FlatLinguist">
  1577.     <property name=3D"grammar" value=3D"jsgfGrammar">
  1578.     // ... other properties ...
  1579. </component>
  1580.  
  1581. <component name=3D"jsgfGrammar" =
  1582. type=3D"edu.cmu.sphinx.jsapi.JSGFGrammar">
  1583.     <property name=3D"grammarLocation" value=3D"...URL of grammar =
  1584. directory"/>
  1585. </component>
  1586. </PRE>
  1587.   <P>For information on how to write JSGF grammars, and how to specify =
  1588. the=20
  1589.   location of your JSGF grammar file(s), and the limitations of the =
  1590. current=20
  1591.   implementation of JSGF grammar, please refer to the <A=20
  1592.   =
  1593. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/j=
  1594. sapi/JSGFGrammar.html">Javadocs=20
  1595.   for JSGFGrammar</A>. <BR>  </P>
  1596.   <LI><A name=3Darchitecture_and_api1><B>Architecture and API</B></A>=20
  1597.   <P>The Sphinx-4 API can be found in the <A=20
  1598.   =
  1599. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/index.html">java=
  1600. doc=20
  1601.   documentation</A>. </P>
  1602.   <P>If the previous is broken, please build the javadocs using the =
  1603. instructions=20
  1604.   in <A=20
  1605.   =
  1606. href=3D"http://cmusphinx.sourceforge.net/sphinx4/#create_javadocs">Creati=
  1607. ng=20
  1608.   Javadocs</A>. In fact, rebuilding javadocs is something you should do =
  1609. every=20
  1610.   time you change code in Sphinx-4. </P>
  1611.   <P>In this section, we will provide an overview of Sphinx-4, starting =
  1612. with an=20
  1613.   introduction of HMM-based recognizers. We will highlight in=20
  1614.   <S4KEYWORD>red</S4KEYWORD> those keywords that are critical to =
  1615. understanding=20
  1616.   Sphinx-4. </P>
  1617.   <H4>Overview of an HMM-based Speech Recognition System</H4>
  1618.   <P>Sphinx-4 is an HMM-based speech recognizer. =
  1619. <S4KEYWORD>HMM</S4KEYWORD>=20
  1620.   stands for Hidden Markov Models, which is a type of statistical model. =
  1621. In=20
  1622.   HMM-based speech recognizers, each unit of sound (usually called a =
  1623. phoneme) is=20
  1624.   represented by a statistical model that represents the distribution of =
  1625. all the=20
  1626.   evidence (data) for that phoneme. This is called the =
  1627. <S4KEYWORD>acoustic=20
  1628.   model</S4KEYWORD> for that phoneme. When creating an acoustic model, =
  1629. the=20
  1630.   speech signals are first transformed into a sequence of vectors that =
  1631. represent=20
  1632.   certain characteristics of the signal, and the parameters of the =
  1633. acoustic=20
  1634.   model are then estimated using these vectors (usually called=20
  1635.   <S4KEYWORD>features</S4KEYWORD>). This process is called training the =
  1636. acoustic=20
  1637.   models. </P>
  1638.   <P>During speech recognition, features are derived from the incoming =
  1639. speech=20
  1640.   (we will use "speech" to mean the same thing as "audio") in the same =
  1641. way as in=20
  1642.   the training process. The component of the recognizer that generates =
  1643. these=20
  1644.   features is called the <S4KEYWORD>front end</S4KEYWORD>. These live =
  1645. features=20
  1646.   are scored against the acoustic model. The =
  1647. <S4KEYWORD>score</S4KEYWORD>=20
  1648.   obtained indicates how likely that a particular set of features =
  1649. (extracted=20
  1650.   from live audio) belongs to the phoneme of the corresponding acoustic =
  1651. model.=20
  1652.   </P>
  1653.   <P>The process of speech recognition is to find the best possible =
  1654. sequence of=20
  1655.   words (or units) that will fit the given input speech. It is a=20
  1656.   <S4KEYWORD>search</S4KEYWORD> problem, and in the case of HMM-based=20
  1657.   recognizers, a graph search problem. The graph represents all possible =
  1658.  
