예제 #1
0
 /// <summary>
 /// Sets the InputStream to read cepstral data from.
 /// </summary>
 /// <param name="_is">The InputStream to read cepstral data from.</param>
 /// <param name="bigEndian">true if the InputStream data is in big-endian, false otherwise.</param>
 public void SetInputStream(Stream _is, Boolean bigEndian)
 {
     _bigEndian = bigEndian;
     if (_binary)
     {
         _binaryStream = new BufferedStream(_is, 8192);
         if (_bigEndian)
         {
             _numPoints = _binaryStream.ReadInt();
             this.LogInfo("BigEndian");
         }
         else
         {
             _numPoints = Utilities.ReadLittleEndianInt(_binaryStream);
             this.LogInfo("LittleEndian");
         }
         this.LogInfo("Frames: " + _numPoints / _cepstrumLength);
     }
     else
     {
         _est       = new ExtendedStreamTokenizer(_is, false);
         _numPoints = _est.GetInt("num_frames");
         _est.ExpectString("frames");
     }
     _curPoint          = -1;
     _firstSampleNumber = 0;
 }
예제 #2
0
        /**
         * /// Loads the sphinx3 density file, a set of density arrays are created and
         * /// placed in the given pool.
         * ///
         * /// @param useCDUnits
         * ///            if true, loads also the context dependent units
         * /// @param inputStream
         * ///            the open input stream to use
         * /// @param path
         * ///            the path to a density file
         * /// @throws FileNotFoundException
         * ///             if a file cannot be found
         * /// @throws IOException
         * ///             if an error occurs while loading the data
         */
        protected void LoadHMMPool(Boolean useCDUnits, Stream inputStream,
                                   string path)
        {
            var est = new ExtendedStreamTokenizer(inputStream,
                                                  '#', false);

            this.LogInfo("Loading HMM file from: " + path);

            est.ExpectString(ModelVersion);

            var numBase = est.GetInt("numBase");

            est.ExpectString("n_base");

            var numTri = est.GetInt("numTri");

            est.ExpectString("n_tri");

            var numStateMap = est.GetInt("numStateMap");

            est.ExpectString("n_state_map");

            var numTiedState = est.GetInt("numTiedState");

            est.ExpectString("n_tied_state");

            var numContextIndependentTiedState = est
                                                 .GetInt("numContextIndependentTiedState");

            est.ExpectString("n_tied_ci_state");

            var numTiedTransitionMatrices = est.GetInt("numTiedTransitionMatrices");

            est.ExpectString("n_tied_tmat");

            var numStatePerHMM = numStateMap / (numTri + numBase);

            Debug.Assert(numTiedState == MixtureWeightsPool.StatesNum);
            Debug.Assert(numTiedTransitionMatrices == MatrixPool.Size);

            // Load the base phones
            for (var i = 0; i < numBase; i++)
            {
                var name      = est.GetString();
                var left      = est.GetString();
                var right     = est.GetString();
                var position  = est.GetString();
                var attribute = est.GetString();
                var tmat      = est.GetInt("tmat");

                var stid = new int[numStatePerHMM - 1];

                for (var j = 0; j < numStatePerHMM - 1; j++)
                {
                    stid[j] = est.GetInt("j");
                    Debug.Assert(stid[j] >= 0 && stid[j] < numContextIndependentTiedState);
                }
                est.ExpectString("N");

                Debug.Assert(left.Equals("-"));
                Debug.Assert(right.Equals("-"));
                Debug.Assert(position.Equals("-"));
                Debug.Assert(tmat < numTiedTransitionMatrices);

                var unit = _unitManager.GetUnit(name, attribute.Equals(Filler));
                ContextIndependentUnits.Put(unit.Name, unit);


                //this.LogInfo("Loaded " + unit.ToString());

                // The first filler
                if (unit.IsFiller && unit.Name.Equals(SilenceCiphone))
                {
                    unit = UnitManager.Silence;
                }

                var transitionMatrix = MatrixPool.Get(tmat);
                var ss = GetSenoneSequence(stid);

                IHMM hmm = new SenoneHMM(unit, ss, transitionMatrix, GetHMMPosition(position));
                HmmManager.Put(hmm);
            }

            if (HmmManager.Get(HMMPosition.Undefined, UnitManager.Silence) == null)
            {
                throw new IOException("Could not find SIL unit in acoustic model");
            }

