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SampleVariable.h

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00001 // -*- C++ -*- 00002 00003 // PLearn (A C++ Machine Learning Library) 00004 // Copyright (C) 1998 Pascal Vincent 00005 // Copyright (C) 1999-2002 Pascal Vincent, Yoshua Bengio and University of Montreal 00006 // 00007 00008 // Redistribution and use in source and binary forms, with or without 00009 // modification, are permitted provided that the following conditions are met: 00010 // 00011 // 1. Redistributions of source code must retain the above copyright 00012 // notice, this list of conditions and the following disclaimer. 00013 // 00014 // 2. Redistributions in binary form must reproduce the above copyright 00015 // notice, this list of conditions and the following disclaimer in the 00016 // documentation and/or other materials provided with the distribution. 00017 // 00018 // 3. The name of the authors may not be used to endorse or promote 00019 // products derived from this software without specific prior written 00020 // permission. 00021 // 00022 // THIS SOFTWARE IS PROVIDED BY THE AUTHORS ``AS IS'' AND ANY EXPRESS OR 00023 // IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES 00024 // OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN 00025 // NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, 00026 // SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED 00027 // TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR 00028 // PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF 00029 // LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING 00030 // NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 00031 // SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 00032 // 00033 // This file is part of the PLearn library. For more information on the PLearn 00034 // library, go to the PLearn Web site at www.plearn.org 00035 00036 00037 00038 00039 /* ******************************************************* 00040 * $Id: SampleVariable.h,v 1.5 2004/07/21 16:30:54 chrish42 Exp $ 00041 * AUTHORS: Pascal Vincent & Yoshua Bengio 00042 * This file is part of the PLearn library. 00043 ******************************************************* */ 00044 00045 00048 #ifndef SampleVariable_INC 00049 #define SampleVariable_INC 00050 00051 #include <plearn/var/VarArray.h> 00052 #include <plearn/var/SourceVariable.h> 00053 #include <plearn/var/UnaryVariable.h> 00054 #include <plearn/var/BinaryVariable.h> 00055 00056 namespace PLearn { 00057 using namespace std; 00058 00059 00060 class SourceSampleVariable: public SourceVariable 00061 { 00062 public: 00063 SourceSampleVariable(int length, int width) 00064 :SourceVariable(length, width) {} 00065 virtual SourceSampleVariable* deepCopy(map<const void*, void*>& copies) const =0; 00066 virtual string classname() const; 00067 virtual void bprop() { } 00068 VarArray random_sources(); 00069 }; 00070 00071 class UnarySampleVariable: public UnaryVariable 00072 { 00073 public: 00074 UnarySampleVariable(Variable* input, int length, int width) 00075 :UnaryVariable(input,length,width) {} 00076 virtual string classname() const; 00077 virtual void bprop() { } 00078 VarArray random_sources(); 00079 }; 00080 00081 class BinarySampleVariable: public BinaryVariable 00082 { 00083 public: 00084 BinarySampleVariable(Variable* input1, Variable* input2, int length, int width) 00085 :BinaryVariable(input1,input2,length,width) { } 00086 virtual string classname() const; 00087 virtual void bprop() { } 00088 VarArray random_sources(); 00089 }; 00090 00091 class UniformSampleVariable: public SourceSampleVariable 00092 { 00093 protected: 00094 real min_value, max_value; 00095 char name[50]; 00096 00097 public: 00098 UniformSampleVariable(int length=1, int width=1, 00099 real minvalue=0, real maxvalue=1); 00100 virtual UniformSampleVariable* deepCopy(map<const void*, void*>& copies) const; 00101 virtual string classname() const; 00102 virtual void fprop(); 00103 }; 00104 00105 class MultinomialSampleVariable: public UnarySampleVariable 00106 { 00107 protected: 00108 char name[50]; 00109 00110 public: 00111 MultinomialSampleVariable(Variable* probabilities, int length=1, int width=1); 00112 virtual MultinomialSampleVariable* deepCopy(map<const void*, void*>& copies) const; 00113 virtual string classname() const; 00114 virtual void fprop(); 00115 }; 00116 00117 class DiagonalNormalSampleVariable: public BinarySampleVariable 00118 { 00119 public: 00120 DiagonalNormalSampleVariable(Variable* mu, Variable* sigma); 00121 virtual DiagonalNormalSampleVariable* deepCopy(map<const void*, void*>& copies) const; 00122 virtual string classname() const; 00123 virtual void fprop(); 00124 }; 00125 00126 } // end of namespace PLearn 00127 00128 #endif

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