  1659.   sequences of phonemes in the entire <S4KEYWORD>language</S4KEYWORD> of =
  1660. the=20
  1661.   task under consideration. The graph is typically composed of the HMMs =
  1662. of sound=20
  1663.   units concatenated in a guided manner, as specified by the=20
  1664.   <S4KEYWORD>grammar</S4KEYWORD> of the task. As an example, lets look =
  1665. at a=20
  1666.   simple search graph that decodes the words "one" and "two". It is =
  1667. composed of=20
  1668.   the HMMs of the sounds units of the words "one" and "two": </P><IMG=20
  1669.   =
  1670. src=3D"http://cmusphinx.sourceforge.net/sphinx4/doc/1-2-searchgraph.jpg">=
  1671. =20
  1672.   <P>Constructing the above graph requires knowledge from various =
  1673. sources. It=20
  1674.   requires a <S4KEYWORD>dictionary</S4KEYWORD>, which maps the word =
  1675. "one" to the=20
  1676.   phonemes W, AX and N, and the word "two" to T and OO. It requires the =
  1677. acoustic=20
  1678.   model to obtain the HMMs for the phonemes W, AX, N, T and OO. In =
  1679. Sphinx-4, the=20
  1680.   task of constructing this search graph is done by the=20
  1681.   <S4KEYWORD>linguist</S4KEYWORD>. </P>
  1682.   <P>Usually, the search graph also has information about how likely =
  1683. certain=20
  1684.   words will occur. This information is supplied by the =
  1685. <S4KEYWORD>language=20
  1686.   model</S4KEYWORD>. Suppose that, in our example, the probability of =
  1687. someone=20
  1688.   saying "one" (e.g., 0.8) is much higher than saying "two" (0.2). Then, =
  1689. in the=20
  1690.   above graph, the probability of the transition between the entry node =
  1691. and the=20
  1692.   first node of the HMM for W will be 0.8, while the probability of the=20
  1693.   transition between the entry node and the first node of the HMM for T =
  1694. will be=20
  1695.   0.2. The path to "one" will consequently have a higher score. </P>
  1696.   <P>Once this graph is constructed, the sequence of parametrized speech =
  1697. signals=20
  1698.   (i.e., the features) is matched against different paths through the =
  1699. graph to=20
  1700.   find the best fit. The best fit is usually the least cost or highest =
  1701. scoring=20
  1702.   path, depending on the implementation. In Sphinx-4, the task of =
  1703. searching=20
  1704.   through the graph for the best path is done by the <S4KEYWORD>search=20
  1705.   manager</S4KEYWORD>. </P>
  1706.   <P>As you can see from the above graph, a lot of the nodes have self=20
  1707.   transitions. This can lead to a very large number of possible paths =
  1708. through=20
  1709.   the graph. As a result, finding the best possible path can take a very =
  1710. long=20
  1711.   time. The purpose of the <S4KEYWORD>pruner</S4KEYWORD> is to reduce =
  1712. the number=20
  1713.   of possible paths during the search, using heuristics like pruning =
  1714. away the=20
  1715.   lowest scoring paths. </P>
  1716.   <P>As we described earlier, the input speech signal is transformed =
  1717. into a=20
  1718.   sequence of feature vectors. After the last feature vector is decoded, =
  1719. we look=20
  1720.   at all the paths that have reached the final exit node (the red node). =
  1721. The=20
  1722.   path with the highest score is the best fit, and a=20
  1723.   <S4KEYWORD>result</S4KEYWORD> taking all the words of that path is =
  1724. returned.=20
  1725.   </P>
  1726.   <H4><A name=3DarchitectureComponents>Sphinx-4 Architecture and Main=20
  1727.   Components</A></H4>
  1728.   <P>In this section, we describe the main components of Sphinx-4, and =
  1729. how they=20
  1730.   work together during the recognition process. First of all, lets look =
  1731. at the=20
  1732.   architecture diagram of Sphinx-4. It contains almost all the concepts =
  1733. (the=20
  1734.   words in red) that were introduced in the previous section. There are =
  1735. a few=20
  1736.   additional concepts in the diagram, which we will explain promptly. =
  1737. </P>
  1738.   <CENTER><IMG=20
  1739.   =
  1740. src=3D"http://cmusphinx.sourceforge.net/sphinx4/doc-files/architecture.gi=
  1741. f">=20
  1742.   </CENTER>
  1743.   <P>When the recognizer starts up, it constructs the front end (which =
  1744. generates=20
  1745.   features from speech), the decoder, and the linguist (which generates =
  1746. the=20
  1747.   search graph) according to the configuration specified by the user. =
  1748. These=20
  1749.   components will in turn construct their own subcomponents. For =
  1750. example, the=20
  1751.   linguist will construct the acoustic model, the dictionary, and the =
  1752. language=20
  1753.   model. It will use the knowledge from these three components to =
  1754. construct a=20
  1755.   search graph that is appropriate for the task. The decoder will =
  1756. construct the=20
  1757.   search manager, which in turn constructs the scorer, the pruner, and =
  1758. the=20
  1759.   active list. </P>
  1760.   <P>Most of these components represents interfaces. The search manager, =
  1761.  