            // Load the context dependent phones. If the useCDUnits
            // property is false, the CD phones will not be created, but
            // the values still need to be read in from the file.

            var  lastUnitName = "";
            Unit lastUnit     = null;

            int[]          lastStid           = null;
            SenoneSequence lastSenoneSequence = null;

            for (var i = 0; i < numTri; i++)
            {
                var name      = est.GetString();
                var left      = est.GetString();
                var right     = est.GetString();
                var position  = est.GetString();
                var attribute = est.GetString();
                var tmat      = est.GetInt("tmat");

                var stid = new int[numStatePerHMM - 1];

                for (var j = 0; j < numStatePerHMM - 1; j++)
                {
                    stid[j] = est.GetInt("j");
                    Debug.Assert(stid[j] >= numContextIndependentTiedState &&
                                 stid[j] < numTiedState);
                }
                est.ExpectString("N");

                Debug.Assert(!left.Equals("-"));
                Debug.Assert(!right.Equals("-"));
                Debug.Assert(!position.Equals("-"));
                Debug.Assert(attribute.Equals("n/a"));
                Debug.Assert(tmat < numTiedTransitionMatrices);

                if (useCDUnits)
                {
                    Unit unit;
                    var  unitName = (name + ' ' + left + ' ' + right);

                    if (unitName.Equals(lastUnitName))
                    {
                        unit = lastUnit;
                    }
                    else
                    {
                        var leftContext = new Unit[1];
                        leftContext[0] = ContextIndependentUnits.Get(left);

                        var rightContext = new Unit[1];
                        rightContext[0] = ContextIndependentUnits.Get(right);

                        Context context = LeftRightContext.Get(leftContext,
                                                               rightContext);
                        unit = _unitManager.GetUnit(name, false, context);
                    }
                    lastUnitName = unitName;
                    lastUnit     = unit;


                    //this.LogInfo("Loaded " + unit.ToString());


                    var transitionMatrix = MatrixPool.Get(tmat);

                    var ss = lastSenoneSequence;
                    if (ss == null || !SameSenoneSequence(stid, lastStid))
                    {
                        ss = GetSenoneSequence(stid);
                    }
                    lastSenoneSequence = ss;
                    lastStid           = stid;

                    IHMM hmm = new SenoneHMM(unit, ss, transitionMatrix, GetHMMPosition(position));
                    HmmManager.Put(hmm);
                }
            }

            est.Close();
        }
예제 #3
0
        private void GetSenoneToCIPhone()
        {
            var inputStream = GetDataStream(Path.Combine(Location.Path, Model));

            if (inputStream == null)
            {
                throw new IOException("can't find modelDef " + Model);
            }

            var est = new ExtendedStreamTokenizer(inputStream, '#', false);

            this.LogInfo("Loading HMM file from: " + Model);

            est.ExpectString(ModelVersion);

            _numBase = est.GetInt("numBase");
            est.ExpectString("n_base");

            var numTri = est.GetInt("numTri");

            est.ExpectString("n_tri");

            var numStateMap = est.GetInt("numStateMap");

            est.ExpectString("n_state_map");

            var numTiedState = est.GetInt("numTiedState");

            est.ExpectString("n_tied_state");

            Senone2Ci = new int[numTiedState];

            est.GetInt("numContextIndependentTiedState");
            est.ExpectString("n_tied_ci_state");

            var numTiedTransitionMatrices = est.GetInt("numTiedTransitionMatrices");

            est.ExpectString("n_tied_tmat");

            var numStatePerHMM = numStateMap / (numTri + _numBase);

            Debug.Assert(numTiedState == MixtureWeightsPool.StatesNum);
            Debug.Assert(numTiedTransitionMatrices == MatrixPool.Size);

            // Load the base phones
            for (var i = 0; i < _numBase + numTri; i++)
            {
                //TODO name this magic const somehow
                for (var j = 0; j < 5; j++)
                {
                    est.GetString();
                }
                var tmat = est.GetInt("tmat");

                for (var j = 0; j < numStatePerHMM - 1; j++)
                {
                    Senone2Ci[est.GetInt("j")] = tmat;
                }
                est.ExpectString("N");

                Debug.Assert(tmat < numTiedTransitionMatrices);
            }

            est.Close();
        }