jens
0ee9e709f7
git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@568 b431acfa-c32f-4a4a-93f1-934dc6c82436
100 lines
1.9 KiB
C++
100 lines
1.9 KiB
C++
/*
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* To change this license header, choose License Headers in Project Properties.
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* To change this template file, choose Tools | Templates
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* and open the template in the editor.
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*/
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/*
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* File: Rbm.hpp
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* Author: jens
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*
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* Created on 21. Oktober 2019, 21:28
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*/
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#ifndef RBM_HPP
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#define RBM_HPP
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#include <armadillo>
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#include "noise.h"
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class Rbm
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{
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public:
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struct Params
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{
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Params()
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: m_weightInit(0.01)
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, m_weightDecay(0.0)
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, m_learningRate(0.1)
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, m_momentum(0.5)
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, m_doRaoBlackwell(true)
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, m_gibbsDoSampleVisible(false)
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, m_gibbsDoSampleHidden(false)
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, m_doSampleBatch(false)
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, m_numGibbs(1)
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{
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}
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double m_weightInit;
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double m_weightDecay;
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double m_learningRate;
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double m_momentum;
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bool m_doRaoBlackwell;
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bool m_gibbsDoSampleVisible;
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bool m_gibbsDoSampleHidden;
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bool m_doSampleBatch;
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size_t m_numGibbs;
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};
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struct Status
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{
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size_t epoch;
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size_t trainingSizeRemain;
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double progress;
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double err;
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double err_total;
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double L1;
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double L2;
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};
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class IListener
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{
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public:
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IListener() {}
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virtual ~IListener() {}
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virtual bool onProgress(const Status &status)
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{
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return true;
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}
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};
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Rbm(const Params& params, arma::mat &w, arma::mat &bv, arma::mat &bh);
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Rbm(const Rbm& orig);
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virtual ~Rbm();
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void train(arma::mat const &batch, size_t numEpochs, size_t sizeMiniBatch, IListener *pListener);
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arma::mat toHiddenState(const arma::mat &visible);
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arma::mat toVisibleState(const arma::mat &hidden);
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arma::mat toHiddenProbs(const arma::mat &visible);
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arma::mat toVisibleProbs(const arma::mat &hidden);
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arma::mat& weights();
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arma::mat& bias_visible();
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arma::mat& bias_hidden();
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private:
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noise_gen_t m_noise;
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const Params &m_params;
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arma::mat &m_w;
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arma::mat &m_bh;
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arma::mat &m_bv;
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arma::mat sample(arma::mat const &src);
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static arma::mat probsLogistic(arma::mat const &src);
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void uniform(arma::mat &srcDst, double mu=0.0, double stdDev=1.0);
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};
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#endif /* RBM_HPP */
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