  1762.   linguist, acoustic model, dictionary, language model, active list, =
  1763. scorer,=20
  1764.   pruner, and search graph are all Java interfaces. There can be =
  1765. different=20
  1766.   implementations of these interfaces. For example, there are two =
  1767. different=20
  1768.   implementations of the search manager. Then, how does the system know =
  1769. which=20
  1770.   implementation to use? It is specified by the user via the =
  1771. configuration file,=20
  1772.   an XML-based file that is loaded by the <S4KEYWORD>configuration=20
  1773.   manager</S4KEYWORD>. In this configuration file, the user can also =
  1774. specify the=20
  1775.   <S4KEYWORD>properties</S4KEYWORD> of the implementations. One example =
  1776. of a=20
  1777.   property is the sample rate of the incoming speech data. </P>
  1778.   <P>The <S4KEYWORD>active list</S4KEYWORD> is a component that requires =
  1779.  
  1780.   explanation. Remember we mentioned that there can be many possible =
  1781. paths=20
  1782.   through the search graph. Sphinx-4 currently implements a=20
  1783.   <S4KEYWORD>token</S4KEYWORD>-passing algorithm. Each time the search =
  1784. arrives=20
  1785.   at the next state in the graph, a token is created. A token points to =
  1786. the=20
  1787.   previous token, as well as the next state. The active list keeps track =
  1788. of all=20
  1789.   the current active paths through the search graph by storing the last =
  1790. token of=20
  1791.   each path. A token has the score of the path at that particular point =
  1792. in the=20
  1793.   search. To perform pruning, we simply prune the tokens in the active =
  1794. list.=20
  1795. </P>
  1796.   <P>When the application asks the recognizer to perform recognition, =
  1797. the search=20
  1798.   manager will ask the scorer to score each token in the active list =
  1799. against the=20
  1800.   next feature vector obtained from the front end. This gives a new =
  1801. score for=20
  1802.   each of the active paths. The pruner will then prune the tokens (i.e., =
  1803. active=20
  1804.   paths) using certain heuristics. Each surviving paths will then be =
  1805. expanded to=20
  1806.   the next states, where a new token will be created for each next =
  1807. state. The=20
  1808.   process repeats itself until no more feature vectors can be obtained =
  1809. from the=20
  1810.   front end for scoring. This usually means that there is no more input =
  1811. speech=20
  1812.   data. At that point, we look at all paths that have reached the final =
  1813. exit=20
  1814.   state, and return the highest scoring path as the result to the =
  1815. application.=20
  1816.   </P>
  1817.   <H4><A name=3Dconfiguration>Sphinx-4 Configuration System</A></H4>
  1818.   <P>The performance of Sphinx-4 critically depends on your task and how =
  1819. you=20
  1820.   configured Sphinx-4 to suit your task. For example, a large vocabulary =
  1821. task=20
  1822.   needs a different linguist than a small vocabulary task. Your system =
  1823. has to be=20
  1824.   configured differently for the two tasks. This section will not tell =
  1825. you the=20
  1826.   exact configuration for different tasks, which will be dealt with =
  1827. later.=20
  1828.   Instead, this section will introduce you to the configuration =
  1829. mechanism of=20
  1830.   Sphinx-4, which is via an XML-based configuration file. Please click =
  1831. on the=20
  1832.   document <A=20
  1833.   =
  1834. href=3D"http://cmusphinx.sourceforge.net/sphinx4/javadoc/edu/cmu/sphinx/u=
  1835. til/props/doc-files/ConfigurationManagement.html">Sphinx-4=20
  1836.   Configuration Management</A> to learn how to do this. It is important =
  1837. that you=20
  1838.   read this document before you proceed. </P><BR>  </LI></UL>
  1839. <HR>
  1840. Copyright 1999-2004 Carnegie Mellon University.<BR>Portions Copyright =
  1841. 2002-2004=20
  1842. Sun Microsystems, Inc.<BR>Portions Copyright 2002-2004 Mitsubishi =
  1843. Electric=20
  1844. Research Laboratories.<BR>All Rights Reserved. Usage is subject to <A=20
  1845. href=3D"http://cmusphinx.sourceforge.net/sphinx4/license.terms">license =
  1846. terms</A>.=20
  1847. </FONT></BODY></HTML>
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  4344.  
  4345. ------=_NextPart_000_0000_01C4A637.14F81030--
  4346.